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diff --git a/fzd/fzd.tex b/fzd/fzd.tex
new file mode 100644
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--- /dev/null
+++ b/fzd/fzd.tex
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+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+%\documentclass[reviewversion,strict]{twocolconf}
+
+
+%\conferencename{EULER2005}
+
+
+% \begin{document}
+
+
+% \papertitle { Fast Zone Discrimination \thanks{Version 1.0 2004JUL31 
+% {\tt twocolconf} class.}}
+% {
+% R P Clark\thanks{footnote}\\
+% \em Written as a by product of constraint editor production \\
+% \email{r.clark@energytechnologycontrol.com} \\
+%\and
+%Second author \\
+%\em Affiliation \\
+%\em Affiliation  \\
+%\email{x@any.tld}\\
+%\and
+%Third author \\
+%\em Affiliation \\
+%\em Affiliation  \\
+%\email{y@any.tld}\\
+%}
+
+%\headertitle{Enables an alternate running header, if applicable to current layout}
+
+
+% \begin{abstract}
+
+% This paper concentrates on an algorithmic method for determining the
+% available zones in an Euler Diagram. It introduces the concepts of pure
+%  and enclosing relations between contours and chains of pure intersections.
+% By representing 
+% spider/constraint diagrams as directed graphs, this then develops rules and 
+% a recursive strategy
+%  determining the available zones, and by deduction, eliminating examining contour combinations that
+% will not contain available zones.
+% \end{abstract}
+
+
+
+\section{Introduction : Euler Diagram and Zones Available for use}
+
+
+\subsection{Defining Available Zones}
+
+An Euler diagram as opposed to a Venn diagram defines a universe of discourse.
+In a Venn diagram all possible zones are visible and available
+for placing of existential objects.% \cite{wiki}.
+\par
+An Euler diagram, by not having to make all possible zones available
+restricts this and can place conjunctive constraints on the number combinations of
+attributes that the diagram respesents.
+\par
+When performing  logical reasoning on euler diagrams with added existential objects,
+it is important to note which available zones do not have objects associated with them.
+These represent cases where the user has left them undefined, or considers them to
+be a general case. Either way they need to be flagged as an ommission error or
+collected. In order to do this a method of finding all available zones in an euler diagram is necessary.
+
+\par
+
+For a zone to be available for use it must
+
+\begin{itemize}
+\item {Exist} meaning that the contours making up the zone must intersect.
+\item {Not be Obscured} The intersection must not be covered by other zones.
+\end{itemize}
+
+
+\par
+
+Thus for a diagram $ D $ consisting of a set of zones $ Z $ where the  zones in the diagram 
+$ Z_{n} $
+ are  defined as a sets of intersection contours $ A_{n} $, and exclusion sets 
+$ B_{n} $.
+
+\subsubsection{Testing for Obscuration}
+
+Obscuration is tested for by being able to subtract one shape from another
+with a resultant shape only containg the remainder of the subtraction.
+This is as defined in the Java Area classes \cite{javaarea} .
+A zone obscured by other contours is one that forms the area of intersection
+of the set $ A_{n} $ and then having all the areas from set $ B_{n} $ subtracted from it
+no surface area left.
+
+Firstly let us define the meaning of availability in concrete area terms.
+In figure \ref{fig:ex1}, there is an Euler diagram with the following zones available.
+
+
+\par
+\vspace{0.3cm}
+\begin{tabular}{||l|l|c|c||} \hline \hline
+  {\em Included set $A_{n}$ } & {\em Excluded $set B_{n}$ } &  & {\em Available}      \\ \hline
+  \{ \}           &  \{ D C B A \}    & 1    &  Y      \\ \hline
+  \{ A \}         &  \{ D C B \}      & 2    &  Y            \\ \hline
+  \{ B \}         &  \{ D C A \}      & 3    &  Y             \\ \hline
+  \{ B A\}         &  \{ D C  \}      & 4    &  Y            \\ \hline
+  \{ C \}         &  \{ D B A \}      & 5    &  N           \\ \hline
+  \{ C A  \}         &  \{ D B \}      & 6   &  N            \\ \hline
+  \{ C B  \}         &  \{ D A \}      & 7   &  N     \\ \hline
+  \{ C B A \}         &  \{ D  \}      & 8   &  N             \\ \hline
+  \{ D \}         &  \{ C B A  \}      & 9  &  Y             \\ \hline
+  \{ D A \}         &  \{ C B \}      & 10   &  N            \\ \hline
+  \{  D B \}         &  \{  C A \}      & 11    &  Y             \\ \hline
+  \{ D B A\}         &  \{  C  \}      & 12    &  N            \\ \hline
+  \{ D C \}         &  \{  B A \}      & 13    &  Y           \\ \hline
+  \{ D C A  \}         &  \{  B \}      & 14   &  N            \\ \hline
+  \{ D C B  \}         &  \{  A \}      & 15   &  Y     \\ \hline
+  \{  D C B A \}         &  \{   \}      & 16   &  N             \\ \hline
+ \hline
+\end{tabular}
+\vspace{0.3cm}
+
+ Note $B \cap C$ and $ C $ are not available in this diagram because it is impossible to place objects on them.
+ Objects could be placed on $ B \cap C \cap D $ and $ B \cap D $ however.
+
+
+ \begin{figure}
+ \vskip 4.2cm
+ \special{psfile=fzd/exampleareasubtraction1.eps hoffset=0 voffset=-10 hscale=60 vscale=60}\caption[Area Intersection]{
+ Simple Euler Diagram
+ \label{fig:ex1}}
+ \end{figure}
+
+ Examining the intersection $ A \cap B $ the corresponding Area is shown in red 
+ in figure \ref{fig:ex2}.
+
+
+ \begin{figure}
+ \vskip 4.2cm
+ \special{psfile=fzd/exampleareasubtraction2.eps hoffset=0 voffset=-10 hscale=60 vscale=60}\caption[Area Intersection]{
+ Area representation of intersection between set A and B
+ \label{fig:ex2}}
+ \end{figure}
+
+ The area to be subtracted is shown in blue in figure \ref{fig:ex3}.
+ Note that here the intersection exists
+ and is not obscured by the areas made up from the other contours. 
+ It is therefore available.
+ It can be seen that the zone $ B \cap C $ is not available in the 
+ diagram because it is obscured by the
+ areas comprised of the other contours  $ C \cup D $ 
+ (in fact in this diagram  only $ D $ is required to prove obscuration
+ because $ C \subset D $ ).
+
+\begin{figure}
+\vskip 4cm
+\special{psfile=fzd/exampleareasubtraction3.eps hoffset=0 voffset=-10 hscale=60 vscale=60}\caption[Area Intersection]{
+Area representation of exclusion Zone to be subtracted
+\label{fig:ex3}}
+\end{figure}
+
+%\begin{picture}(200,200)(10,10)
+%\put(20,0){\circle{20}}
+%\end{picture}
+
+
+%\clearpage 
+
+\subsubsection{Formal expression of Area Operations}
+
+This section deals with operations on  the concrete diagrams using Areas.
+An intersection for instance therefore represents an intersection of the Areas
+denoted by the contours.
+
+
+\equation 
+\label{available5}
+{AreaIntersection}_{n} = \; \stackrel{\bigcap a }{a \in A_{n} \wedge a \not\in B_{n}}
+\endequation
+
+Note this implies contours in $B_{n}$ could intersect with the zone formed by $A_{n}$, but where all
+contours in $B_{n}$ represent those excluded from the zone under scrutinty.
+
+\par
+The $AreaIntersection_{n}$ may form a zonal region,% \cite{cried}, 
+but for the purposes of this investigation, 
+may be interpreted as a boolean variable.
+There is either surface area or not. The zone exists or does not.
+
+\equation 
+\label{available6}
+{AreaExclusion}_{n} =  \; \stackrel{\bigcup b }{b \not\in A_{n} \wedge b \in B_{n} }
+\endequation
+
+
+
+%\begin{eqnarray}
+\equation 
+\label{available7}
+\begin{array}[t]{c}
+  {RemainingIntersection}_{n} =  \\
+   {AreaIntersection}_{n} -  {AreaExclusion}_{n} 
+\end{array}
+\endequation
+%\end{eqnarray}
+Note the subtraction here is again, an Area operation.
+The remaining intersection could be one or more visible zones on the diagram, 
+but as long as there is some surface area
+left, then the zone has not been obscured.
+It can thus be used as a boolean variable. If $surface\_area > 0 $ exists in the ${RemainingIntersection}_{n}$ then 
+the expression is true.
+
+
+%\clearpage 
+
+\subsubsection{Testing for zone Availability}
+
+Firstly that the intersection exists in the concrete diagram.
+\equation 
+\label{available1}
+%Z_{n} = (A_{n},B_{n}) \Rightarrow  \forall \; A_{n} \; \mid \; a \cap A_{n} 
+Z_{n} = (A_{n},B_{n}) \; \Rightarrow \; AreaIntersection_{n}
+\endequation
+
+If the above implication is true we can go on to test for obscuration.
+.
+\equation
+\label{available2}
+Z_{n} = (A_{n},B_{n}) \Rightarrow   \; RemainingIntersection_{n} 
+\endequation
+
+And finally the sets A and B added together must be equal to the set of all countours in
+diagram D, i.e. all contours must be represented in $A_{n}$ and $B_{n}$.
+
+\equation
+\label{available3}
+ B_{n} \cup A_{n} = D 
+\endequation
+
+A zone is thus considered {\em available} if the above criteria (i.e. equations  \ref{available1},\ref{available2},\ref{available3} )  are true.
+
+\subsection {Algorthms for finding Available Zones} 
+
+One could take all possible combinations of contours and check each case.
+For all combinations of contours, examine to find out if the intersection exists, and then if it does, examine all
+the excluded contours and ensure that they do not obscure the intersection. If both conditions are trus the zone is 'available'.
+\par
+Checking all possible combinations is henceforth referred to as the 'Brute force method'.
+\par
+The brute force method is  simple, and
+would be practical for small numbers of contours. However as constraint/spider
+diagrams become used in practise larger numbers of contours and very large diagrams will become common.
+\par
+For instance were a diagram to contain 32 contours, to brute forcecheck for the existance of all contours would take 
+all possible combinations of 32 objects. This corresponds to a binary count and thus $ 2^{32} $ possible zones to check for.
+\par
+A diagram with 32 contours would contain a potential of over 4 billion zones.
+\par
+Multiply that by the on average 16 operations ( area intersection compares ) that must be carried 
+out for each zone, added to an average of 16 obscuration comparisons,  
+and an astronomical number of area comparisons would be required ($ 32.2^{32} $). 
+%A similar problem existed with computational frequency analysis
+%in the mid 1960's where the algorithmically more efficient FFT \cite{fft} became the industry standard
+%as opposed to the DFT.
+\par
+In general then the brute force zone search, with obscuration testing, takes 
+\equation
+2^{N}.2.\frac{N}{2} 
+\endequation
+
+or 
+
+\equation
+\label{bruteforce}
+N.2^{N} 
+\endequation
+
+\par
+ 
+ This author therefore sees an efficient algorithm for determining available zones as a necessity 
+for a practical euler/spider diagram analyser.
+
+\par
+The algorithm described in this paper works on the principle of examining the 
+contours for two types of relationships.
+This information is then used to create directed graphs, which are then traversed. From the spanning trees, 
+most of the non available zones are eliminated early on. For zones which may be available, two tests are required.
+The first that they actually exist in the concrete diagram, and secondly that they are not obscured by
+ combinations of other contours.
+The initial searches form two cross products of the contours (see \ref{detpe} )
+ performing $2.N^2$ area operations.
+
+After these initial area operations subsets of the contours can be defined (pure intersection chains)
+by traversing the pure intersection relationships. The pure intersection chains
+are subsets of the contours in the diagram.
+These subsets of the contours are denoted as the set $G$.
+In searching for the availability of zones, area operations only need be applied 
+within each set $G$.
+By only having to search within subsets of the contours effeciency of the algorithm is improved.
+For the brute force algorithm, $ G \equiv N $.
+ 
+For each potential zone identified, it  must be checked against $G\#$ other contours
+where $ G  \subseteq N$
+ for proof of concrete existence and 
+for obscuration. The set $ G $ is divided into two, those included in the prospective zone $I$
+ and those outside and 
+used to check for obscuration  $ O $ . Note $ O + I \leq N $ because $ G \subseteq N $.
+Thus for this algorithm, where $ Z\# $ is the number of potential zones as identified by tree spanning
+
+\equation
+\label{seteq}
+2.N^{2} + Z\#.G
+\endequation
+
+\equation
+\label{incobs}
+2.N^{2} + Z\#.(O + I)
+\endequation
+
+Thus for a $ Venn N $ diagram this algorithm is less efficient by $ 2.N^{2} $ 
+i.e. for a Venn N diagram  $Z\# = N^{2}$
+
+\equation
+%\label{fzditer1}
+2.N^{2} + 2^{N}.2.\frac{N}{2}
+\endequation
+
+\equation
+%\label{fzditer1}
+2.N^{2} + 2^{N+1}
+\endequation
+
+
+ But for any diagram less
+complicated than Venn N, where $ Z\# $ 
+is small in comparison with $2^{N}$ the algorithm becomes far more efficient.
+
+Examples of complexity savings are shown in section \ref{complexity}.
+
+
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/piee.ps hoffset=0 voffset=-10 hscale=40 vscale=40}\caption[Pure Intersection Zone Capture Method]{
+A Pure Intersection  and an Enclosure
+\label{fig:piee}}
+\end{figure}
+\subsection { Relationships between Contours }
+
+The algorithm for fast finding of available zones depends upon defining three new relationships between contours.
+ 
+\begin{itemize}
+\item {Pure Intersection}
+\item {Enclosure}
+\item {Belonging to a Pure Intersection Chain}
+\end{itemize}
+
+\subsubsection { Pure Intersection }
+
+A pair of contours are said to have 'pure intersection' if the contours overlap.
+
+\subsubsection{Enclosure}
+
+A countour is said to be enclosed if it fits completely within another contour.
+
+\subsubsection { Pure Intersection Chains }
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/pic.ps hoffset=0 voffset=0 hscale=40 vscale=40}\caption[Pure Intersection Zone Capture Method]{
+Pure Intersection Zone Chain
+\label{fig:pic}}
+\end{figure}
+
+Pairs of contours may belong to the same pure intersection chain.
+Pure Intersection chains are a chain of contours that can all 
+be linked together by pure intersection relationships ( see figure \ref{fig:pic} ).
+Contours in the pure intersection chain may enclose other members
+in the same chain, but not the contour that they are purely intersected with (see figure \ref{fig:picwaie}).
+\par
+Pure intersections relationships for the diagram in figure \ref{fig:pic} are :-
+$$
+\begin{array}{lcl}
+A & \stackrel{pi}\longrightarrow & B    \\
+B & \stackrel{pi}\longrightarrow & A    \\
+B & \stackrel{pi}\longrightarrow & C    \\
+C & \stackrel{pi}\longrightarrow & B    \\
+D & \stackrel{pi}\longrightarrow & C    \\
+C & \stackrel{pi}\longrightarrow & D    \\
+\end{array}
+$$
+
+\par
+Relationships for the diagram in figure \ref{fig:picwaie} include one enclosure.
+
+$$
+\begin{array}{lcl}
+A & \stackrel{pi}\longrightarrow & B    \\
+B & \stackrel{pi}\longrightarrow & A    \\
+B & \stackrel{pi}\longrightarrow & C    \\
+C & \stackrel{pi}\longrightarrow & B    \\
+D & \stackrel{pi}\longrightarrow & C    \\
+C & \stackrel{pi}\longrightarrow & D    \\
+E & \stackrel{pi}\longrightarrow & C    \\
+C & \stackrel{pi}\longrightarrow & E    \\
+\\
+E & \stackrel{enc}\longrightarrow & D    \\
+\end{array}
+$$
+
+Because {\em A,B,C,D} all share pure intersection connections they all belong to the same pure intersection chain.
+
+NB: Three or more linked pure intersections contitute a 'pure intersection chain'.
+
+\subsubsection { Determining the Pure Intersection and Enclosure Relationships }
+\label{detpe}
+By applying java Area searches for enclosure and intersection on each
+contour against all others a collection of pure intersection relationships
+and enclosure relationships can be determined.
+This forms a list of relationship pairs from the cross product of all the contours.
+
+\equation
+%\label{crossprodsingle}
+\begin{array}{l}
+ pi(a,b) \; \Rightarrow
+%\stackrel{\Delta}{=} 
+  \; \forall    \;  C \; \bullet \; a   \;  X  \;   \forall C \; \bullet \; b  \\
+ \;  \bullet   (a \cap b)  \; \wedge \; \neg (a \supseteq b) \; \wedge \; \neg  (b \supseteq a) \\
+\end{array}
+\endequation
+
+
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/pice.ps hoffset=0 voffset=0 hscale=40 vscale=40}\caption[Pure Intersection Zone Capture Method]{
+Pure Intersection Chain with an implicit Enclosure
+\label{fig:picwaie}}
+\end{figure}
+
+\subsubsection {Determining  Enclosure }
+
+When a contour completely encloses another contour, it has an enclosing relationship.
+See figure \ref{fig:piee}
+
+To determine the enclosure relationships for the diagram,
+ all contours are checked for enclosure relationships with each other.
+This again, forms a list of relationship pairs from  cross product of all the contours.
+
+
+\equation
+%\label{crossprodsingle}
+\begin{array}{l}
+ enc(a,b) \; 
+%\stackrel{\Delta}{=}
+\Rightarrow \; \forall   \;  C \; \; \bullet a   \;  X  \;   \forall  \;  C   \; \bullet \; b  \\
+ \;  \bullet   (a \supset b)   \\
+\end{array}
+\endequation
+
+
+\subsection { Rules that can be derived from the three relationships }
+
+\subsubsection { Rule 1: Simple Zone Creation }
+
+Any contour not belonging to a pure intersection chain, will create a zone containing itself, and any enclosing contours.
+
+\subsubsection { Rule 2: All Pure Intersection chains and enclosures can be represented on a directed graph }
+
+By displaying pure intersection relations and enclosure relations in different colours
+both can be represented on the same coloured directed graph (CDG). I have chosen blue for pure
+intersections and red for enclosures for the examples that follow.
+
+
+Figure \ref{fig:pig1} Shows a CDG for the diagram in figure \ref{fig:pic}. Note that traversing through this graph reveals all the intersections, and that there are no loops in the traversal, meaning that no multiple intersections exist. 
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/pig1.ps hoffset=0 voffset=0 hscale=40 vscale=40}\caption[Pure Intersection Zone Capture Method]{
+Coloured Directed Graph of Pure Intersection Chain 
+\label{fig:pig1}}
+\end{figure}
+
+
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/pig2.ps hoffset=0 voffset=0 hscale=40 vscale=40}\caption[Pure Intersection Zone Capture Method]{
+Coloured Directed Graph of Pure Intersection Chain with an implicit Enclosure
+\label{fig:pig2}}
+\end{figure}
+
+
+\subsubsection { Graph Traversal }
+
+By traversing the graphs and applying tests for implicit enclosure within a pure intersection chain
+from each contour belonging to it, and applying any enclosure relations all possible 
+zone combinations are revealed.
+A path may not loop, i.e. it cannot branch to a contour all ready examined in the path.
+
+\subsubsection{ Rule 3: Traversal Reduction : Avoiding Repeated Area checking }
+As each potential zone is discovered and checked it is temporarily stored,
+ and if re-discovered on a new path, is not subjected to Area testing.
+
+\subsubsection { Rule 4: Pure Intersection Pair Zone Creation }
+
+If any pure intersection exists, a potential zone exists. This zone
+will intersect with any contour which has an enclosure relationship with 
+any of the pair in the pure intersection.
+It may also be enclosed by a member of the pure intersection chain it belongs to.
+Thus where a pair intersection exists, checking for its existence is unnecessary, 
+but checking for obscuration is.
+\par
+Note by only searching within the pure intersection chain, unnecessary obscuration tests are avoided
+and this refines the obscuration test in equation \ref{available7}.
+\par
+If a zone does not belong to a pure intersection chain, no obscuration testing is necessary.
+\par
+Note : In figure \ref{fig:picwaie} note that contours \em{D} and \em{E} are in
+ the same pure intersection chain, but that
+\em{E} also encloses \em{D}.
+
+
+
+
+\subsubsection { Rule 5: Multiple Zone Creation }
+
+
+A circular reference (often described as a circuit \cite{gtl} \cite{alggraph}) containing more than one pair of pure intersections
+ indicates the possibility
+of a multiple  intersection of the contours in the path. The converse is true. 
+Should there be no circular path, there can be 
+multiple intersection along this path.
+\par
+This is best shown as an example, see figures \ref{fig:abc1}, \ref{fig:abc2} and \ref{fig:abc3}.
+ Consider the three contours A, B and C.
+These belong to the same pure intersection chain, 
+and the graph has a circular reference. However one contains a an $ A \cap B \cap C $
+ zone and the other does not.
+\par 
+Multiple intersections due to enclosure are discovered by traversing the 
+enclosure relations.
+\par
+
+\label{fzd}
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/abc1.eps hoffset=0 voffset=0 hscale=60 vscale=60}\caption[Pure Intersection Zone Capture Method]{
+Circular reference with multiple zone
+\label{fig:abc1}}
+\end{figure}
+
+
+\label{fzd}
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/abc2.eps hoffset=0 voffset=-20 hscale=60 vscale=60}\caption[Pure Intersection Zone Capture Method]{
+Circular reference without multiple zone
+\label{fig:abc2}}
+\end{figure}
+
+
+\label{fzd}
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/abcgraph.ps hoffset=0 voffset=-10 hscale=30 vscale=30}\caption[Pure Intersection Zone Capture Method]{
+Pure Intersection Zone and Enclosure
+\label{fig:abcgraph}}
+\end{figure}
+
+In order to examine multiple intersections, the spanning tree from the contour under inspection must be 
+recursively iterated (only within the pure intersection chain it belongs to i.e. within the subset $G$).
+
+Should a path arrive back at its start vertex, a circular reference has been found
+and there is the possibility of a multiple intersection zone, see figure \ref{fig:abcgraph}.
+\par
+Note that the contour maps for {A,B,C} in figure \ref{fig:abc1} and \ref{fig:abc2}
+are identical. The actual presence of the multiple intersection zone existing in the concrete diagram, must be tested for
+using area comparisions.
+The test must use coordinates from the concrete diagram to perform an Area comparison.
+\par
+However, by only searching for them when a circular path is found, unnecessary searches are not undertaken.
+This is the principal strength of this algorithm. 
+
+This will eliminate most non visible zones from requiring area searches.
+
+\subsection{Zone Obscuration Test}
+
+A zone enclosed by a member of its pure intersection, or enclosed completely will
+ be correctly cwdiscovered by the recursive and iterative process. However, it is possible that two or
+ more contours may combine to obscure a contour. This must be tested for, by
+ taking the area intersection of all contours comprising the potential zone, 
+and then subtracting all other areas. If any area remains, the zone is unobscured.
+\par
+Note that the obscuration test only need be applied within the pure intersection chain.
+This is because a contour can only have a pure intersection chain or enclosure relationship with any other contour.
+If the contour is enclosed it simply adds to the 'included ' contours.
+Now only one (or more members in combination) of the same pure intersection chain can obscure a zone within it.
+This reduces the number of obscuration tests to perform.
+
+\par
+If a zone is discovered and is not obscured, it is deemed a visible zone see equations \ref{available1},\ref{available2},\ref{available3},\ref{available4}.
+
+
+\section{ Graph Traversal and Algorithm Development }
+
+Using the rules from the previous section and some dry runs of the 
+procedure an efficient recursive algorithm has been developed.
+Essentially, a spanning tree is created originating from each contour 
+in the diagram, using the pure intersection relationships.
+
+\subsection { Traversal of a Simple Pure Intersection Chain }
+
+Starting with the pure intersection chain in figure \ref{fig:pic}, with the contour A.
+ Note that create zone -or- CZ means that the potential zone, with intersecting elements
+is checked for enclosure by all contours in the diagram with an enclosing relationship, and then 
+specifically created as an Area\cite{javaarea}, and this Area object is checked for 
+existence and for obscuration. NP means a repeated path, where zones rediscovered will not be 
+re-investigated as area objects.
+\par
+Iteration 1. Contour A
+$$
+\begin{array}{lclcl}
+A  & &  & CZ & A \\
+A & \stackrel{pi}\longrightarrow & B  & CZ & A \cap B \\
+B & \stackrel{pi}\longrightarrow & C  & CZ & B \cap C\\
+C & \stackrel{pi}\longrightarrow & D  & CZ & C \cap D \\
+\end{array}
+$$
+Note the individual case of A is considered, and then on through the chain of pure intersections. 
+Contour A is now marked as processed.
+Next contour B is processed. 
+\par
+Iteration 2. Contour B
+$$
+\begin{array}{lclcl}
+B & & & CZ & B\\
+B & \stackrel{pi}\longrightarrow & A  & NP  \\
+B & \stackrel{pi}\longrightarrow & C  & CZ &  B \cap C \\
+C & \stackrel{pi}\longrightarrow & D  & CZ &  C \cap D\\
+\end{array}
+$$
+Iteration 3. Contour C
+$$
+\begin{array}{lclcl}
+C & & & CZ & C\\
+C & \stackrel{pi}\longrightarrow & B  & NP &   \\
+C & \stackrel{pi}\longrightarrow & D  & CZ & C \cap D  \\
+\end{array}
+$$
+
+Iteration 4. Contour D
+$$
+\begin{array}{lclcl}
+D & & & CZ &  D \\
+D & \stackrel{pi}\longrightarrow & C  & NP   \\
+\end{array}
+$$
+
+Using these iterations we have found all seven zones and only rediscovered 
+three during the iterations. 
+Only simple area searches were used to build the relation tables,
+ also for a brute for concrete area compare method,
+we would have had to examine  $ 2^{N} $ or 16 searches with an average of 4 compares (64 operations).
+
+\subsection { Traversal of a Pure Intersection Chain with Implicit Enclosure }
+
+The iteration for the diagram in figure  \ref{fig:picwaie} is very similar to that
+above, but the zones $ D \cup E \cup C $ would be created because of checking for enclosure within 
+a pure intersection chain, and $ C \cup E $ following the pure intersection path 
+$ C \; \stackrel{pi}\longrightarrow \;  D $ and the standalone zone $ E $.
+
+
+\subsection { Traversal of a Pure Intersection Chain with Circular Reference }
+
+Here we encounter the possibility of a multiple intersection zone. The {\em CZ} action
+must find the intersection, and then check that it really exists using area compares.
+The iteration chain then for Figure \ref{fig:abc1} or \ref{fig:abc2}.
+
+\par
+Iteration 1. Contour A
+$$
+\begin{array}{lclcl}
+A  & &  & CZ & A \\
+A & \stackrel{pi}\longrightarrow & B  & CZ & A \cap B \\
+B & \stackrel{pi}\longrightarrow & C  & CZ & B \cap C \\
+C & \stackrel{pi}\longrightarrow & A  & CZ & C \cap A \\
+C & \stackrel{pi}\longrightarrow & C  & CZ & B \cap C \cap A \\
+\end{array}
+$$
+Note the last iteration has discovered a circular path. The CZ action will now investigate the presence 
+of the $ B \cap C \cap A $ intersection and register it if it is in the concrete diagram.
+
+Iteration 2. Contour B.
+$$
+\begin{array}{lclcl}
+B  & &  & CZ & B \\
+B & \stackrel{pi}\longrightarrow & A  & NP &  \\
+B & \stackrel{pi}\longrightarrow & C  & NP &  \\
+\end{array}
+$$
+
+Iteration 3. Contour C.
+$$
+\begin{array}{lclcl}
+C & &  & CZ & C \\
+C & \stackrel{pi}\longrightarrow & A  & NP &  \\
+C & \stackrel{pi}\longrightarrow & B  & NP &  \\
+\end{array}
+$$
+So, using the unordered relationships, determined by individual area compares, we are able to determine the 
+7 visible zones by graph traversal, and one Area check (for $ A \cup B\cup C $).
+
+\section{Algorithm Efficiency : Iteration Comparisons against Brute Force Method}
+\label{complexity}
+The examples show in diagram form here use 8 contours per diagram. Using the Brute force method these would require $N 2^{N}$ or
+2048 area compares to determine all visible zones.
+By duplicating the structures, iteration values can be calculated for 16 contour diagrams of the same visual complexity.
+
+\subsection { Simple pairs of contours}
+
+The simple diagram, shown in figure \ref{fig:simple}, consists of four 
+overlapping pairs of contours. To determine the
+ enclosure and pure intersection relations, two cross products of area 
+searches are required. Thus $2 \;N^{2} $, i.e. 128 searches.
+\par
+Zones derived from single or pair contours do not need to be checked for existence. The pure intersection
+ relation has already determined the pair zone exists and a single contour always creates a zone. 
+Checking is required for obscuration is not required because none of the contours belong to a pure intersection.
+\par
+The total number of area compares/operations is therefore $2.64 \equiv 128 $
+\par
+As a general case, for extrapolating larger diagrams of the same pattern
+
+\equation
+\label{gensp}
+2.N^{2}
+\endequation
+
+
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/simple.ps hoffset=0 voffset=-10 hscale=40 vscale=40}\caption[Simple Pure Intersection Pairs]{
+Simple Pure Intersection Pairs
+\label{fig:simple}}
+\end{figure}
+
+\subsection {Two Venn 3 totally Enclosed Once : a more Complex Diagram}
+
+The second diagram, see figure \ref{fig:tev3}, contains two Venn 3 configurations each enclosed by a contour.
+Breaking this down, we have two single zones (i.e. G and H). These do not belong to a pure intersection chain and therefore require tests no for obscuration.
+\par
+Examining the two Venn3 structures, these require an existance check for the tripple intersection ( 3 area operations ). As the number of 
+contours to check for obscuration against it is 0, they do not obscuration testing.
+\par
+The 3 pairs require obscuration testing with the other countour. Thus 2 area operations to construct the shape of the zone,
+and 1 area operation to test for obscuration, thus 3  per pair.
+\par
+The three single zones in the pure intersection require 1 area operation to construct the shape of the contour, and two to test for obscuration.
+Thus 3 per pair.
+
+
+
+This diagram therefore requires $128 + 2.(9 + 9) \equiv 146  $ area compares.
+
+
+
+\equation
+\label{genev3}
+2.N^{2}  + \frac{N}{4}.(18)  
+\endequation
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/tripples.ps hoffset=0 voffset=-10 hscale=40 vscale=40}\caption[Two Enclosed Venn 3]{
+Two Enclosed Ven 3
+\label{fig:tev3}}
+\end{figure}
+
+
+\subsection {Extrapolating for N Contour Diagrams}
+
+Duplicating the structures in the diagrams in figures  \ref{fig:tev3} and \ref{fig:simple},
+ and using the general
+case equations (\ref{genev3} and \ref{gensp}), a plot of area searches required 
+against diagram complexity
+can be drawn. These graphs clearly shows that the fzd method efficiency increases with the 
+number of contours in a diagram. 
+
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/perf1.ps hoffset=0 voffset=-10 hscale=60 vscale=60}\caption[Performance Comparison]{
+Perfomance from 0 to 8 contours
+\label{fig:perf1}}
+\end{figure}
+
+\begin{figure}
+\vskip 6cm
+\special{psfile=fzd/perf2.ps hoffset=0 voffset=-10 hscale=60 vscale=60}\caption[Performance Comparison]{
+Performance from 8 to 64 contours
+\label{fig:perf2}}
+\end{figure}
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% ALREADY DONE ! Obscuration is now only looked at within pure intersection chains.
+% 05AUG2006
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% \subsection { A general Case and Algorithm efficiency plotted against number of Contours }
+
+% \subsection {Further Optimisation}
+
+% If sections of the diagram can be identified that do not interact (enclose or purely intersect with other parts)
+% these can be analysed separately and reduce the $I$ and $O$ values. For instance in the Venn3 enclosed once,
+%  the tests for existence and obscuration, need only be applied within each of the two identical
+%  (in the abstract sense) separate structures.  This would  make the set G, discussed in equation \ref{seteq} 
+% half the size of the number of contours in the diagram. Work on identifying separate areas and the
+% potential for nesting Euler diagrams is discussed in \cite{nied}.
+
+
+
+% \equation
+% \label{gopt}
+% \begin{array}{l}
+% G_{optimal} \; \stackrel{\Delta}{=}   \; \forall    \;  C \; \bullet \; a   \;  X  \;   \forall \; C \; \bullet \; b  \\
+%  \;  \bullet  (a  \stackrel{pi}\longrightarrow  b)  \; \vee \;  (a \stackrel{enc}\longrightarrow  b) \; \vee \;
+%   (b \stackrel{enc}\longrightarrow a) \\
+%:wq
+%:wq \end{array}
+% \endequation
+
+% The optimal G sets are those within the diagram connected by any pure intersection or enclosure relationship.
+% This is expressed formally in equation \ref{gopt}.
+
+% \parsep=0pt
+% \itemsep=0pt
+% \parskip=3pt
+% 
+% \small
+% \begin{thebibliography}{119}
+% 
+% 
+% 
+% \bibitem{javaapp1} Gosling et. all {\em The Java Application Programming Interface Vol I : Addisson Wesley : ISBN 0 201 63453 8 }
+% 
+% \bibitem{javaapp2} Gosling et. all {\em The Java Application Programming Interface Vol II : Addisson Wesley : ISBN 0 201 63459 7 }
+% 
+% \bibitem{fft}  Robert D Stum, Donald E Kirk {\em Discrete Systems and Digital  Signal Processing : Addison-Wesley : ISBN 0-201-09518-1 }
+% 
+% \bibitem{sem} Jim Woodcock, Martin Loomes {\em Software Engineering Mathematics : Pitman : ISBN 0-273-02673-9 }
+% 
+% \bibitem{alggraph} Alan Gibbons {\em Algorithmic Graph Theory : Cambridge University Press : ISBN 0-521-28881-9 }
+% 
+% 
+% \bibitem{gtl} Cadwell {\em http://www.utm.edu/cgi-bin/caldwell/tutor/departments/math/graph/intro}
+% 
+% \bibitem{dmnt} R Garnier, J Taylor {\em Discrete Mathematics for New Technology : IoP : ISBN 0-7503-0135-X }
+% 
+% \bibitem{dmfss} D C Ince {\em An Introduction to Discrete Mathematics, Formal System Specification and Z : Oxford :  ISBN 0-19-853836-7 }
+% 
+% \bibitem{wiki} R.P. Clark et. all  {\em http://en.wikipedia.org/wiki/Euler\_diagram : Wikipedia Euler Diagram reference }
+% 
+% \bibitem{nied} J.A. Flower, J Howse, J Taylor {\em Nesting in Euler Diagrams } http://www.cmis.brighton.ac.uk/Research/vmg/papers/GTVMT02.pdf
+% 
+% \bibitem{cried} Howse J, Stapleton G, Flower J, Taylor J {\em Corresponding regions in Euler diagrams} http://www.cmis.brighton.ac.uk/Research/vmg/papers/D2K2HSFT.pdf
+% 
+% \bibitem{geneuler} Jean Flower, John Howse {\em Generating Euler Diagrams :Proceedings of Diagrams 2002, Callaway Gardens, Georgia, April 2002, Springer Verlag } http://www.it.bton.ac.uk/research/vmg/VisualModellingGroup.html
+% 
+% \bibitem{javaarea} Sun Micro Systems {\em http://java.sun.com/j2se/1.3/docs/api/java/awt/geom/Area.html }
+% 
+% \end{thebibliography}
+% 
+
+%\end{document}
+
+%\theend
+
+
+
+
+
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diff --git a/fzd/pice.ps b/fzd/pice.ps
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--- /dev/null
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+%!PS-Adobe-3.0
+%%Creator: GIMP PostScript file plugin V 1.17 by Peter Kirchgessner
+%%Title: pice.ps
+%%CreationDate: Sun Nov 19 06:47:23 2006
+%%DocumentData: Clean7Bit
+%%LanguageLevel: 2
+%%Pages: 1
+%%BoundingBox: 14 14 466 304
+%%EndComments
+%%BeginProlog
+% Use own dictionary to avoid conflicts
+10 dict begin
+%%EndProlog
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+[ 758 0 0 486 0 0 ]
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+/rstr 758 string def
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+{currentfile /ASCII85Decode filter /RunLengthDecode filter rstr readstring pop}
+{currentfile /ASCII85Decode filter /RunLengthDecode filter gstr readstring pop}
+{currentfile /ASCII85Decode filter /RunLengthDecode filter bstr readstring pop}
+true 3
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diff --git a/fzd/pig2.ps b/fzd/pig2.ps
new file mode 100644
index 0000000..44687b5
--- /dev/null
+++ b/fzd/pig2.ps
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+%%Title: pig2.ps
+%%CreationDate: Sat Nov  4 12:56:07 2006
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+{currentfile /ASCII85Decode filter /RunLengthDecode filter gstr readstring pop}
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+%%EndData
+showpage
+%%Trailer
+end
+%%EOF
diff --git a/thesis.tex b/thesis.tex
index a974226..edaf61a 100644
--- a/thesis.tex
+++ b/thesis.tex
@@ -118,7 +118,7 @@ Software documentation for fmmd tool.
 
 
 \chapter{Algorithms and Mathematical Relationships Discovered}
-%\input{fzd/fzd}
+\input{fzd/fzd}
 
 \chapter{A detailed look at the safety systems required by industrial burner controller}
 %\input{indburner/indburner}