handouts/ho03.tex
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\documentclass{article}
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\usepackage{../style}
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\usepackage{../langs}
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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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Their definition is as follows:\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 four-tuple written $A(Qs, Q_0, F, \delta)$ where
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\begin{itemize}
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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 partial functions as
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transitions---see our 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} $A(Q, Q_0, F,
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\delta)$ 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 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 \texttt{C}haracters. Since \texttt{delta} is given
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  as 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 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}. (The reason for
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having a polymorphic types for the states and the input of DFAs will
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become clearer later.)  There is a partial function \texttt{delta} for
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specifying the transitions. I used partial functions for representing
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the transitions in Scala; alternatives would have been \texttt{Maps}
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or even \texttt{Lists}. One of the main advantages of using partial
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functions is that transitions can be quite nicely defined by a series
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of \texttt{case} statements (see Lines 28 -- 38). If you need to
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represent an automaton with a sink state (catch-all-state), you can
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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 is a function from states to booleans
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(returns true whenever a state is meant to be final; false
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otherwise). While this boolean function is different from the sets of
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states used in the mathematical definition, Scala allows me to use
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sets for such functions (see Line 40 where I initialise the DFA).
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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
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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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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 four-tuple $A(Qs, Q_{0s}, F,
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\rho)$ where
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\begin{itemize}
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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 an NFA is
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% A NFA for (ab* + b)*a
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\begin{center}
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\begin{tikzpicture}[scale=0.8,>=stealth',very thick,
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every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
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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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\path[->] (Q_0) edge [bend right] node [below]  {$a$} (Q_2);
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\path[->] (Q_1) edge [loop above] node  {$a,b$} ();
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\path[->] (Q_1) edge node  [above] {$a$} (Q_2);
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\end{tikzpicture}
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\end{center}
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\noindent
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This NFA happens to have only one starting state, but in general there
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could be more.  Notice that in state $Q_0$ we might go to state $Q_1$
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\emph{or} to state $Q_2$ when receiving an $a$. Similarly in state $Q_1$
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and receiving an $a$, we can stay in state $Q_1$ or go to $Q_2$. This
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kind of choice is not allowed with DFAs. When it comes to deciding
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whether a string is accepted by an NFA we potentially need to explore
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all possibilities. I let you think which kind of strings this NFA
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accepts.
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There are however a number of additional points you should note. Every
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DFA is a NFA, but not vice versa. The $\rho$ in NFAs is a transition
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\emph{relation} (DFAs have a transition function). The difference
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between a function and a relation is that a function has always a
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single output, while a relation gives, roughly speaking, several
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outputs. Look again at the NFA above: if you are currently in the
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state $Q_1$ and you read a character $b$, then you can transition to
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either $Q_0$ \emph{or} $Q_2$. Which route, or output, you take is not
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determined.  This non-determinism can be represented by a relation.
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My implementation of NFAs is shown in Figure~\ref{nfa}.  Perhaps
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interestingly, I do not use relations for my implementation of NFAs in
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Scala, and I also do not use transition functions which return a set
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of states (another popular choice for implementing NFAs).  For reasons
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that become clear in a moment, I use sets of partial functions---see
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Line 7 in Figure~\ref{nfa}. \texttt{Starts} is now a set of states;
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\texttt{fins} is again a function from states to booleans. The
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\texttt{next} function calculates the set of next states reachable
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from a state \texttt{q} by a character \texttt{c}---we go through all
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partial functions in the \texttt{delta}-set, lift it (this transformes
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the partial function into the corresponding \texttt{Option}-function
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and then apply \texttt{q} and \texttt{c}. This gives us a set of
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\texttt{Some}s and \texttt{None}s, where the \texttt{Some}s are
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filtered out by the \texttt{flatMap}. Teh function \texttt{nexts} just
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lifts this to sets of states. \texttt{Deltas} and \texttt{accept} are
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similar to the DFA definitions.
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\begin{figure}[t]
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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/nfa.scala}
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\caption{A Scala implementation of NFAs using sets of 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 \texttt{C}haracters. Since \texttt{delta} is given
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  as 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{nfa}}
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\end{figure}
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%This means if
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%we need to decide whether a string is accepted by a NFA, we might have
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%to explore all possibilities. Also there is the special silent
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%transition in NFAs. As mentioned already this transition means you do
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%not have to ``consume'' any part of the input string, but ``silently''
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%change to a different state. In the left picture, for example, if you
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%are in the starting state, you can silently move either to $Q_1$ or
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%%$Q_2$. This silent transition is also often called
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%\emph{$\epsilon$-transition}.
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\subsubsection*{Thompson Construction}
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The reason for introducing NFAs is that there is a relatively
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simple (recursive) translation of regular expressions into
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NFAs. Consider the simple regular expressions $\ZERO$,
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$\ONE$ and $c$. They can be translated as follows:
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\begin{center}
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\begin{tabular}[t]{l@{\hspace{10mm}}l}
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\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},]
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\node[state, initial]  (Q_0)  {$\mbox{}$};
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\end{tikzpicture}\\\\
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\raisebox{1mm}{$\ONE$} & 
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   304
\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   305
\node[state, initial, accepting]  (Q_0)  {$\mbox{}$};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   306
\end{tikzpicture}\\\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   307
\raisebox{2mm}{$c$} & 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   308
\begin{tikzpicture}[scale=0.7,>=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   309
\node[state, initial]  (Q_0)  {$\mbox{}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   310
\node[state, accepting]  (Q_1)  [right=of Q_0] {$\mbox{}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   311
\path[->] (Q_0) edge node [below]  {$c$} (Q_1);
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   312
\end{tikzpicture}\\\\
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   313
\end{tabular}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   314
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   315
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   316
\noindent The case for the sequence regular expression $r_1
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   317
\cdot r_2$ is as follows: We are given by recursion two
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   318
automata representing $r_1$ and $r_2$ respectively. 
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   319
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   320
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   321
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   322
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   323
\node[state, initial]  (Q_0)  {$\mbox{}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   324
\node (r_1)  [right=of Q_0] {$\ldots$};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   325
\node[state, accepting]  (t_1)  [right=of r_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   326
\node[state, accepting]  (t_2)  [above=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   327
\node[state, accepting]  (t_3)  [below=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   328
\node[state, initial]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   329
\node (b_1)  [right=of a_0] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   330
\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   331
\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   332
\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   333
\begin{pgfonlayer}{background}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   334
\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)] {};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   335
\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)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   336
\node [yshift=2mm] at (1.north) {$r_1$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   337
\node [yshift=2mm] at (2.north) {$r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   338
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   339
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   340
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   341
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   342
\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
   343
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
   344
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
   345
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
   346
non-accepting like so:
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   347
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   348
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   349
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   350
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   351
\node[state, initial]  (Q_0)  {$\mbox{}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   352
\node (r_1)  [right=of Q_0] {$\ldots$};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   353
\node[state]  (t_1)  [right=of r_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   354
\node[state]  (t_2)  [above=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   355
\node[state]  (t_3)  [below=of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   356
\node[state]  (a_0)  [right=2.5cm of t_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   357
\node (b_1)  [right=of a_0] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   358
\node[state, accepting]  (c_1)  [right=of b_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   359
\node[state, accepting]  (c_2)  [above=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   360
\node[state, accepting]  (c_3)  [below=of c_1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   361
\path[->] (t_1) edge node [above, pos=0.3]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   362
\path[->] (t_2) edge node [above]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   363
\path[->] (t_3) edge node [below]  {$\epsilon$} (a_0);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   364
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   365
\begin{pgfonlayer}{background}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   366
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (Q_0) (c_1) (c_2) (c_3)] {};
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   367
\node [yshift=2mm] at (3.north) {$r_1\cdot r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   368
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   369
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   370
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   371
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   372
\noindent The case for the choice regular expression $r_1 +
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   373
r_2$ 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
   374
automata representing $r_1$ and $r_2$ respectively. 
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   375
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   376
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   377
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   378
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   379
\node at (0,0)  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   380
\node[state, initial]  (2)  [above right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   381
\node[state, initial]  (3)  [below right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   382
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   383
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   384
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   385
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   386
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   387
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   388
\node (b)  [right=of 3] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   389
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   390
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   391
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   392
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   393
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   394
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (3) (b1) (b2) (b3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   395
\node [yshift=3mm] at (1.north) {$r_1$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   396
\node [yshift=3mm] at (2.north) {$r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   397
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   398
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   399
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   400
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   401
\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
   402
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
   403
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
   404
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
   405
two starting states above, like so
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   406
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   407
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   408
\hspace{2cm}\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   409
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   410
\node at (0,0) [state, initial]  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   411
\node[state]  (2)  [above right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   412
\node[state]  (3)  [below right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   413
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   414
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   415
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   416
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   417
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   418
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   419
\node (b)  [right=of 3] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   420
\node[state, accepting]  (b1)  [right=of b] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   421
\node[state, accepting]  (b2)  [above=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   422
\node[state, accepting]  (b3)  [below=of b1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   423
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   424
\path[->] (1) edge node [above]  {$\epsilon$} (2);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   425
\path[->] (1) edge node [below]  {$\epsilon$} (3);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   426
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   427
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   428
\node (3) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3) (b2) (b3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   429
\node [yshift=3mm] at (3.north) {$r_1+ r_2$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   430
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   431
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   432
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   433
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   434
\noindent 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   435
Finally for the $*$-case we have an automaton for $r$
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   436
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   437
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   438
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   439
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   440
\node at (0,0)  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   441
\node[state, initial]  (2)  [right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   442
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   443
\node[state, accepting]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   444
\node[state, accepting]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   445
\node[state, accepting]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   446
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   447
\node (1) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (2) (a1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   448
\node [yshift=3mm] at (1.north) {$r$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   449
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   450
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   451
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   452
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   453
\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
   454
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
   455
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
   456
empty string. This gives the following automaton for $r^*$:
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   457
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   458
\begin{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   459
\begin{tikzpicture}[node distance=3mm,
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   460
                             >=stealth',very thick, every state/.style={minimum size=3pt,draw=blue!50,very thick,fill=blue!20},]
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   461
\node at (0,0) [state, initial,accepting]  (1)  {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   462
\node[state]  (2)  [right=16mm of 1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   463
\node (a)  [right=of 2] {$\ldots$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   464
\node[state]  (a1)  [right=of a] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   465
\node[state]  (a2)  [above=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   466
\node[state]  (a3)  [below=of a1] {$\mbox{}$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   467
\path[->] (1) edge node [above]  {$\epsilon$} (2);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   468
\path[->] (a1) edge [bend left=45] node [above]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   469
\path[->] (a2) edge [bend right] node [below]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   470
\path[->] (a3) edge [bend left=45] node [below]  {$\epsilon$} (1);
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   471
\begin{pgfonlayer}{background}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   472
\node (2) [rounded corners, inner sep=1mm, thick, draw=black!60, fill=black!20, fit= (1) (a2) (a3)] {};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   473
\node [yshift=3mm] at (2.north) {$r^*$};
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   474
\end{pgfonlayer}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   475
\end{tikzpicture}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   476
\end{center}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   477
251
5b5a68df6d16 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 217
diff changeset
   478
\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
   479
was invented by Ken Thompson in 1968.
143
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 142
diff changeset
   480
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   481
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   482
\subsubsection*{Subset Construction}
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   483
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   484
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
   485
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
   486
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
   487
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
   488
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   489
\begin{center}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   490
\begin{tabular}{c@{\hspace{10mm}}c}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   491
\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
   492
                    every state/.style={minimum size=0pt,
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   493
                    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
   494
                    baseline=0mm]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   495
\node[state,initial]  (Q_0)  {$0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   496
\node[state] (Q_1) [above=of Q_0] {$1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   497
\node[state, accepting] (Q_2) [below=of Q_0] {$2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   498
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   499
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   500
\path[->] (Q_0) edge [loop right] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   501
\path[->] (Q_1) edge [loop above] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   502
\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
   503
\end{tikzpicture}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   504
&
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   505
\begin{tabular}{r|cl}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   506
nodes & $a$ & $b$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   507
\hline
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   508
$\{\}\phantom{\star}$ & $\{\}$ & $\{\}$\\
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   509
$\{0\}\phantom{\star}$       & $\{0,1,2\}$   & $\{2\}$\\
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   510
$\{1\}\phantom{\star}$       & $\{1\}$       & $\{\}$\\
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   511
$\{2\}\star$  & $\{\}$ & $\{2\}$\\
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   512
$\{0,1\}\phantom{\star}$     & $\{0,1,2\}$   & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   513
$\{0,2\}\star$ & $\{0,1,2\}$   & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   514
$\{1,2\}\star$ & $\{1\}$       & $\{2\}$\\
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   515
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
   516
\end{tabular}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   517
\end{tabular}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   518
\end{center}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   519
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   520
\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
   521
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
   522
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
   523
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
   524
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
   525
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
   526
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   527
\begin{itemize}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   528
\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
   529
      $a$ and the node $\{0\}$
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   530
\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
   531
\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
   532
      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
   533
\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
   534
      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
   535
      $a$-transition
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   536
\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
   537
      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
   538
\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
   539
      when given an $a$ 
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   540
\end{itemize}
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   541
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   542
\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
   543
$a$ 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
   544
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
   545
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
   546
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
   547
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
   548
$1$). 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
   549
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
   550
$\epsilon$-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
   551
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
   552
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
   553
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
   554
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
   555
above is
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   556
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   557
\begin{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   558
\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
   559
                    every state/.style={minimum size=0pt,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   560
                    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
   561
                    baseline=0mm]
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   562
\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
   563
\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
   564
\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
   565
\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
   566
\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
   567
\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
   568
\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
   569
\node[state] (qn) [right=of q1] {$\{\}$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   570
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   571
\path[->] (q012) edge [loop below] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   572
\path[->] (q012) edge node [above]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   573
\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
   574
\path[->] (q12) edge node [below]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   575
\path[->] (q02) edge node [above]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   576
\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
   577
\path[->] (q01) edge node [below]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   578
\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
   579
\path[->] (q0) edge node [below]  {$a$} (q012);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   580
\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
   581
\path[->] (q1) edge [loop above] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   582
\path[->] (q1) edge node [above]  {$b$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   583
\path[->] (q2) edge [loop right] node  {$b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   584
\path[->] (q2) edge node [below]  {$a$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   585
\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
   586
\end{tikzpicture}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   587
\end{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   588
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   589
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
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
   592
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
   593
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
   594
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
   595
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
   596
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
   597
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
   598
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
   599
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
   600
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
   601
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
   602
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
   603
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
   604
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
   605
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   606
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
   607
gives a much more legible automaton, namely
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   608
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   609
\begin{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   610
\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
   611
                    every state/.style={minimum size=0pt,
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   612
                    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
   613
                    baseline=0mm]
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   614
\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
   615
\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
   616
\node[state] (qn) [right=of q2] {$\{\}$};
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   617
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   618
\path[->] (q012) edge [loop below] node  {$a$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   619
\path[->] (q012) edge node [above]  {$b$} (q2);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   620
\path[->] (q2) edge [loop below] node  {$b$} ();
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   621
\path[->] (q2) edge node [below]  {$a$} (qn);
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   622
\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
   623
\end{tikzpicture}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   624
\end{center}
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   625
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
   626
\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
   627
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
   628
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
   629
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   630
\subsubsection*{Brzozowski's Method}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   631
292
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   632
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
   633
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
   634
a regular expression using familiar transformations for
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   635
solving equational systems. Consider the DFA:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   636
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   637
\begin{center}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   638
\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
   639
                    every state/.style={minimum size=0pt,
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   640
                    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
   641
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   642
  \node[state, initial]        (q0) at ( 0,1) {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   643
  \node[state]                    (q1) at ( 1,1) {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   644
  \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
   645
  \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
   646
            (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
   647
            (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
   648
            (q1) edge node[above] {$a$} (q2)
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   649
            (q2) edge [loop right] node {$a$} ()
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   650
            (q0) edge [loop below] node {$b$} ();
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   651
\end{tikzpicture}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   652
\end{center}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   653
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   654
\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
   655
system
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   656
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   657
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   658
Q_0 & = & \ONE + Q_0\,b + Q_1\,b +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   659
Q_1 & = & Q_0\,a\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   660
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
   661
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   662
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   663
\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
   664
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
   665
constructed. First have a look at the second equation: the
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   666
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
   667
right-hand side is essentially all possible ways how to end up
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   668
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
   669
an $a$.  Therefore the right hand side is this
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   670
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
   671
have a look at the third equation: there are two incoming
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   672
edges for $Q_2$. Therefore we have two terms, namely $Q_1\,a$ and
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   673
$Q_2\,a$. These terms are separated by $+$. The first states
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   674
that if in state $Q_1$ consuming an $a$ will bring you to
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   675
$Q_2$, and the secont that being in $Q_2$ and consuming an $a$
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   676
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
   677
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
   678
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
   679
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
   680
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
   681
in the DFA.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   682
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   683
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
   684
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
   685
solving usual linear equational systems. For example the
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   686
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
   687
right-hand side of the equation. We can therefore eliminate 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   688
$Q_1$ 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
   689
into the other two. This gives
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   690
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   691
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   692
Q_0 & = & \ONE + Q_0\,b + Q_0\,a\,b +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   693
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
   694
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   695
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   696
\noindent where in Equation (4) we have two occurences
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   697
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
   698
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
   699
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   700
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   701
Q_0 & = & \ONE + Q_0\,(b + a\,b) +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   702
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
   703
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   704
 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   705
\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
   706
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
   707
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
   708
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
   709
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
   710
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
   711
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
   712
assume $+$ is symmetric, Equation (7) is of that form: $s$ is
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   713
$Q_0\,a\,a$ 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
   714
(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
   715
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   716
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   717
Q_0 & = & \ONE + Q_0\,(b + a\,b) +  Q_2\,b\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   718
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
   719
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   720
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   721
\noindent Now again we can substitute the second equation into
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   722
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
   723
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   724
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   725
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
   726
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   727
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   728
\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
   729
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   730
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   731
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
   732
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   733
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   734
\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
   735
apply Arden's rule ($r$ is $b + a\,b + a\,a\,(a^*)\,b$ and $s$
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   736
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
   737
regular expression:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   738
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   739
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   740
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
   741
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   742
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   743
\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
   744
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
   745
expression
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   746
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   747
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   748
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
   749
\end{eqnarray}
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   750
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   751
\noindent 
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   752
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
   753
for the other equations. This gives:
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   754
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   755
\begin{eqnarray}
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   756
Q_0 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   757
Q_1 & = & (b + a\,b + a\,a\,(a^*)\,b)^*\,a\\
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   758
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
   759
\end{eqnarray}
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 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
   762
which correspond to a terminal state. In our running example,
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   763
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
   764
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
   765
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   766
\[
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   767
(b + a\,b + a\,a\,(a^*)\,b)^*\,a\,a\,(a)^*
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   768
\]
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 You can somewhat crosscheck your solution
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   771
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
   772
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
   773
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
   774
string is also matched by the automaton.
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   775
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
   776
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
   777
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
   778
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
   779
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   780
\subsubsection*{Automata Minimization}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   781
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   782
As seen in the subset construction, the translation 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   783
of an NFA to a DFA can result in a rather ``inefficient'' 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   784
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
   785
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
   786
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   787
\begin{enumerate}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   788
\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
   789
\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
   790
\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
   791
      test whether 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   792
      
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   793
      \begin{center} 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   794
      $(\delta(q, c), \delta(p,c))$ 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   795
      \end{center} 
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   796
      
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   797
      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
   798
\item Repeat last step until no change.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   799
\item All unmarked pairs can be merged.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   800
\end{enumerate}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   801
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   802
\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
   803
DFA.
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   804
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   805
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   806
\begin{tikzpicture}[>=stealth',very thick,auto,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   807
                    every state/.style={minimum size=0pt,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   808
                    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
   809
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   810
\node[state,initial]  (Q_0)  {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   811
\node[state] (Q_1) [right=of Q_0] {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   812
\node[state] (Q_2) [below right=of Q_0] {$Q_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   813
\node[state] (Q_3) [right=of Q_2] {$Q_3$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   814
\node[state, accepting] (Q_4) [right=of Q_1] {$Q_4$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   815
\path[->] (Q_0) edge node [above]  {$a$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   816
\path[->] (Q_1) edge node [above]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   817
\path[->] (Q_4) edge [loop right] node  {$a, b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   818
\path[->] (Q_3) edge node [right]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   819
\path[->] (Q_2) edge node [above]  {$a$} (Q_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   820
\path[->] (Q_1) edge node [right]  {$b$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   821
\path[->] (Q_0) edge node [above]  {$b$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   822
\path[->] (Q_2) edge [loop left] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   823
\path[->] (Q_3) edge [bend left=95, looseness=1.3] node 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   824
  [below]  {$b$} (Q_0);
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   825
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   826
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   827
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   828
\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
   829
of the form
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   830
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   831
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   832
\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
   833
\draw (0,0) -- (4,0);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   834
\draw (0,1) -- (4,1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   835
\draw (0,2) -- (3,2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   836
\draw (0,3) -- (2,3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   837
\draw (0,4) -- (1,4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   838
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   839
\draw (0,0) -- (0, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   840
\draw (1,0) -- (1, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   841
\draw (2,0) -- (2, 3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   842
\draw (3,0) -- (3, 2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   843
\draw (4,0) -- (4, 1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   844
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   845
\draw (0.5,-0.5) node {$Q_0$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   846
\draw (1.5,-0.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   847
\draw (2.5,-0.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   848
\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
   849
 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   850
\draw (-0.5, 3.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   851
\draw (-0.5, 2.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   852
\draw (-0.5, 1.5) node {$Q_3$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   853
\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
   854
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   855
\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
   856
\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
   857
\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
   858
\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
   859
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   860
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   861
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   862
\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
   863
the corresponding pairs there is always one state that is
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   864
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
   865
states).
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   866
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   867
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
   868
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
   869
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
   870
This gives the triangle
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   871
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   872
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   873
\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
   874
\draw (0,0) -- (4,0);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   875
\draw (0,1) -- (4,1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   876
\draw (0,2) -- (3,2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   877
\draw (0,3) -- (2,3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   878
\draw (0,4) -- (1,4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   879
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   880
\draw (0,0) -- (0, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   881
\draw (1,0) -- (1, 4);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   882
\draw (2,0) -- (2, 3);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   883
\draw (3,0) -- (3, 2);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   884
\draw (4,0) -- (4, 1);
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   885
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   886
\draw (0.5,-0.5) node {$Q_0$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   887
\draw (1.5,-0.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   888
\draw (2.5,-0.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   889
\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
   890
 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   891
\draw (-0.5, 3.5) node {$Q_1$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   892
\draw (-0.5, 2.5) node {$Q_2$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   893
\draw (-0.5, 1.5) node {$Q_3$}; 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   894
\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
   895
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   896
\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
   897
\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
   898
\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
   899
\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
   900
\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
   901
\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
   902
\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
   903
\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
   904
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   905
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   906
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   907
\noindent which means states $Q_0$ and $Q_2$, as well as $Q_1$
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   908
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
   909
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   910
\begin{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   911
\begin{tikzpicture}[>=stealth',very thick,auto,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   912
                    every state/.style={minimum size=0pt,
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   913
                    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
   914
                    fill=blue!20}]
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   915
\node[state,initial]  (Q_02)  {$Q_{0, 2}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   916
\node[state] (Q_13) [right=of Q_02] {$Q_{1, 3}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   917
\node[state, accepting] (Q_4) [right=of Q_13] 
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   918
  {$Q_{4\phantom{,0}}$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   919
\path[->] (Q_02) edge [bend left] node [above]  {$a$} (Q_13);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   920
\path[->] (Q_13) edge [bend left] node [below]  {$b$} (Q_02);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   921
\path[->] (Q_02) edge [loop below] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   922
\path[->] (Q_13) edge node [above]  {$a$} (Q_4);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
   923
\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
   924
\end{tikzpicture}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   925
\end{center}
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
   926
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   927
\subsubsection*{Regular Languages}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   928
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   929
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
   930
the following overall picture:
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   931
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   932
\begin{center}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   933
\begin{tikzpicture}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   934
\node (rexp)  {\bf Regexps};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   935
\node (nfa) [right=of rexp] {\bf NFAs};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   936
\node (dfa) [right=of nfa] {\bf DFAs};
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   937
\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
   938
\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
   939
\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
   940
\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
   941
\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
   942
\end{tikzpicture}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   943
\end{center}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   944
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   945
\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
   946
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
   947
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
   948
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
   949
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
   950
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
   951
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
   952
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   953
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
   954
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
   955
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   956
\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
   957
regular expression that recognises all its strings.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   958
\end{quote}
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   959
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   960
\noindent or equivalently 
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   961
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   962
\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
   963
automaton that recognises all its strings.
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   964
\end{quote}
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   965
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   966
\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
   967
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
   968
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
   969
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
   970
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
   971
$O(n)$ 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
   972
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
   973
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
   974
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
   975
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
   976
also have the silent $\epsilon$-transitions. If we want to
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   977
find a path from the starting state of an NFA to an accepting
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
   978
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
   979
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
   980
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
   981
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
   982
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
   983
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
   984
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
   985
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
   986
penalty.  
268
18bef085a7ca updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 251
diff changeset
   987
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
   988
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
   989
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
   990
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
   991
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
   992
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
   993
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
   994
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
   995
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
   996
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
   997
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
   998
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
   999
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
  1000
runtime penalty.
269
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1001
83e6cb90216d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 268
diff changeset
  1002
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
  1003
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
  1004
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
  1005
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
  1006
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
  1007
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
  1008
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
  1009
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
  1010
language. Once you have the DFA it is very easy to construct
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1011
the automaton for the language not recognised by an DFA. If
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1012
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
  1013
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
  1014
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
  1015
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
  1016
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
  1017
349
434891622131 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 344
diff changeset
  1018
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
  1019
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
  1020
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
  1021
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1022
\[a^n\,b^n\]
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1023
7ed2a25dd115 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 270
diff changeset
  1024
\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
  1025
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
  1026
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
  1027
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
  1028
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
  1029
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
  1030
344
408fd5994288 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 333
diff changeset
  1031
\section*{Further Reading}
270
4dbeaf43031d updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 269
diff changeset
  1032
471
9476086849ad updated
Christian Urban <urbanc@in.tum.de>
parents: 459
diff changeset
  1033
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
  1034
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
  1035
algorithm generates.
325
794c599cee53 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 324
diff changeset
  1036
794c599cee53 updated
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents: 324
diff changeset
  1037
%http://www.inf.ed.ac.uk/teaching/courses/ct/
140
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1038
\end{document}
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1039
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1040
%%% Local Variables: 
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1041
%%% mode: latex
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1042
%%% TeX-master: t
Christian Urban <christian dot urban at kcl dot ac dot uk>
parents:
diff changeset
  1043
%%% End: 
482
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1044
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1045
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1046
\noindent
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1047
Two typical examples of NFAs are
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1048
\begin{center}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1049
\begin{tabular}[t]{c@{\hspace{9mm}}c}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1050
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1051
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1052
\node[state,initial]  (Q_0)  {$Q_0$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1053
\node[state] (Q_1) [above=of Q_0] {$Q_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1054
\node[state, accepting] (Q_2) [below=of Q_0] {$Q_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1055
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1056
\path[->] (Q_0) edge node [left]  {$\epsilon$} (Q_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1057
\path[->] (Q_0) edge [loop right] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1058
\path[->] (Q_1) edge [loop above] node  {$a$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1059
\path[->] (Q_2) edge [loop below] node  {$b$} ();
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1060
\end{tikzpicture} &
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1061
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1062
\raisebox{20mm}{
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1063
\begin{tikzpicture}[scale=0.7,>=stealth',very thick,
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1064
                             every state/.style={minimum size=0pt,draw=blue!50,very thick,fill=blue!20},]
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1065
\node[state,initial]  (r_1)  {$r_1$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1066
\node[state] (r_2) [above=of r_1] {$r_2$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1067
\node[state, accepting] (r_3) [right=of r_1] {$r_3$};
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1068
\path[->] (r_1) edge node [below]  {$b$} (r_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1069
\path[->] (r_2) edge [bend left] node [above]  {$a$} (r_3);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1070
\path[->] (r_1) edge [bend left] node  [left] {$\epsilon$} (r_2);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1071
\path[->] (r_2) edge [bend left] node  [right] {$a$} (r_1);
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1072
\end{tikzpicture}}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1073
\end{tabular}
0f6e3c5a1751 updated
Christian Urban <urbanc@in.tum.de>
parents: 480
diff changeset
  1074
\end{center}