| author | Christian Urban <urbanc@in.tum.de> | 
| Tue, 11 Apr 2017 06:22:46 +0800 | |
| changeset 483 | faba5360372c | 
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| child 484 | 8182eb3278e0 | 
| permissions | -rw-r--r-- | 
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\usepackage{../graphics}
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%We can even allow ``silent  | 
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%transitions'', also called epsilon-transitions. They allow us  | 
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%to go from one state to the next without having a character  | 
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%consumed. We label such silent transition with the letter  | 
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%$\epsilon$.  | 
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\begin{document}
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\fnote{\copyright{} Christian Urban, King's College London, 2014, 2015, 2016, 2017}
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\section*{Handout 3 (Finite Automata)}
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Every formal language and compiler course I know of bombards you first  | 
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with automata and then to a much, much smaller extend with regular  | 
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expressions. As you can see, this course is turned upside down:  | 
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regular expressions come first. The reason is that regular expressions  | 
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are easier to reason about and the notion of derivatives, although  | 
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already quite old, only became more widely known rather  | 
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recently. Still let us in this lecture have a closer look at automata  | 
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and their relation to regular expressions. This will help us with  | 
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understanding why the regular expression matchers in Python, Ruby and  | 
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Java are so slow with certain regular expressions.  | 
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\subsection*{Deterministic Finite Automata}
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The central definition is:\medskip  | 
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\noindent  | 
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A \emph{deterministic finite automaton} (DFA), say $A$, is
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given by a five-tuple written $A(\Sigma, Qs, Q_0, F, \delta)$ where  | 
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\begin{itemize}
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\item $\Sigma$ is an alphabet,  | 
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\item $Qs$ is a finite set of states,  | 
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\item $Q_0 \in Qs$ is the start state,  | 
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\item $F \subseteq Qs$ are the accepting states, and  | 
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\item $\delta$ is the transition function.  | 
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\end{itemize}
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\noindent The transition function determines how to ``transition''  | 
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from one state to the next state with respect to a character. We have  | 
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the assumption that these transition functions do not need to be  | 
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defined everywhere: so it can be the case that given a character there  | 
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is no next state, in which case we need to raise a kind of ``failure  | 
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exception''.  That means actually we have \emph{partial} functions as
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transitions---see the implementation later on. A typical example of a  | 
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DFA is  | 
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\begin{center}
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\begin{tikzpicture}[>=stealth',very thick,auto,
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                    every state/.style={minimum size=0pt,
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inner sep=2pt,draw=blue!50,very thick,  | 
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fill=blue!20},scale=2]  | 
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\node[state,initial]  (Q_0)  {$Q_0$};
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\node[state] (Q_1) [right=of Q_0] {$Q_1$};
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\node[state] (Q_2) [below right=of Q_0] {$Q_2$};
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\node[state] (Q_3) [right=of Q_2] {$Q_3$};
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\node[state, accepting] (Q_4) [right=of Q_1] {$Q_4$};
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\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
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\path[->] (Q_1) edge node [above]  {$a$} (Q_4);
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\path[->] (Q_4) edge [loop right] node  {$a, b$} ();
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\path[->] (Q_3) edge node [right]  {$a$} (Q_4);
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\path[->] (Q_2) edge node [above]  {$a$} (Q_3);
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\path[->] (Q_1) edge node [right]  {$b$} (Q_2);
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\path[->] (Q_0) edge node [above]  {$b$} (Q_2);
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\path[->] (Q_2) edge [loop left] node  {$b$} ();
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\path[->] (Q_3) edge [bend left=95, looseness=1.3] node [below]  {$b$} (Q_0);
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\end{tikzpicture}
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\end{center}
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\noindent In this graphical notation, the accepting state $Q_4$ is  | 
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indicated with double circles. Note that there can be more than one  | 
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accepting state. It is also possible that a DFA has no accepting  | 
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states at all, or that the starting state is also an accepting  | 
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state. In the case above the transition function is defined everywhere  | 
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and can also be given as a table as follows:  | 
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\[  | 
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\begin{array}{lcl}
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(Q_0, a) &\rightarrow& Q_1\\  | 
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(Q_0, b) &\rightarrow& Q_2\\  | 
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(Q_1, a) &\rightarrow& Q_4\\  | 
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(Q_1, b) &\rightarrow& Q_2\\  | 
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(Q_2, a) &\rightarrow& Q_3\\  | 
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(Q_2, b) &\rightarrow& Q_2\\  | 
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(Q_3, a) &\rightarrow& Q_4\\  | 
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(Q_3, b) &\rightarrow& Q_0\\  | 
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(Q_4, a) &\rightarrow& Q_4\\  | 
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(Q_4, b) &\rightarrow& Q_4\\  | 
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\end{array}
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\]  | 
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We need to define the notion of what language is accepted by  | 
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an automaton. For this we lift the transition function  | 
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$\delta$ from characters to strings as follows:  | 
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\[  | 
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\begin{array}{lcl}
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\hat{\delta}(q, [])        & \dn & q\\
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\hat{\delta}(q, c\!::\!s) & \dn & \hat{\delta}(\delta(q, c), s)\\
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\end{array}
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\]  | 
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\noindent This lifted transition function is often called  | 
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``delta-hat''. Given a string, we start in the starting state and take  | 
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the first character of the string, follow to the next sate, then take  | 
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the second character and so on. Once the string is exhausted and we  | 
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end up in an accepting state, then this string is accepted by the  | 
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automaton. Otherwise it is not accepted. This also means that if along  | 
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the way we hit the case where the transition function $\delta$ is not  | 
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defined, we need to raise an error. In our implementation we will deal  | 
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with this case elegantly by using Scala's \texttt{Try}. So a string
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$s$ is in the \emph{language accepted by the automaton} $A(\Sigma, Q, Q_0, F,
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\delta)$ iff  | 
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\[  | 
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\hat{\delta}(Q_0, s) \in F 
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\]  | 
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\noindent I let you think about a definition that describes  | 
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the set of all strings accepted by an automaton.  | 
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\begin{figure}[p]
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\small  | 
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\lstinputlisting[numbers=left,linebackgroundcolor=  | 
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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                  {../progs/dfa.scala}
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\caption{A Scala implementation of DFAs using partial functions.
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  Notice some subtleties: \texttt{deltas} implements the delta-hat
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construction by lifting the transition (partial) function to  | 
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  lists of characters. Since \texttt{delta} is given
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as a partial function, it can obviously go ``wrong'' in which  | 
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  case the \texttt{Try} in \texttt{accepts} catches the error and
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  returns \texttt{false}---that means the string is not accepted.
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  The example \texttt{delta} implements the DFA example shown
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  earlier in the handout.\label{dfa}}
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\end{figure}
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A simple Scala implementation for DFAs is given in  | 
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Figure~\ref{dfa}. As you can see, there are many features of the
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mathematical definition that are quite closely reflected in the  | 
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code. In the DFA-class, there is a starting state, called  | 
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\texttt{start}, with the polymorphic type \texttt{A}.  There is a
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partial function \texttt{delta} for specifying the transitions---these
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partial functions take a state (of polymorphic type \texttt{A}) and an
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input (of polymorphic type \texttt{C}) and produce a new state (of
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type \texttt{A}). For the moment it is OK to assume that \texttt{A} is
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some arbitrary type for states and the input is just characters. (The  | 
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reason for having a polymorphic types for the states and the input of  | 
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DFAs will become clearer later on.)  | 
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I used partial functions for representing the transitions in Scala;  | 
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alternatives would have been \texttt{Maps} or even \texttt{Lists}. One
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of the main advantages of using partial functions is that transitions  | 
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can be quite nicely defined by a series of \texttt{case} statements
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(see Lines 28 -- 38 for an example). If you need to represent an  | 
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automaton with a sink state (catch-all-state), you can use Scala's  | 
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pattern matching and write something like  | 
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{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
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                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
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abstract class State  | 
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...  | 
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case object Sink extends State  | 
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val delta : (State, Char) :=> State =  | 
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  { case (S0, 'a') => S1
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case (S1, 'a') => S2  | 
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case _ => Sink  | 
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}  | 
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\end{lstlisting}}  
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\noindent The DFA-class has also an argument for specifying final  | 
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states. In the implementation it not a set of states, as in the  | 
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matemathical definition, but is a function from states to booleans  | 
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(this function is supposed to return true whenever a state is meant to  | 
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be final; false otherwise). While this boolean function is different  | 
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from the sets of states, Scala allows to use sets for such functions  | 
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(see Line 40 where the DFA is initialised). Again it will become clear  | 
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later on why I use functions for final states, rather than sets.  | 
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I let you ponder whether this is a good implementation of DFAs. In  | 
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doing so I hope you notice that the $Qs$ component (the set of finite  | 
| 480 | 190  | 
states) is missing from the class definition. This means that the  | 
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implementation allows you to do some fishy things you are not meant to  | 
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do with DFAs. Which fishy things could that be?  | 
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\subsection*{Non-Deterministic Finite Automata}
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||
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While with DFAs it will always be clear that given a state and a  | 
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character what the next state is (potentially none), it will be useful  | 
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to relax this restriction. That means we allow to have several  | 
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potential successor states. We even allow more than one starting  | 
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state. The resulting construction is called a \emph{non-deterministic
 | 
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  finite automaton} (NFA) given also as a five-tuple $A(\Sigma, Qs, Q_{0s}, F,
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\rho)$ where  | 
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\begin{itemize}
 | 
| 483 | 207  | 
\item $\Sigma$ is an alphabet,  | 
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\item $Qs$ is a finite set of states  | 
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\item $Q_{0s}$ is a set of start states ($Q_{0s} \subseteq Qs$)
 | 
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\item $F$ are some accepting states with $F \subseteq Qs$, and  | 
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\item $\rho$ is a transition relation.  | 
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\end{itemize}
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\noindent  | 
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A typical example of a NFA is  | 
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% A NFA for (ab* + b)*a  | 
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\begin{center}
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| 483 | 219  | 
\begin{tikzpicture}[>=stealth',very thick, auto,
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    every state/.style={minimum size=0pt,inner sep=3pt,
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draw=blue!50,very thick,fill=blue!20},scale=2]  | 
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\node[state,initial]  (Q_0)  {$Q_0$};
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\node[state] (Q_1) [right=of Q_0] {$Q_1$};
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\node[state, accepting] (Q_2) [right=of Q_1] {$Q_2$};
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\path[->] (Q_0) edge [loop above] node  {$b$} ();
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\path[<-] (Q_0) edge node [below]  {$b$} (Q_1);
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\path[->] (Q_0) edge [bend left] node [above]  {$a$} (Q_1);
 | 
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228  | 
\path[->] (Q_0) edge [bend right] node [below]  {$a$} (Q_2);
 | 
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229  | 
\path[->] (Q_1) edge [loop above] node  {$a,b$} ();
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230  | 
\path[->] (Q_1) edge node  [above] {$a$} (Q_2);
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231  | 
\end{tikzpicture}
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\end{center}
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| 482 | 234  | 
\noindent  | 
235  | 
This NFA happens to have only one starting state, but in general there  | 
|
236  | 
could be more. Notice that in state $Q_0$ we might go to state $Q_1$  | 
|
| 483 | 237  | 
\emph{or} to state $Q_2$ when receiving an $a$. Similarly in state
 | 
238  | 
$Q_1$ and receiving an $a$, we can stay in state $Q_1$ or go to  | 
|
239  | 
$Q_2$. This kind of choice is not allowed with DFAs. The downside is  | 
|
240  | 
that when it comes to deciding whether a string is accepted by a NFA  | 
|
241  | 
we potentially have to explore all possibilities. I let you think  | 
|
242  | 
which kind of strings the above NFA accepts.  | 
|
| 482 | 243  | 
|
244  | 
||
| 483 | 245  | 
There are a number of additional points you should note with  | 
246  | 
NFAs. Every DFA is a NFA, but not vice versa. The $\rho$ in NFAs is a  | 
|
247  | 
transition \emph{relation} (DFAs have a transition function). The
 | 
|
248  | 
difference between a function and a relation is that a function has  | 
|
249  | 
always a single output, while a relation gives, roughly speaking,  | 
|
250  | 
several outputs. Look again at the NFA above: if you are currently in  | 
|
251  | 
the state $Q_1$ and you read a character $b$, then you can transition  | 
|
252  | 
to either $Q_0$ \emph{or} $Q_2$. Which route, or output, you take is
 | 
|
253  | 
not determined. This non-determinism can be represented by a  | 
|
254  | 
relation.  | 
|
| 482 | 255  | 
|
| 483 | 256  | 
My implementation of NFAs in Scala is shown in Figure~\ref{nfa}.
 | 
257  | 
Perhaps interestingly, I do not actually use relations for my NFAs,  | 
|
258  | 
and I also do not use transition functions that return sets of states  | 
|
259  | 
(another popular choice for implementing NFAs). For reasons that  | 
|
260  | 
become clear in a moment, I use sets of partial functions  | 
|
261  | 
instead---see Line 7 in Figure~\ref{nfa}. DFAs have only one such
 | 
|
262  | 
partial function; my NFAs have a set. Another parameter,  | 
|
263  | 
\texttt{Starts}, is in NFAs a set of states; \texttt{fins} is again a
 | 
|
264  | 
function from states to booleans. The \texttt{next} function
 | 
|
265  | 
calculates the set of next states reachable from a single state  | 
|
266  | 
\texttt{q} by a character \texttt{c}---this is calculated by going
 | 
|
267  | 
through all the partial functions in the \texttt{delta}-set and apply
 | 
|
268  | 
\texttt{q} and \texttt{c} (see Line 13). This gives us a set of
 | 
|
269  | 
\texttt{Some}s (in case the application succeeded) and possibly some
 | 
|
270  | 
\texttt{None}s (in case the partial function is not defined or produces an
 | 
|
271  | 
error).  The \texttt{None}s are filtered out by the \texttt{flatMap},
 | 
|
272  | 
leaving the values inside the \texttt{Some}s. The function
 | 
|
273  | 
\texttt{nexts} just lifts this function to sets of
 | 
|
274  | 
states. \texttt{Deltas} and \texttt{accept} are similar to the DFA
 | 
|
275  | 
definitions.  | 
|
| 482 | 276  | 
|
277  | 
\begin{figure}[t]
 | 
|
278  | 
\small  | 
|
279  | 
\lstinputlisting[numbers=left,linebackgroundcolor=  | 
|
280  | 
                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
 | 
|
281  | 
                  {../progs/nfa.scala}
 | 
|
282  | 
\caption{A Scala implementation of NFAs using sets of partial functions.
 | 
|
| 483 | 283  | 
  Notice some subtleties: Since \texttt{delta} is given
 | 
284  | 
as a set of partial functions, each of them can obviously go ``wrong'' in which  | 
|
285  | 
  case the \texttt{Try}. The function \texttt{accepts} implements the
 | 
|
286  | 
acceptance of a string in a breath-first fashion. This can be costly  | 
|
287  | 
  way of deciding whether a string is accepted in practical contexts.\label{nfa}}
 | 
|
| 482 | 288  | 
\end{figure}
 | 
289  | 
||
| 483 | 290  | 
The reason for using sets of partial functions for specifying the  | 
291  | 
transitions in NFAs has to do with examples like this one: a  | 
|
292  | 
popular benchmark regular expression is $(.)^*\cdot a\cdot  | 
|
293  | 
(.)^{\{n\}}\cdot b\cdot c$. A NFA that accepts the same strings
 | 
|
294  | 
(for $n=3$) is as follows:  | 
|
| 482 | 295  | 
|
| 483 | 296  | 
\begin{center}
 | 
297  | 
\begin{tikzpicture}[>=stealth',very thick, auto, node distance=7mm,
 | 
|
298  | 
    every state/.style={minimum size=0pt,inner sep=1pt,
 | 
|
299  | 
draw=blue!50,very thick,fill=blue!20},scale=0.5]  | 
|
300  | 
\node[state,initial]  (Q_0)  {$Q_0$};
 | 
|
301  | 
\node[state] (Q_1) [right=of Q_0] {$Q_1$};
 | 
|
302  | 
\node[state] (Q_2) [right=of Q_1] {$Q_2$};
 | 
|
303  | 
\node[state] (Q_3) [right=of Q_2] {$Q_3$};
 | 
|
304  | 
\node[state] (Q_4) [right=of Q_3] {$Q_4$};
 | 
|
305  | 
\node[state] (Q_5) [right=of Q_4] {$Q_5$};
 | 
|
306  | 
\node[state,accepting] (Q_6) [right=of Q_5] {$Q_6$};
 | 
|
307  | 
\path[->] (Q_0) edge [loop above] node  {$.$} ();
 | 
|
308  | 
\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
 | 
|
309  | 
\path[->] (Q_1) edge node [above]  {$.$} (Q_2);
 | 
|
310  | 
\path[->] (Q_2) edge node [above]  {$.$} (Q_3);
 | 
|
311  | 
\path[->] (Q_3) edge node [above]  {$.$} (Q_4);
 | 
|
312  | 
\path[->] (Q_4) edge node [above]  {$b$} (Q_5);
 | 
|
313  | 
\path[->] (Q_5) edge node [above]  {$c$} (Q_6);
 | 
|
314  | 
\end{tikzpicture}
 | 
|
315  | 
\end{center}
 | 
|
316  | 
||
317  | 
\noindent  | 
|
318  | 
The $.$ stands for accepting any single character: for example if we  | 
|
319  | 
are in $Q_0$ and read an $a$ we can either stay in $Q_0$ (since any  | 
|
320  | 
character will do for this) or advance to $Q_1$ (but only if it is an  | 
|
321  | 
$a$). Why this is a good benchmark regular expression is irrelevant  | 
|
322  | 
here. The point is that this NFA can be conveniently represented by  | 
|
323  | 
the code:  | 
|
324  | 
||
325  | 
{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
 | 
|
326  | 
                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
 | 
|
327  | 
val delta = Set[(State, Char) :=> State](  | 
|
328  | 
  { case (Q0, 'a') => Q1 },
 | 
|
329  | 
  { case (Q0, _)   => Q0 },
 | 
|
330  | 
  { case (Q1, _)   => Q2 },
 | 
|
331  | 
  { case (Q2, _)   => Q3 },
 | 
|
332  | 
  { case (Q3, _)   => Q4 },
 | 
|
333  | 
  { case (Q4, 'b') => Q5 },
 | 
|
334  | 
  { case (Q5, 'c') => Q6 }
 | 
|
335  | 
)  | 
|
336  | 
||
337  | 
NFA(Set[State](Q0), delta, Set[State](Q6))  | 
|
338  | 
\end{lstlisting}}
 | 
|
339  | 
||
340  | 
\noindent  | 
|
341  | 
where the $.$-transitions translate into a  | 
|
342  | 
underscore-pattern-matching. Recall that in $Q_0$ if we read an $a$ we  | 
|
343  | 
can go to $Q_1$ (by the first partial function in the set) and also  | 
|
344  | 
stay in $Q_0$ (by the second partial function). Representing such  | 
|
345  | 
transitions in any other way is somehow awkward; the set of partial  | 
|
346  | 
function representation makes them easy to implement.  | 
|
347  | 
||
348  | 
Look very careful again at the \texttt{accepts} and \texttt{deltas}
 | 
|
349  | 
functions in NFAs and remember that when accepting a string by an NFA  | 
|
350  | 
we might have to explore all possible transitions (which state to go  | 
|
351  | 
to is not unique anymore). The shown implementation achieves this  | 
|
352  | 
exploration in a \emph{breath-first search}. This is fine for very
 | 
|
353  | 
small NFAs, but can lead to problems when the NFAs are bigger. Take  | 
|
354  | 
for example the regular expression $(.)^*\cdot a\cdot (.)^{\{n\}}\cdot
 | 
|
355  | 
b\cdot c$ from above. If $n$ is large, say 100 or 1000, then the  | 
|
356  | 
corresponding NFA will have 104, respectively 1004, nodes. The problem  | 
|
357  | 
is that with certain strings this can lead to 1000 ``active'' nodes  | 
|
358  | 
which we need to analyse when determining the next states. This can be  | 
|
359  | 
a real memory strain in practical applications. As a result, some  | 
|
360  | 
regular expression matching engines resort to a \emph{depth-first
 | 
|
361  | 
  search} with \emph{backtracking} in unsuccessful cases. In our
 | 
|
362  | 
implementation we could implement a depth-first version of  | 
|
363  | 
\texttt{accepts} using Scala's \texttt{exists} as follows:
 | 
|
364  | 
||
365  | 
||
366  | 
{\small\begin{lstlisting}[language=Scala,linebackgroundcolor=
 | 
|
367  | 
                  {\ifodd\value{lstnumber}\color{capri!3}\fi}]
 | 
|
368  | 
def search(q: A, s: List[C]) : Boolean = s match {
 | 
|
369  | 
case Nil => fins(q)  | 
|
370  | 
case c::cs =>  | 
|
371  | 
delta.exists((d) => Try(search(d(q, c), cs)) getOrElse false)  | 
|
372  | 
}  | 
|
373  | 
||
374  | 
def accepts(s: List[C]) : Boolean =  | 
|
375  | 
starts.exists(search(_, s))  | 
|
376  | 
\end{lstlisting}}
 | 
|
377  | 
||
378  | 
\noindent  | 
|
379  | 
This depth-first way of exploration seems to work efficiently in many  | 
|
380  | 
examples and is much less of strain on memory. The problem is that the  | 
|
381  | 
backtracking can get catastrophic in some examples---remember the  | 
|
382  | 
catastrophic backtracking from earlier lectures. This depth-first  | 
|
383  | 
search with backtracking is the reason for the abysmal performance of  | 
|
384  | 
regular expression macthing in Java, Ruby and Python.  | 
|
| 482 | 385  | 
|
386  | 
%This means if  | 
|
387  | 
%we need to decide whether a string is accepted by a NFA, we might have  | 
|
388  | 
%to explore all possibilities. Also there is the special silent  | 
|
389  | 
%transition in NFAs. As mentioned already this transition means you do  | 
|
390  | 
%not have to ``consume'' any part of the input string, but ``silently''  | 
|
391  | 
%change to a different state. In the left picture, for example, if you  | 
|
392  | 
%are in the starting state, you can silently move either to $Q_1$ or  | 
|
393  | 
%%$Q_2$. This silent transition is also often called  | 
|
394  | 
%\emph{$\epsilon$-transition}.
 | 
|
| 
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|
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|
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\subsubsection*{Thompson Construction}
 | 
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|
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The reason for introducing NFAs is that there is a relatively  | 
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400  | 
simple (recursive) translation of regular expressions into  | 
| 
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401  | 
NFAs. Consider the simple regular expressions $\ZERO$,  | 
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402  | 
$\ONE$ and $c$. They can be translated as follows:  | 
| 
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|
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\begin{center}
 | 
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\begin{tabular}[t]{l@{\hspace{10mm}}l}
 | 
| 
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406  | 
\raisebox{1mm}{$\ZERO$} & 
 | 
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\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 482 | 408  | 
\node[state, initial]  (Q_0)  {$\mbox{}$};
 | 
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\end{tikzpicture}\\\\
 | 
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\raisebox{1mm}{$\ONE$} & 
 | 
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\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 482 | 412  | 
\node[state, initial, accepting]  (Q_0)  {$\mbox{}$};
 | 
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\end{tikzpicture}\\\\
 | 
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\raisebox{2mm}{$c$} & 
 | 
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\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 482 | 416  | 
\node[state, initial]  (Q_0)  {$\mbox{}$};
 | 
417  | 
\node[state, accepting]  (Q_1)  [right=of Q_0] {$\mbox{}$};
 | 
|
418  | 
\path[->] (Q_0) edge node [below]  {$c$} (Q_1);
 | 
|
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\end{tikzpicture}\\\\
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\end{tabular}
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\end{center}
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|
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\noindent The case for the sequence regular expression $r_1  | 
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424  | 
\cdot r_2$ is as follows: We are given by recursion two  | 
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automata representing $r_1$ and $r_2$ respectively.  | 
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\begin{center}
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\begin{tikzpicture}[node distance=3mm,
 | 
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                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 482 | 430  | 
\node[state, initial]  (Q_0)  {$\mbox{}$};
 | 
431  | 
\node (r_1)  [right=of Q_0] {$\ldots$};
 | 
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\node[state, accepting]  (t_1)  [right=of r_1] {$\mbox{}$};
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\node[state, accepting]  (t_2)  [above=of t_1] {$\mbox{}$};
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\node[state, accepting]  (t_3)  [below=of t_1] {$\mbox{}$};
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\node[state, initial]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
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\node (b_1)  [right=of a_0] {$\ldots$};
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\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
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\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
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\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
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\begin{pgfonlayer}{background}
 | 
| 482 | 441  | 
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (Q_0) (r_1) (t_1) (t_2) (t_3)] {};
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\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (a_0) (b_1) (c_1) (c_2) (c_3)] {};
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\node [yshift=2mm] at (1.north) {$r_1$};
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\node [yshift=2mm] at (2.north) {$r_2$};
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\end{pgfonlayer}
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\end{tikzpicture}
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added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
447  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
448  | 
|
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
449  | 
\noindent The first automaton has some accepting states. We  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
450  | 
obtain an automaton for $r_1\cdot r_2$ by connecting these  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
451  | 
accepting states with $\epsilon$-transitions to the starting  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
452  | 
state of the second automaton. By doing so we make them  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
453  | 
non-accepting like so:  | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
454  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
455  | 
\begin{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
456  | 
\begin{tikzpicture}[node distance=3mm,
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
457  | 
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 482 | 458  | 
\node[state, initial]  (Q_0)  {$\mbox{}$};
 | 
459  | 
\node (r_1)  [right=of Q_0] {$\ldots$};
 | 
|
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
460  | 
\node[state]  (t_1)  [right=of r_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
461  | 
\node[state]  (t_2)  [above=of t_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
462  | 
\node[state]  (t_3)  [below=of t_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
463  | 
\node[state]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
464  | 
\node (b_1)  [right=of a_0] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
465  | 
\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
466  | 
\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
467  | 
\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
468  | 
\path[->] (t_1) edge node [above, pos=0.3]  {$\epsilon$} (a_0);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
469  | 
\path[->] (t_2) edge node [above]  {$\epsilon$} (a_0);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
470  | 
\path[->] (t_3) edge node [below]  {$\epsilon$} (a_0);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
471  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
472  | 
\begin{pgfonlayer}{background}
 | 
| 482 | 473  | 
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (Q_0) (c_1) (c_2) (c_3)] {};
 | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
474  | 
\node [yshift=2mm] at (3.north) {$r_1\cdot r_2$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
475  | 
\end{pgfonlayer}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
476  | 
\end{tikzpicture}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
477  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
478  | 
|
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
479  | 
\noindent The case for the choice regular expression $r_1 +  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
480  | 
r_2$ is slightly different: We are given by recursion two  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
481  | 
automata representing $r_1$ and $r_2$ respectively.  | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
482  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
483  | 
\begin{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
484  | 
\begin{tikzpicture}[node distance=3mm,
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
485  | 
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
486  | 
\node at (0,0)  (1)  {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
487  | 
\node[state, initial]  (2)  [above right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
488  | 
\node[state, initial]  (3)  [below right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
489  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
490  | 
\node (a)  [right=of 2] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
491  | 
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
492  | 
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
493  | 
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
494  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
495  | 
\node (b)  [right=of 3] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
496  | 
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
497  | 
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
498  | 
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
499  | 
\begin{pgfonlayer}{background}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
500  | 
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
501  | 
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (3) (b1) (b2) (b3)] {};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
502  | 
\node [yshift=3mm] at (1.north) {$r_1$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
503  | 
\node [yshift=3mm] at (2.north) {$r_2$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
504  | 
\end{pgfonlayer}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
505  | 
\end{tikzpicture}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
506  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
507  | 
|
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
508  | 
\noindent Each automaton has a single start state and  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
509  | 
potentially several accepting states. We obtain a NFA for the  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
510  | 
regular expression $r_1 + r_2$ by introducing a new starting  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
511  | 
state and connecting it with an $\epsilon$-transition to the  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
512  | 
two starting states above, like so  | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
513  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
514  | 
\begin{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
515  | 
\hspace{2cm}\begin{tikzpicture}[node distance=3mm,
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
516  | 
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
517  | 
\node at (0,0) [state, initial]  (1)  {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
518  | 
\node[state]  (2)  [above right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
519  | 
\node[state]  (3)  [below right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
520  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
521  | 
\node (a)  [right=of 2] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
522  | 
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
523  | 
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
524  | 
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
525  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
526  | 
\node (b)  [right=of 3] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
527  | 
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
528  | 
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
529  | 
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
530  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
531  | 
\path[->] (1) edge node [above]  {$\epsilon$} (2);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
532  | 
\path[->] (1) edge node [below]  {$\epsilon$} (3);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
533  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
534  | 
\begin{pgfonlayer}{background}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
535  | 
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3) (b2) (b3)] {};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
536  | 
\node [yshift=3mm] at (3.north) {$r_1+ r_2$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
537  | 
\end{pgfonlayer}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
538  | 
\end{tikzpicture}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
539  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
540  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
541  | 
\noindent  | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
542  | 
Finally for the $*$-case we have an automaton for $r$  | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
543  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
544  | 
\begin{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
545  | 
\begin{tikzpicture}[node distance=3mm,
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
546  | 
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
547  | 
\node at (0,0)  (1)  {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
548  | 
\node[state, initial]  (2)  [right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
549  | 
\node (a)  [right=of 2] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
550  | 
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
551  | 
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
552  | 
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
553  | 
\begin{pgfonlayer}{background}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
554  | 
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
555  | 
\node [yshift=3mm] at (1.north) {$r$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
556  | 
\end{pgfonlayer}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
557  | 
\end{tikzpicture}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
558  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
559  | 
|
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
560  | 
\noindent and connect its accepting states to a new starting  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
561  | 
state via $\epsilon$-transitions. This new starting state is  | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
562  | 
also an accepting state, because $r^*$ can recognise the  | 
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
563  | 
empty string. This gives the following automaton for $r^*$:  | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
564  | 
|
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
565  | 
\begin{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
566  | 
\begin{tikzpicture}[node distance=3mm,
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
567  | 
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
568  | 
\node at (0,0) [state, initial,accepting]  (1)  {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
569  | 
\node[state]  (2)  [right=16mm of 1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
570  | 
\node (a)  [right=of 2] {$\ldots$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
571  | 
\node[state]  (a1)  [right=of a] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
572  | 
\node[state]  (a2)  [above=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
573  | 
\node[state]  (a3)  [below=of a1] {$\mbox{}$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
574  | 
\path[->] (1) edge node [above]  {$\epsilon$} (2);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
575  | 
\path[->] (a1) edge [bend left=45] node [above]  {$\epsilon$} (1);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
576  | 
\path[->] (a2) edge [bend right] node [below]  {$\epsilon$} (1);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
577  | 
\path[->] (a3) edge [bend left=45] node [below]  {$\epsilon$} (1);
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
578  | 
\begin{pgfonlayer}{background}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
579  | 
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3)] {};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
580  | 
\node [yshift=3mm] at (2.north) {$r^*$};
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
581  | 
\end{pgfonlayer}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
582  | 
\end{tikzpicture}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
583  | 
\end{center}
 | 
| 
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
584  | 
|
| 
251
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
585  | 
\noindent This construction of a NFA from a regular expression  | 
| 
 
5b5a68df6d16
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
217 
diff
changeset
 | 
586  | 
was invented by Ken Thompson in 1968.  | 
| 
143
 
e3fd4c5995ef
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
142 
diff
changeset
 | 
587  | 
|
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
588  | 
|
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
589  | 
\subsubsection*{Subset Construction}
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
590  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
591  | 
What is interesting is that for every NFA we can find a DFA  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
592  | 
which recognises the same language. This can, for example, be  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
593  | 
done by the \emph{subset construction}. Consider again the NFA
 | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
594  | 
below on the left, consisting of nodes labeled $0$, $1$ and $2$.  | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
595  | 
|
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
596  | 
\begin{center}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
597  | 
\begin{tabular}{c@{\hspace{10mm}}c}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
598  | 
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
599  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
600  | 
draw=blue!50,very thick,fill=blue!20},  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
601  | 
baseline=0mm]  | 
| 482 | 602  | 
\node[state,initial]  (Q_0)  {$0$};
 | 
603  | 
\node[state] (Q_1) [above=of Q_0] {$1$};
 | 
|
604  | 
\node[state, accepting] (Q_2) [below=of Q_0] {$2$};
 | 
|
605  | 
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
 | 
|
606  | 
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
 | 
|
607  | 
\path[->] (Q_0) edge [loop right] node  {$a$} ();
 | 
|
608  | 
\path[->] (Q_1) edge [loop above] node  {$a$} ();
 | 
|
609  | 
\path[->] (Q_2) edge [loop below] node  {$b$} ();
 | 
|
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
610  | 
\end{tikzpicture}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
611  | 
&  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
612  | 
\begin{tabular}{r|cl}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
613  | 
nodes & $a$ & $b$\\  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
614  | 
\hline  | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
615  | 
$\{\}\phantom{\star}$ & $\{\}$ & $\{\}$\\
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
616  | 
$\{0\}\phantom{\star}$       & $\{0,1,2\}$   & $\{2\}$\\
 | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
617  | 
$\{1\}\phantom{\star}$       & $\{1\}$       & $\{\}$\\
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
618  | 
$\{2\}\star$  & $\{\}$ & $\{2\}$\\
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
619  | 
$\{0,1\}\phantom{\star}$     & $\{0,1,2\}$   & $\{2\}$\\
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
620  | 
$\{0,2\}\star$ & $\{0,1,2\}$   & $\{2\}$\\
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
621  | 
$\{1,2\}\star$ & $\{1\}$       & $\{2\}$\\
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
622  | 
s: $\{0,1,2\}\star$ & $\{0,1,2\}$ & $\{2\}$\\
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
623  | 
\end{tabular}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
624  | 
\end{tabular}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
625  | 
\end{center}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
626  | 
|
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
627  | 
\noindent The nodes of the DFA are given by calculating all  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
628  | 
subsets of the set of nodes of the NFA (seen in the nodes  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
629  | 
column on the right). The table shows the transition function  | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
630  | 
for the DFA. The first row states that $\{\}$ is the
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
631  | 
sink node which has transitions for $a$ and $b$ to itself.  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
632  | 
The next three lines are calculated as follows:  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
633  | 
|
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
634  | 
\begin{itemize}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
635  | 
\item suppose you calculate the entry for the transition for  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
636  | 
      $a$ and the node $\{0\}$
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
637  | 
\item start from the node $0$ in the NFA  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
638  | 
\item do as many $\epsilon$-transition as you can obtaining a  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
639  | 
      set of nodes, in this case $\{0,1,2\}$
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
640  | 
\item filter out all notes that do not allow an $a$-transition  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
641  | 
from this set, this excludes $2$ which does not permit a  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
642  | 
$a$-transition  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
643  | 
\item from the remaining set, do as many $\epsilon$-transition  | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
644  | 
      as you can, this yields again $\{0,1,2\}$     
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
645  | 
\item the resulting set specifies the transition from $\{0\}$
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
646  | 
when given an $a$  | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
647  | 
\end{itemize}
 | 
| 
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
648  | 
|
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
649  | 
\noindent So the transition from the state $\{0\}$ reading an
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
650  | 
$a$ goes to the state $\{0,1,2\}$. Similarly for the other
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
651  | 
entries in the rows for $\{0\}$, $\{1\}$ and $\{2\}$. The
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
652  | 
other rows are calculated by just taking the union of the  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
653  | 
single node entries. For example for $a$ and $\{0,1\}$ we need
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
654  | 
to take the union of $\{0,1,2\}$ (for $0$) and $\{1\}$ (for
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
655  | 
$1$). The starting state of the DFA can be calculated from the  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
656  | 
starting state of the NFA, that is $0$, and then do as many  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
657  | 
$\epsilon$-transitions as possible. This gives $\{0,1,2\}$
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
658  | 
which is the starting state of the DFA. The terminal states in  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
659  | 
the DFA are given by all sets that contain a $2$, which is the  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
660  | 
terminal state of the NFA. This completes the subset  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
661  | 
construction. So the corresponding DFA to the NFA from  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
662  | 
above is  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
663  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
664  | 
\begin{center}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
665  | 
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
666  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
667  | 
draw=blue!50,very thick,fill=blue!20},  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
668  | 
baseline=0mm]  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
669  | 
\node[state,initial,accepting]  (q012)  {$0,1,2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
670  | 
\node[state,accepting] (q02) [right=of q012] {$0,2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
671  | 
\node[state] (q01) [above=of q02] {$0,1$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
672  | 
\node[state,accepting] (q12) [below=of q02] {$1,2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
673  | 
\node[state] (q0) [right=2cm of q01] {$0$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
674  | 
\node[state] (q1) [right=2.5cm of q02] {$1$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
675  | 
\node[state,accepting] (q2) [right=1.5cm of q12] {$2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
676  | 
\node[state] (qn) [right=of q1] {$\{\}$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
677  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
678  | 
\path[->] (q012) edge [loop below] node  {$a$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
679  | 
\path[->] (q012) edge node [above]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
680  | 
\path[->] (q12) edge [bend left] node [below,pos=0.4]  {$a$} (q1);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
681  | 
\path[->] (q12) edge node [below]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
682  | 
\path[->] (q02) edge node [above]  {$a$} (q012);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
683  | 
\path[->] (q02) edge [bend left] node [above, pos=0.8]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
684  | 
\path[->] (q01) edge node [below]  {$a$} (q012);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
685  | 
\path[->] (q01) edge [bend left] node [above]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
686  | 
\path[->] (q0) edge node [below]  {$a$} (q012);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
687  | 
\path[->] (q0) edge node [right, pos=0.2]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
688  | 
\path[->] (q1) edge [loop above] node  {$a$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
689  | 
\path[->] (q1) edge node [above]  {$b$} (qn);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
690  | 
\path[->] (q2) edge [loop right] node  {$b$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
691  | 
\path[->] (q2) edge node [below]  {$a$} (qn);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
692  | 
\path[->] (qn) edge [loop above] node  {$a,b$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
693  | 
\end{tikzpicture}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
694  | 
\end{center}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
695  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
696  | 
|
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
697  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
698  | 
There are two points to note: One is that very often the  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
699  | 
resulting DFA contains a number of ``dead'' nodes that are  | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
700  | 
never reachable from the starting state. For example  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
701  | 
there is no way to reach node $\{0,2\}$ from the starting
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
702  | 
state $\{0,1,2\}$. I let you find the other dead states.
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
703  | 
In effect the DFA in this example is not a minimal DFA. Such  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
704  | 
dead nodes can be safely removed without changing the language  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
705  | 
that is recognised by the DFA. Another point is that in some  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
706  | 
cases, however, the subset construction produces a DFA that  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
707  | 
does \emph{not} contain any dead nodes\ldots{}that means it
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
708  | 
calculates a minimal DFA. Which in turn means that in some  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
709  | 
cases the number of nodes by going from NFAs to DFAs  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
710  | 
exponentially increases, namely by $2^n$ (which is the number  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
711  | 
of subsets you can form for $n$ nodes).  | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
712  | 
|
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
713  | 
Removing all the dead states in the automaton above,  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
714  | 
gives a much more legible automaton, namely  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
715  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
716  | 
\begin{center}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
717  | 
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
718  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
719  | 
draw=blue!50,very thick,fill=blue!20},  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
720  | 
baseline=0mm]  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
721  | 
\node[state,initial,accepting]  (q012)  {$0,1,2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
722  | 
\node[state,accepting] (q2) [right=of q012] {$2$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
723  | 
\node[state] (qn) [right=of q2] {$\{\}$};
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
724  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
725  | 
\path[->] (q012) edge [loop below] node  {$a$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
726  | 
\path[->] (q012) edge node [above]  {$b$} (q2);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
727  | 
\path[->] (q2) edge [loop below] node  {$b$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
728  | 
\path[->] (q2) edge node [below]  {$a$} (qn);
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
729  | 
\path[->] (qn) edge [loop above] node  {$a,b$} ();
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
730  | 
\end{tikzpicture}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
731  | 
\end{center}
 | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
732  | 
|
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
733  | 
\noindent Now the big question is whether this DFA  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
734  | 
can recognise the same language as the NFA we started with.  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
735  | 
I let you ponder about this question.  | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
736  | 
|
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
737  | 
\subsubsection*{Brzozowski's Method}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
738  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
739  | 
As said before, we can also go into the other direction---from  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
740  | 
DFAs to regular expressions. Brzozowski's method calculates  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
741  | 
a regular expression using familiar transformations for  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
742  | 
solving equational systems. Consider the DFA:  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
743  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
744  | 
\begin{center}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
745  | 
\begin{tikzpicture}[scale=1.5,>=stealth',very thick,auto,
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
746  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
747  | 
inner sep=2pt,draw=blue!50,very thick,  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
748  | 
fill=blue!20}]  | 
| 482 | 749  | 
  \node[state, initial]        (q0) at ( 0,1) {$Q_0$};
 | 
750  | 
  \node[state]                    (q1) at ( 1,1) {$Q_1$};
 | 
|
751  | 
  \node[state, accepting] (q2) at ( 2,1) {$Q_2$};
 | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
752  | 
  \path[->] (q0) edge[bend left] node[above] {$a$} (q1)
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
753  | 
            (q1) edge[bend left] node[above] {$b$} (q0)
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
754  | 
            (q2) edge[bend left=50] node[below] {$b$} (q0)
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
755  | 
            (q1) edge node[above] {$a$} (q2)
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
756  | 
            (q2) edge [loop right] node {$a$} ()
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
757  | 
            (q0) edge [loop below] node {$b$} ();
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
758  | 
\end{tikzpicture}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
759  | 
\end{center}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
760  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
761  | 
\noindent for which we can set up the following equational  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
762  | 
system  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
763  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
764  | 
\begin{eqnarray}
 | 
| 482 | 765  | 
Q_0 & = & \ONE + Q_0\,b + Q_1\,b + Q_2\,b\\  | 
766  | 
Q_1 & = & Q_0\,a\\  | 
|
767  | 
Q_2 & = & Q_1\,a + Q_2\,a  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
768  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
769  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
770  | 
\noindent There is an equation for each node in the DFA. Let  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
771  | 
us have a look how the right-hand sides of the equations are  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
772  | 
constructed. First have a look at the second equation: the  | 
| 482 | 773  | 
left-hand side is $Q_1$ and the right-hand side $Q_0\,a$. The  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
774  | 
right-hand side is essentially all possible ways how to end up  | 
| 482 | 775  | 
in node $Q_1$. There is only one incoming edge from $Q_0$ consuming  | 
| 
322
 
698ed1c96cd0
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
318 
diff
changeset
 | 
776  | 
an $a$. Therefore the right hand side is this  | 
| 482 | 777  | 
state followed by character---in this case $Q_0\,a$. Now lets  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
778  | 
have a look at the third equation: there are two incoming  | 
| 482 | 779  | 
edges for $Q_2$. Therefore we have two terms, namely $Q_1\,a$ and  | 
780  | 
$Q_2\,a$. These terms are separated by $+$. The first states  | 
|
781  | 
that if in state $Q_1$ consuming an $a$ will bring you to  | 
|
782  | 
$Q_2$, and the secont that being in $Q_2$ and consuming an $a$  | 
|
783  | 
will make you stay in $Q_2$. The right-hand side of the  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
784  | 
first equation is constructed similarly: there are three  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
785  | 
incoming edges, therefore there are three terms. There is  | 
| 
444
 
3056a4c071b0
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
349 
diff
changeset
 | 
786  | 
one exception in that we also ``add'' $\ONE$ to the  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
787  | 
first equation, because it corresponds to the starting state  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
788  | 
in the DFA.  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
789  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
790  | 
Having constructed the equational system, the question is  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
791  | 
how to solve it? Remarkably the rules are very similar to  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
792  | 
solving usual linear equational systems. For example the  | 
| 482 | 793  | 
second equation does not contain the variable $Q_1$ on the  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
794  | 
right-hand side of the equation. We can therefore eliminate  | 
| 482 | 795  | 
$Q_1$ from the system by just substituting this equation  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
796  | 
into the other two. This gives  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
797  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
798  | 
\begin{eqnarray}
 | 
| 482 | 799  | 
Q_0 & = & \ONE + Q_0\,b + Q_0\,a\,b + Q_2\,b\\  | 
800  | 
Q_2 & = & Q_0\,a\,a + Q_2\,a  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
801  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
802  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
803  | 
\noindent where in Equation (4) we have two occurences  | 
| 482 | 804  | 
of $Q_0$. Like the laws about $+$ and $\cdot$, we can simplify  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
805  | 
Equation (4) to obtain the following two equations:  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
806  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
807  | 
\begin{eqnarray}
 | 
| 482 | 808  | 
Q_0 & = & \ONE + Q_0\,(b + a\,b) + Q_2\,b\\  | 
809  | 
Q_2 & = & Q_0\,a\,a + Q_2\,a  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
810  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
811  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
812  | 
\noindent Unfortunately we cannot make any more progress with  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
813  | 
substituting equations, because both (6) and (7) contain the  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
814  | 
variable on the left-hand side also on the right-hand side.  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
815  | 
Here we need to now use a law that is different from the usual  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
816  | 
laws about linear equations. It is called \emph{Arden's rule}.
 | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
817  | 
It states that if an equation is of the form $q = q\,r + s$  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
818  | 
then it can be transformed to $q = s\, r^*$. Since we can  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
819  | 
assume $+$ is symmetric, Equation (7) is of that form: $s$ is  | 
| 482 | 820  | 
$Q_0\,a\,a$ and $r$ is $a$. That means we can transform  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
821  | 
(7) to obtain the two new equations  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
822  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
823  | 
\begin{eqnarray}
 | 
| 482 | 824  | 
Q_0 & = & \ONE + Q_0\,(b + a\,b) + Q_2\,b\\  | 
825  | 
Q_2 & = & Q_0\,a\,a\,(a^*)  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
826  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
827  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
828  | 
\noindent Now again we can substitute the second equation into  | 
| 482 | 829  | 
the first in order to eliminate the variable $Q_2$.  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
830  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
831  | 
\begin{eqnarray}
 | 
| 482 | 832  | 
Q_0 & = & \ONE + Q_0\,(b + a\,b) + Q_0\,a\,a\,(a^*)\,b  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
833  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
834  | 
|
| 482 | 835  | 
\noindent Pulling $Q_0$ out as a single factor gives:  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
836  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
837  | 
\begin{eqnarray}
 | 
| 482 | 838  | 
Q_0 & = & \ONE + Q_0\,(b + a\,b + a\,a\,(a^*)\,b)  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
839  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
840  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
841  | 
\noindent This equation is again of the form so that we can  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
842  | 
apply Arden's rule ($r$ is $b + a\,b + a\,a\,(a^*)\,b$ and $s$  | 
| 482 | 843  | 
is $\ONE$). This gives as solution for $Q_0$ the following  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
844  | 
regular expression:  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
845  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
846  | 
\begin{eqnarray}
 | 
| 482 | 847  | 
Q_0 & = & \ONE\,(b + a\,b + a\,a\,(a^*)\,b)^*  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
848  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
849  | 
|
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
850  | 
\noindent Since this is a regular expression, we can simplify  | 
| 
444
 
3056a4c071b0
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
349 
diff
changeset
 | 
851  | 
away the $\ONE$ to obtain the slightly simpler regular  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
852  | 
expression  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
853  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
854  | 
\begin{eqnarray}
 | 
| 482 | 855  | 
Q_0 & = & (b + a\,b + a\,a\,(a^*)\,b)^*  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
856  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
857  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
858  | 
\noindent  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
859  | 
Now we can unwind this process and obtain the solutions  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
860  | 
for the other equations. This gives:  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
861  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
862  | 
\begin{eqnarray}
 | 
| 482 | 863  | 
Q_0 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\\  | 
864  | 
Q_1 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\,a\\  | 
|
865  | 
Q_2 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\,a\,a\,(a)^*  | 
|
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
866  | 
\end{eqnarray}
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
867  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
868  | 
\noindent Finally, we only need to ``add'' up the equations  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
869  | 
which correspond to a terminal state. In our running example,  | 
| 482 | 870  | 
this is just $Q_2$. Consequently, a regular expression  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
871  | 
that recognises the same language as the automaton is  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
872  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
873  | 
\[  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
874  | 
(b + a\,b + a\,a\,(a^*)\,b)^*\,a\,a\,(a)^*  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
875  | 
\]  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
876  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
877  | 
\noindent You can somewhat crosscheck your solution  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
878  | 
by taking a string the regular expression can match and  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
879  | 
and see whether it can be matched by the automaton.  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
880  | 
One string for example is $aaa$ and \emph{voila} this 
 | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
881  | 
string is also matched by the automaton.  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
882  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
883  | 
We should prove that Brzozowski's method really produces  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
884  | 
an equivalent regular expression for the automaton. But  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
885  | 
for the purposes of this module, we omit this.  | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
886  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
887  | 
\subsubsection*{Automata Minimization}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
888  | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
889  | 
As seen in the subset construction, the translation  | 
| 483 | 890  | 
of a NFA to a DFA can result in a rather ``inefficient''  | 
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
891  | 
DFA. Meaning there are states that are not needed. A  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
892  | 
DFA can be \emph{minimised} by the following algorithm:
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
893  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
894  | 
\begin{enumerate}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
895  | 
\item Take all pairs $(q, p)$ with $q \not= p$  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
896  | 
\item Mark all pairs that accepting and non-accepting states  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
897  | 
\item For all unmarked pairs $(q, p)$ and all characters $c$  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
898  | 
test whether  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
899  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
900  | 
      \begin{center} 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
901  | 
$(\delta(q, c), \delta(p,c))$  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
902  | 
      \end{center} 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
903  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
904  | 
are marked. If there is one, then also mark $(q, p)$.  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
905  | 
\item Repeat last step until no change.  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
906  | 
\item All unmarked pairs can be merged.  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
907  | 
\end{enumerate}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
908  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
909  | 
\noindent To illustrate this algorithm, consider the following  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
910  | 
DFA.  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
911  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
912  | 
\begin{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
913  | 
\begin{tikzpicture}[>=stealth',very thick,auto,
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
914  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
915  | 
inner sep=2pt,draw=blue!50,very thick,  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
916  | 
fill=blue!20}]  | 
| 482 | 917  | 
\node[state,initial]  (Q_0)  {$Q_0$};
 | 
918  | 
\node[state] (Q_1) [right=of Q_0] {$Q_1$};
 | 
|
919  | 
\node[state] (Q_2) [below right=of Q_0] {$Q_2$};
 | 
|
920  | 
\node[state] (Q_3) [right=of Q_2] {$Q_3$};
 | 
|
921  | 
\node[state, accepting] (Q_4) [right=of Q_1] {$Q_4$};
 | 
|
922  | 
\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
 | 
|
923  | 
\path[->] (Q_1) edge node [above]  {$a$} (Q_4);
 | 
|
924  | 
\path[->] (Q_4) edge [loop right] node  {$a, b$} ();
 | 
|
925  | 
\path[->] (Q_3) edge node [right]  {$a$} (Q_4);
 | 
|
926  | 
\path[->] (Q_2) edge node [above]  {$a$} (Q_3);
 | 
|
927  | 
\path[->] (Q_1) edge node [right]  {$b$} (Q_2);
 | 
|
928  | 
\path[->] (Q_0) edge node [above]  {$b$} (Q_2);
 | 
|
929  | 
\path[->] (Q_2) edge [loop left] node  {$b$} ();
 | 
|
930  | 
\path[->] (Q_3) edge [bend left=95, looseness=1.3] node  | 
|
931  | 
  [below]  {$b$} (Q_0);
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
932  | 
\end{tikzpicture}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
933  | 
\end{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
934  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
935  | 
\noindent In Step 1 and 2 we consider essentially a triangle  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
936  | 
of the form  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
937  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
938  | 
\begin{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
939  | 
\begin{tikzpicture}[scale=0.6,line width=0.8mm]
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
940  | 
\draw (0,0) -- (4,0);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
941  | 
\draw (0,1) -- (4,1);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
942  | 
\draw (0,2) -- (3,2);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
943  | 
\draw (0,3) -- (2,3);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
944  | 
\draw (0,4) -- (1,4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
945  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
946  | 
\draw (0,0) -- (0, 4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
947  | 
\draw (1,0) -- (1, 4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
948  | 
\draw (2,0) -- (2, 3);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
949  | 
\draw (3,0) -- (3, 2);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
950  | 
\draw (4,0) -- (4, 1);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
951  | 
|
| 482 | 952  | 
\draw (0.5,-0.5) node {$Q_0$}; 
 | 
953  | 
\draw (1.5,-0.5) node {$Q_1$}; 
 | 
|
954  | 
\draw (2.5,-0.5) node {$Q_2$}; 
 | 
|
955  | 
\draw (3.5,-0.5) node {$Q_3$};
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
956  | 
|
| 482 | 957  | 
\draw (-0.5, 3.5) node {$Q_1$}; 
 | 
958  | 
\draw (-0.5, 2.5) node {$Q_2$}; 
 | 
|
959  | 
\draw (-0.5, 1.5) node {$Q_3$}; 
 | 
|
960  | 
\draw (-0.5, 0.5) node {$Q_4$}; 
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
961  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
962  | 
\draw (0.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
963  | 
\draw (1.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
964  | 
\draw (2.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
965  | 
\draw (3.5,0.5) node {\large$\star$};
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
966  | 
\end{tikzpicture}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
967  | 
\end{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
968  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
969  | 
\noindent where the lower row is filled with stars, because in  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
970  | 
the corresponding pairs there is always one state that is  | 
| 482 | 971  | 
accepting ($Q_4$) and a state that is non-accepting (the other  | 
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
972  | 
states).  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
973  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
974  | 
Now in Step 3 we need to fill in more stars according whether  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
975  | 
one of the next-state pairs are marked. We have to do this  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
976  | 
for every unmarked field until there is no change anymore.  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
977  | 
This gives the triangle  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
978  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
979  | 
\begin{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
980  | 
\begin{tikzpicture}[scale=0.6,line width=0.8mm]
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
981  | 
\draw (0,0) -- (4,0);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
982  | 
\draw (0,1) -- (4,1);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
983  | 
\draw (0,2) -- (3,2);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
984  | 
\draw (0,3) -- (2,3);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
985  | 
\draw (0,4) -- (1,4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
986  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
987  | 
\draw (0,0) -- (0, 4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
988  | 
\draw (1,0) -- (1, 4);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
989  | 
\draw (2,0) -- (2, 3);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
990  | 
\draw (3,0) -- (3, 2);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
991  | 
\draw (4,0) -- (4, 1);  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
992  | 
|
| 482 | 993  | 
\draw (0.5,-0.5) node {$Q_0$}; 
 | 
994  | 
\draw (1.5,-0.5) node {$Q_1$}; 
 | 
|
995  | 
\draw (2.5,-0.5) node {$Q_2$}; 
 | 
|
996  | 
\draw (3.5,-0.5) node {$Q_3$};
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
997  | 
|
| 482 | 998  | 
\draw (-0.5, 3.5) node {$Q_1$}; 
 | 
999  | 
\draw (-0.5, 2.5) node {$Q_2$}; 
 | 
|
1000  | 
\draw (-0.5, 1.5) node {$Q_3$}; 
 | 
|
1001  | 
\draw (-0.5, 0.5) node {$Q_4$}; 
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1002  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1003  | 
\draw (0.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1004  | 
\draw (1.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1005  | 
\draw (2.5,0.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1006  | 
\draw (3.5,0.5) node {\large$\star$};
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1007  | 
\draw (0.5,1.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1008  | 
\draw (2.5,1.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1009  | 
\draw (0.5,3.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1010  | 
\draw (1.5,2.5) node {\large$\star$}; 
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1011  | 
\end{tikzpicture}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1012  | 
\end{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1013  | 
|
| 482 | 1014  | 
\noindent which means states $Q_0$ and $Q_2$, as well as $Q_1$  | 
1015  | 
and $Q_3$ can be merged. This gives the following minimal DFA  | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1016  | 
|
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1017  | 
\begin{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1018  | 
\begin{tikzpicture}[>=stealth',very thick,auto,
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1019  | 
                    every state/.style={minimum size=0pt,
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1020  | 
inner sep=2pt,draw=blue!50,very thick,  | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1021  | 
fill=blue!20}]  | 
| 482 | 1022  | 
\node[state,initial]  (Q_02)  {$Q_{0, 2}$};
 | 
1023  | 
\node[state] (Q_13) [right=of Q_02] {$Q_{1, 3}$};
 | 
|
1024  | 
\node[state, accepting] (Q_4) [right=of Q_13]  | 
|
1025  | 
  {$Q_{4\phantom{,0}}$};
 | 
|
1026  | 
\path[->] (Q_02) edge [bend left] node [above]  {$a$} (Q_13);
 | 
|
1027  | 
\path[->] (Q_13) edge [bend left] node [below]  {$b$} (Q_02);
 | 
|
1028  | 
\path[->] (Q_02) edge [loop below] node  {$b$} ();
 | 
|
1029  | 
\path[->] (Q_13) edge node [above]  {$a$} (Q_4);
 | 
|
1030  | 
\path[->] (Q_4) edge [loop above] node  {$a, b$} ();
 | 
|
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1031  | 
\end{tikzpicture}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1032  | 
\end{center}
 | 
| 
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1033  | 
|
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1034  | 
\subsubsection*{Regular Languages}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1035  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1036  | 
Given the constructions in the previous sections we obtain  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1037  | 
the following overall picture:  | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1038  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1039  | 
\begin{center}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1040  | 
\begin{tikzpicture}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1041  | 
\node (rexp)  {\bf Regexps};
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1042  | 
\node (nfa) [right=of rexp] {\bf NFAs};
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1043  | 
\node (dfa) [right=of nfa] {\bf DFAs};
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1044  | 
\node (mdfa) [right=of dfa] {\bf\begin{tabular}{c}minimal\\ DFAs\end{tabular}};
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1045  | 
\path[->,line width=1mm] (rexp) edge node [above=4mm, black] {\begin{tabular}{c@{\hspace{9mm}}}Thompson's\\[-1mm] construction\end{tabular}} (nfa);
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1046  | 
\path[->,line width=1mm] (nfa) edge node [above=4mm, black] {\begin{tabular}{c}subset\\[-1mm] construction\end{tabular}}(dfa);
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1047  | 
\path[->,line width=1mm] (dfa) edge node [below=5mm, black] {minimisation} (mdfa);
 | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
1048  | 
\path[->,line width=1mm] (dfa) edge [bend left=45] node [below] {\begin{tabular}{l}Brzozowski's\\ method\end{tabular}} (rexp);
 | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1049  | 
\end{tikzpicture}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1050  | 
\end{center}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1051  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1052  | 
\noindent By going from regular expressions over NFAs to DFAs,  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1053  | 
we can always ensure that for every regular expression there  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1054  | 
exists a NFA and a DFA that can recognise the same language.  | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1055  | 
Although we did not prove this fact. Similarly by going from  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1056  | 
DFAs to regular expressions, we can make sure for every DFA  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1057  | 
there exists a regular expression that can recognise the same  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1058  | 
language. Again we did not prove this fact.  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1059  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1060  | 
The interesting conclusion is that automata and regular  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1061  | 
expressions can recognise the same set of languages:  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1062  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1063  | 
\begin{quote} A language is \emph{regular} iff there exists a
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1064  | 
regular expression that recognises all its strings.  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1065  | 
\end{quote}
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1066  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1067  | 
\noindent or equivalently  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1068  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1069  | 
\begin{quote} A language is \emph{regular} iff there exists an
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1070  | 
automaton that recognises all its strings.  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1071  | 
\end{quote}
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
1072  | 
|
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1073  | 
\noindent So for deciding whether a string is recognised by a  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1074  | 
regular expression, we could use our algorithm based on  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1075  | 
derivatives or NFAs or DFAs. But let us quickly look at what  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1076  | 
the differences mean in computational terms. Translating a  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1077  | 
regular expression into a NFA gives us an automaton that has  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1078  | 
$O(n)$ nodes---that means the size of the NFA grows linearly  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1079  | 
with the size of the regular expression. The problem with NFAs  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1080  | 
is that the problem of deciding whether a string is accepted  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1081  | 
or not is computationally not cheap. Remember with NFAs we  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1082  | 
have potentially many next states even for the same input and  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1083  | 
also have the silent $\epsilon$-transitions. If we want to  | 
| 483 | 1084  | 
find a path from the starting state of a NFA to an accepting  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1085  | 
state, we need to consider all possibilities. In Ruby and  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1086  | 
Python this is done by a depth-first search, which in turn  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1087  | 
means that if a ``wrong'' choice is made, the algorithm has to  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1088  | 
backtrack and thus explore all potential candidates. This is  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1089  | 
exactly the reason why Ruby and Python are so slow for evil  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1090  | 
regular expressions. An alternative to the potentially slow  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1091  | 
depth-first search is to explore the search space in a  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1092  | 
breadth-first fashion, but this might incur a big memory  | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1093  | 
penalty.  | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
1094  | 
|
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1095  | 
To avoid the problems with NFAs, we can translate them  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1096  | 
into DFAs. With DFAs the problem of deciding whether a  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1097  | 
string is recognised or not is much simpler, because in  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1098  | 
each state it is completely determined what the next  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1099  | 
state will be for a given input. So no search is needed.  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1100  | 
The problem with this is that the translation to DFAs  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1101  | 
can explode exponentially the number of states. Therefore when  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1102  | 
this route is taken, we definitely need to minimise the  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1103  | 
resulting DFAs in order to have an acceptable memory  | 
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
1104  | 
and runtime behaviour. But remember the subset construction  | 
| 
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
1105  | 
in the worst case explodes the number of states by $2^n$.  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1106  | 
Effectively also the translation to DFAs can incur a big  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1107  | 
runtime penalty.  | 
| 
269
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1108  | 
|
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1109  | 
But this does not mean that everything is bad with automata.  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1110  | 
Recall the problem of finding a regular expressions for the  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1111  | 
language that is \emph{not} recognised by a regular
 | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1112  | 
expression. In our implementation we added explicitly such a  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1113  | 
regular expressions because they are useful for recognising  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1114  | 
comments. But in principle we did not need to. The argument  | 
| 
 
83e6cb90216d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
268 
diff
changeset
 | 
1115  | 
for this is as follows: take a regular expression, translate  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1116  | 
it into a NFA and then a DFA that both recognise the same  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1117  | 
language. Once you have the DFA it is very easy to construct  | 
| 483 | 1118  | 
the automaton for the language not recognised by a DFA. If  | 
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1119  | 
the DFA is completed (this is important!), then you just need  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1120  | 
to exchange the accepting and non-accepting states. You can  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1121  | 
then translate this DFA back into a regular expression and  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1122  | 
that will be the regular expression that can match all strings  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1123  | 
the original regular expression could \emph{not} match.
 | 
| 
268
 
18bef085a7ca
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
251 
diff
changeset
 | 
1124  | 
|
| 
349
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1125  | 
It is also interesting that not all languages are regular. The  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1126  | 
most well-known example of a language that is not regular  | 
| 
 
434891622131
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
344 
diff
changeset
 | 
1127  | 
consists of all the strings of the form  | 
| 
292
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1128  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1129  | 
\[a^n\,b^n\]  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1130  | 
|
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1131  | 
\noindent meaning strings that have the same number of $a$s  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1132  | 
and $b$s. You can try, but you cannot find a regular  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1133  | 
expression for this language and also not an automaton. One  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1134  | 
can actually prove that there is no regular expression nor  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1135  | 
automaton for this language, but again that would lead us too  | 
| 
 
7ed2a25dd115
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
270 
diff
changeset
 | 
1136  | 
far afield for what we want to do in this module.  | 
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1137  | 
|
| 
344
 
408fd5994288
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
333 
diff
changeset
 | 
1138  | 
\section*{Further Reading}
 | 
| 
270
 
4dbeaf43031d
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
269 
diff
changeset
 | 
1139  | 
|
| 471 | 1140  | 
Compare what a ``human expert'' would create as an automaton for the  | 
| 
333
 
8890852e18b7
updated coursework
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
325 
diff
changeset
 | 
1141  | 
regular expression $a (b + c)^*$ and what the Thomson  | 
| 
 
8890852e18b7
updated coursework
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
325 
diff
changeset
 | 
1142  | 
algorithm generates.  | 
| 
325
 
794c599cee53
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
324 
diff
changeset
 | 
1143  | 
|
| 
 
794c599cee53
updated
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents: 
324 
diff
changeset
 | 
1144  | 
%http://www.inf.ed.ac.uk/teaching/courses/ct/  | 
| 
140
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1145  | 
\end{document}
 | 
| 
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1146  | 
|
| 
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1147  | 
%%% Local Variables:  | 
| 
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1148  | 
%%% mode: latex  | 
| 
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1149  | 
%%% TeX-master: t  | 
| 
 
1be892087df2
added
 
Christian Urban <christian dot urban at kcl dot ac dot uk> 
parents:  
diff
changeset
 | 
1150  | 
%%% End:  | 
| 482 | 1151  | 
|
1152  | 
||
1153  | 
\noindent  | 
|
1154  | 
Two typical examples of NFAs are  | 
|
1155  | 
\begin{center}
 | 
|
1156  | 
\begin{tabular}[t]{c@{\hspace{9mm}}c}
 | 
|
1157  | 
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
 | 
|
1158  | 
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
 | 
|
1159  | 
\node[state,initial]  (Q_0)  {$Q_0$};
 | 
|
1160  | 
\node[state] (Q_1) [above=of Q_0] {$Q_1$};
 | 
|
1161  | 
\node[state, accepting] (Q_2) [below=of Q_0] {$Q_2$};
 | 
|
1162  | 
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
 | 
|
1163  | 
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
 | 
|
1164  | 
\path[->] (Q_0) edge [loop right] node  {$a$} ();
 | 
|
1165  | 
\path[->] (Q_1) edge [loop above] node  {$a$} ();
 | 
|
1166  | 
\path[->] (Q_2) edge [loop below] node  {$b$} ();
 | 
|
1167  | 
\end{tikzpicture} &
 | 
|
1168  | 
||
1169  | 
\raisebox{20mm}{
 | 
|
1170  | 
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
 | 
|
1171  | 
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
 | 
|
1172  | 
\node[state,initial]  (r_1)  {$r_1$};
 | 
|
1173  | 
\node[state] (r_2) [above=of r_1] {$r_2$};
 | 
|
1174  | 
\node[state, accepting] (r_3) [right=of r_1] {$r_3$};
 | 
|
1175  | 
\path[->] (r_1) edge node [below]  {$b$} (r_3);
 | 
|
1176  | 
\path[->] (r_2) edge [bend left] node [above]  {$a$} (r_3);
 | 
|
1177  | 
\path[->] (r_1) edge [bend left] node  [left] {$\epsilon$} (r_2);
 | 
|
1178  | 
\path[->] (r_2) edge [bend left] node  [right] {$a$} (r_1);
 | 
|
1179  | 
\end{tikzpicture}}
 | 
|
1180  | 
\end{tabular}
 | 
|
1181  | 
\end{center}
 |