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+<head>
+<!-- Generated by javadoc (1.8.0_05) on Tue May 06 14:28:07 BST 2014 -->
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+<!-- ======== START OF CLASS DATA ======== -->
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+<div class="subTitle">jcgp.backend.modules.problem</div>
+<h2 title="Class Problem" class="title">Class Problem</h2>
+</div>
+<div class="contentContainer">
+<ul class="inheritance">
+<li>java.lang.Object</li>
+<li>
+<ul class="inheritance">
+<li><a href="../../../../jcgp/backend/modules/Module.html" title="class in jcgp.backend.modules">jcgp.backend.modules.Module</a></li>
+<li>
+<ul class="inheritance">
+<li>jcgp.backend.modules.problem.Problem</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<div class="description">
+<ul class="blockList">
+<li class="blockList">
+<dl>
+<dt>Direct Known Subclasses:</dt>
+<dd><a href="../../../../jcgp/backend/modules/problem/TestCaseProblem.html" title="class in jcgp.backend.modules.problem">TestCaseProblem</a></dd>
+</dl>
+<hr>
+<br>
+<pre>public abstract class <span class="typeNameLabel">Problem</span>
+extends <a href="../../../../jcgp/backend/modules/Module.html" title="class in jcgp.backend.modules">Module</a></pre>
+<div class="block">Defines the general behaviour of a CGP problem. The primary function of <code>Problem</code>
+ is to evaluate a population and assign a fitness value to each chromosome.
+ <br>
+ Problems are free to define whether better fitness means a higher or lower fitness value.
+ In some problem types, it is more convenient to treat fitness 0 as the best possible value.
+ This can be done by changing the fitness orientation to <code>BestFitness.HIGH</code> or <code>BestFitness.LOW</code> as appropriate.
+ Fitness orientation is set to high by default.
+ <br><br>
+ When extending this class, the constructor should call a few methods in order to
+ properly construct the problem type: <code>setFunctionSet()</code>, <code>setFileExtension()</code> and <code>setFitnessOrientation()</code>,
+ with the respective arguments. As with all subclasses of <code>Module</code>, <code>setName()</code> and
+ <code>registerParameters()</code> should be used where appropriate as well.
+ <br><br>
+ It is advisable to use <code>Resources.reportln()</code> and <code>Resources.report()</code>
+ to print any relevant information. Note that reportln() and report() are affected
+ by the report interval base parameter. Use <code>Resources.println()</code> and
+ <code>Resources.print()</code> to print information regardless of the current generation.
+ See <a href="../../../../jcgp/backend/resources/Resources.html" title="class in jcgp.backend.resources"><code>Resources</code></a> for more information.</div>
+<dl>
+<dt><span class="simpleTagLabel">Author:</span></dt>
+<dd>Eduardo Pedroni</dd>
+<dt><span class="seeLabel">See Also:</span></dt>
+<dd><a href="../../../../jcgp/backend/modules/Module.html" title="class in jcgp.backend.modules"><code>Module</code></a></dd>
+</dl>
+</li>
+</ul>
+</div>
+<div class="summary">
+<ul class="blockList">
+<li class="blockList">
+<!-- ======== CONSTRUCTOR SUMMARY ======== -->
+<ul class="blockList">
+<li class="blockList"><a name="constructor.summary">
+<!-- -->
+</a>
+<h3>Constructor Summary</h3>
+<table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Constructor Summary table, listing constructors, and an explanation">
+<caption><span>Constructors</span><span class="tabEnd">&nbsp;</span></caption>
+<tr>
+<th class="colOne" scope="col">Constructor and Description</th>
+</tr>
+<tr class="altColor">
+<td class="colOne"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#Problem-jcgp.backend.resources.Resources-">Problem</a></span>(<a href="../../../../jcgp/backend/resources/Resources.html" title="class in jcgp.backend.resources">Resources</a>&nbsp;resources)</code>
+<div class="block">Initialises the two problem-wide parameters, maxFitness and bestFitness.</div>
+</td>
+</tr>
+</table>
+</li>
+</ul>
+<!-- ========== METHOD SUMMARY =========== -->
+<ul class="blockList">
+<li class="blockList"><a name="method.summary">
+<!-- -->
+</a>
+<h3>Method Summary</h3>
+<table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Method Summary table, listing methods, and an explanation">
+<caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd">&nbsp;</span></span><span id="t2" class="tableTab"><span><a href="javascript:show(2);">Instance Methods</a></span><span class="tabEnd">&nbsp;</span></span><span id="t3" class="tableTab"><span><a href="javascript:show(4);">Abstract Methods</a></span><span class="tabEnd">&nbsp;</span></span><span id="t4" class="tableTab"><span><a href="javascript:show(8);">Concrete Methods</a></span><span class="tabEnd">&nbsp;</span></span></caption>
+<tr>
+<th class="colFirst" scope="col">Modifier and Type</th>
+<th class="colLast" scope="col">Method and Description</th>
+</tr>
+<tr id="i0" class="altColor">
+<td class="colFirst"><code>abstract void</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#evaluate-jcgp.backend.population.Population-jcgp.backend.resources.Resources-">evaluate</a></span>(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population,
+ <a href="../../../../jcgp/backend/resources/Resources.html" title="class in jcgp.backend.resources">Resources</a>&nbsp;resources)</code>
+<div class="block">The most important method of the problem type.</div>
+</td>
+</tr>
+<tr id="i1" class="rowColor">
+<td class="colFirst"><code>double</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#getBestFitness--">getBestFitness</a></span>()</code>&nbsp;</td>
+</tr>
+<tr id="i2" class="altColor">
+<td class="colFirst"><code>java.lang.String</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#getFileExtension--">getFileExtension</a></span>()</code>&nbsp;</td>
+</tr>
+<tr id="i3" class="rowColor">
+<td class="colFirst"><code><a href="../../../../jcgp/backend/modules/problem/BestFitness.html" title="enum in jcgp.backend.modules.problem">BestFitness</a></code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#getFitnessOrientation--">getFitnessOrientation</a></span>()</code>&nbsp;</td>
+</tr>
+<tr id="i4" class="altColor">
+<td class="colFirst"><code><a href="../../../../jcgp/backend/function/FunctionSet.html" title="class in jcgp.backend.function">FunctionSet</a></code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#getFunctionSet--">getFunctionSet</a></span>()</code>&nbsp;</td>
+</tr>
+<tr id="i5" class="rowColor">
+<td class="colFirst"><code>abstract int</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#hasImprovement-jcgp.backend.population.Population-">hasImprovement</a></span>(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population)</code>
+<div class="block">Used to assert whether a given population has a chromosome that is an improvement over
+ the current best chromosome.</div>
+</td>
+</tr>
+<tr id="i6" class="altColor">
+<td class="colFirst"><code>abstract void</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#parseProblemData-java.io.File-jcgp.backend.resources.ModifiableResources-">parseProblemData</a></span>(java.io.File&nbsp;file,
+ <a href="../../../../jcgp/backend/resources/ModifiableResources.html" title="class in jcgp.backend.resources">ModifiableResources</a>&nbsp;resources)</code>
+<div class="block">Parses the specified file and uses the parsed data to
+ set up the problem type instance appropriately.</div>
+</td>
+</tr>
+<tr id="i7" class="rowColor">
+<td class="colFirst"><code>abstract int</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#perfectSolutionFound-jcgp.backend.population.Population-">perfectSolutionFound</a></span>(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population)</code>
+<div class="block">Used to assert whether a given population contains a perfect solution
+ to the problem.</div>
+</td>
+</tr>
+<tr id="i8" class="altColor">
+<td class="colFirst"><code>void</code></td>
+<td class="colLast"><code><span class="memberNameLink"><a href="../../../../jcgp/backend/modules/problem/Problem.html#reset--">reset</a></span>()</code>
+<div class="block">Resets the bestFitness parameter.</div>
+</td>
+</tr>
+</table>
+<ul class="blockList">
+<li class="blockList"><a name="methods.inherited.from.class.jcgp.backend.modules.Module">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;jcgp.backend.modules.<a href="../../../../jcgp/backend/modules/Module.html" title="class in jcgp.backend.modules">Module</a></h3>
+<code><a href="../../../../jcgp/backend/modules/Module.html#getLocalParameters--">getLocalParameters</a>, <a href="../../../../jcgp/backend/modules/Module.html#toString--">toString</a></code></li>
+</ul>
+<ul class="blockList">
+<li class="blockList"><a name="methods.inherited.from.class.java.lang.Object">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;java.lang.Object</h3>
+<code>equals, getClass, hashCode, notify, notifyAll, wait, wait, wait</code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+<div class="details">
+<ul class="blockList">
+<li class="blockList">
+<!-- ========= CONSTRUCTOR DETAIL ======== -->
+<ul class="blockList">
+<li class="blockList"><a name="constructor.detail">
+<!-- -->
+</a>
+<h3>Constructor Detail</h3>
+<a name="Problem-jcgp.backend.resources.Resources-">
+<!-- -->
+</a>
+<ul class="blockListLast">
+<li class="blockList">
+<h4>Problem</h4>
+<pre>public&nbsp;Problem(<a href="../../../../jcgp/backend/resources/Resources.html" title="class in jcgp.backend.resources">Resources</a>&nbsp;resources)</pre>
+<div class="block">Initialises the two problem-wide parameters, maxFitness and bestFitness.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>resources</code> - a reference to the experiment's resources.</dd>
+</dl>
+</li>
+</ul>
+</li>
+</ul>
+<!-- ============ METHOD DETAIL ========== -->
+<ul class="blockList">
+<li class="blockList"><a name="method.detail">
+<!-- -->
+</a>
+<h3>Method Detail</h3>
+<a name="evaluate-jcgp.backend.population.Population-jcgp.backend.resources.Resources-">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>evaluate</h4>
+<pre>public abstract&nbsp;void&nbsp;evaluate(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population,
+ <a href="../../../../jcgp/backend/resources/Resources.html" title="class in jcgp.backend.resources">Resources</a>&nbsp;resources)</pre>
+<div class="block">The most important method of the problem type. This is called once
+ per generation, when the new population has been generated.
+ <br><br>
+ The basic functionality of this method is to loop through all chromosomes
+ in the population and decode them according to the problem type. The
+ fitness of each chromosome is then calculated using the problem data
+ or otherwise (subjective problem types such as art generation might
+ leave fitness evaluations up to the user) and assigned to the appropriate
+ chromosome.
+ <br><br>
+ In addition, realisations of this method should update the value of
+ bestFitness as appropriate, since the value of this parameter is displayed
+ if a GUI is in use.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>population</code> - the population to be evaluated.</dd>
+<dd><code>resources</code> - parameters and utilities for optional reference.</dd>
+</dl>
+</li>
+</ul>
+<a name="perfectSolutionFound-jcgp.backend.population.Population-">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>perfectSolutionFound</h4>
+<pre>public abstract&nbsp;int&nbsp;perfectSolutionFound(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population)</pre>
+<div class="block">Used to assert whether a given population contains a perfect solution
+ to the problem. It is up to the problem to define what qualifies
+ a perfect solution, as some problems (subject ones such as music and
+ art evolution, for example) might not have perfect solutions at all.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>population</code> - the population to search through for a perfect chromosome.</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the perfect solution index, if one exits, -1 if no perfect solution was found.</dd>
+</dl>
+</li>
+</ul>
+<a name="hasImprovement-jcgp.backend.population.Population-">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>hasImprovement</h4>
+<pre>public abstract&nbsp;int&nbsp;hasImprovement(<a href="../../../../jcgp/backend/population/Population.html" title="class in jcgp.backend.population">Population</a>&nbsp;population)</pre>
+<div class="block">Used to assert whether a given population has a chromosome that is an improvement over
+ the current best chromosome. A typical implementation of this method
+ will simply compare chromosome fitness values, though the problem type
+ is free to implement this in any way.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>population</code> - the population potentially containing a fitter chromosome.</dd>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the index of the first chromosome in the population that is an improvement, -1 if none is found.</dd>
+</dl>
+</li>
+</ul>
+<a name="parseProblemData-java.io.File-jcgp.backend.resources.ModifiableResources-">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>parseProblemData</h4>
+<pre>public abstract&nbsp;void&nbsp;parseProblemData(java.io.File&nbsp;file,
+ <a href="../../../../jcgp/backend/resources/ModifiableResources.html" title="class in jcgp.backend.resources">ModifiableResources</a>&nbsp;resources)</pre>
+<div class="block">Parses the specified file and uses the parsed data to
+ set up the problem type instance appropriately. Any necessary
+ resource changes can be performed using the provided <code>ModifiableResources</code>
+ instance.
+ <br><br>
+ In addition, realisations of this method should update the value of
+ maxFitness where appropriate, as this may be displayed to the user
+ if a GUI is in use.</div>
+<dl>
+<dt><span class="paramLabel">Parameters:</span></dt>
+<dd><code>file</code> - the data file to parse.</dd>
+<dd><code>resources</code> - a modifiable reference to the experiment's resources.</dd>
+</dl>
+</li>
+</ul>
+<a name="getFunctionSet--">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>getFunctionSet</h4>
+<pre>public&nbsp;<a href="../../../../jcgp/backend/function/FunctionSet.html" title="class in jcgp.backend.function">FunctionSet</a>&nbsp;getFunctionSet()</pre>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the FunctionSet object used by this problem type.</dd>
+</dl>
+</li>
+</ul>
+<a name="getFileExtension--">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>getFileExtension</h4>
+<pre>public&nbsp;java.lang.String&nbsp;getFileExtension()</pre>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the file extension accepted by this problem type for problem data files.</dd>
+</dl>
+</li>
+</ul>
+<a name="getFitnessOrientation--">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>getFitnessOrientation</h4>
+<pre>public&nbsp;<a href="../../../../jcgp/backend/modules/problem/BestFitness.html" title="enum in jcgp.backend.modules.problem">BestFitness</a>&nbsp;getFitnessOrientation()</pre>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the fitness orientation of this particular problem.</dd>
+</dl>
+</li>
+</ul>
+<a name="getBestFitness--">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>getBestFitness</h4>
+<pre>public&nbsp;double&nbsp;getBestFitness()</pre>
+<dl>
+<dt><span class="returnLabel">Returns:</span></dt>
+<dd>the current best fitness, in other words, the fitness
+ value of the fittest chromosome in the current generation.</dd>
+</dl>
+</li>
+</ul>
+<a name="reset--">
+<!-- -->
+</a>
+<ul class="blockListLast">
+<li class="blockList">
+<h4>reset</h4>
+<pre>public&nbsp;void&nbsp;reset()</pre>
+<div class="block">Resets the bestFitness parameter.</div>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</div>
+<!-- ========= END OF CLASS DATA ========= -->
+<!-- ======= START OF BOTTOM NAVBAR ====== -->
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+<!-- -->
+</a></div>
+<!-- ======== END OF BOTTOM NAVBAR ======= -->
+</body>
+</html>