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2014-12-19 14:30:46 +01:00
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<title> jFuzzyLogic: Open Source Fuzzy Logic (Java) </title>
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<a href="http://jfuzzylogic.sourceforge.net/">jFuzzyLogic</a>
<p style="font-size: 12pt" align=right><b>Open Source Fuzzy Logic library and FCL language implementation</b></p>
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<center><h3> Optimization example </h3></center>
Java code to optimize fuzzy sets' parameters and fuzzy rule's weights<p>
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<pre>
//---
// Load FIS (Fuzzy Inference System)
//---
FIS fis = FIS.load("fcl/qualify.fcl");
RuleBlock ruleBlock = fis.getFunctionBlock().getRuleBlock();
//---
// Create a list of parameter to optimize
//---
ArrayList<Parameter> parameterList = new ArrayList<Parameter>();
// Add variables.
// Note: Fuzzy sets' parameters for these
// variables will be optimized
Parameter.parameterListAddVariable(parameterList
, fis.getVariable("scoring"));
Parameter.parameterListAddVariable(parameterList
, fis.getVariable("credLimMul"));
// Add every rule's weight
for( Rule rule = ruleBlock )
Parameter.parameterListAddRule(parameterList, rule);
//---
// Create an error function to be
// optimzed (i.e. minimized)
//---
ErrorFunctionQualify errorFunction = new ErrorFunctionQualify();
//---
// Optimize (using 'Delta jump optimization')
//---
OptimizationDeltaJump optimizationDeltaJump =
new OptimizationDeltaJump(ruleBlock
, errorFunction, parameterList);
// Number optimization of iterations
optimizationDeltaJump.setMaxIterations(20);
optimizationDeltaJump.optimize(true);
</pre>
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The error funcion (in this particular case, ErrorFunctionQualify) can be just any error function, the structure for the code should be like this:
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<pre>
public class ErrorFunctionQualify extends ErrorFunction {
public double evaluate(RuleBlock ruleBlock) {
double error;
// Caculate your desired error here...
return error;
}
}
</pre>
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<p style="font-size: 8pt" align=center><font color=#777777> - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - </font></p>
<center><b>Author: <a class="body" href="http://www.mcb.mcgill.ca/~pcingola/">Pablo Cingolani</a> (pcingola@users.sourceforge.net</a>)</b></center>
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Key words (for search engines): <br>
Fuzzy logic <br>
Fuzzy logic software <br>
Fuzzy logic package <br>
Fuzzy logic library <br>
Fuzzy logic sourceforge sf.net <br>
Open source <br>
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GPL LGPL <br>
java <br>
Windows Linux OSX <br>
FCL <br>
IEC 1131 <br>
IEC 61131 <br>
IEC 61131 part 7 <br>
IEC 61131-7 <br>
<a href="http://en.wikipedia.org/wiki/Fuzzy_logic">Fuzzy logic Wikipedia</a> <br>
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