74-add-jFuzzyLogic #75
@ -1,6 +1,6 @@
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package ru.ulstu.extractor.rule.service;
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import net.sourceforge.jFuzzyLogic.defuzzifier.DefuzzifierCenterOfArea;
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import net.sourceforge.jFuzzyLogic.defuzzifier.DefuzzifierCenterOfGravity;
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import net.sourceforge.jFuzzyLogic.membership.MembershipFunctionTriangular;
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import net.sourceforge.jFuzzyLogic.rule.FuzzyRule;
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import net.sourceforge.jFuzzyLogic.rule.FuzzyRuleExpression;
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@ -12,18 +12,21 @@ import net.sourceforge.jFuzzyLogic.ruleConnection.RuleConnectionMethodAndMin;
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import net.sourceforge.jFuzzyLogic.ruleImplication.RuleImplicationMethodMin;
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import java.util.Collections;
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import java.util.Comparator;
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import java.util.LinkedList;
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public class FuzzyInference {
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public void run() {
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FuzzyRule fuzzyRule = new FuzzyRule("rule 1");
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FuzzyRule fuzzyRule1 = new FuzzyRule("rule 1");
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FuzzyRule fuzzyRule2 = new FuzzyRule("rule 2");
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FuzzyRule fuzzyRule3 = new FuzzyRule("rule 3");
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Variable weather = new Variable("Погода");
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weather.getLinguisticTerms().put("солнечно",
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new LinguisticTerm("солнечно", new MembershipFunctionTriangular(10, 20, 30)));
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new LinguisticTerm("солнечно", new MembershipFunctionTriangular(0, 20, 30)));
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weather.getLinguisticTerms().put("мороз",
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new LinguisticTerm("мороз", new MembershipFunctionTriangular(-50, 0, 10)));
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weather.setDefuzzifier(new DefuzzifierCenterOfArea(weather));
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new LinguisticTerm("мороз", new MembershipFunctionTriangular(-50, -10, 10)));
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weather.setDefuzzifier(new DefuzzifierCenterOfGravity(weather));
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Variable suit = new Variable("Одежда");
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@ -31,40 +34,66 @@ public class FuzzyInference {
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new LinguisticTerm("легко одет", new MembershipFunctionTriangular(0, 5, 10)));
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suit.getLinguisticTerms().put("тепло одет",
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new LinguisticTerm("тепло одет", new MembershipFunctionTriangular(5, 10, 20)));
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suit.setDefuzzifier(new DefuzzifierCenterOfArea(suit));
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suit.setDefuzzifier(new DefuzzifierCenterOfGravity(suit));
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Variable feel = new Variable("Ощущение");
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feel.getLinguisticTerms().put("Холодно",
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new LinguisticTerm("Холодно", new MembershipFunctionTriangular(0, 5, 10)));
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feel.getLinguisticTerms().put("Жарко",
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new LinguisticTerm("Жарко", new MembershipFunctionTriangular(5, 10, 20)));
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feel.setDefuzzifier(new DefuzzifierCenterOfArea(feel));
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feel.setDefuzzifier(new DefuzzifierCenterOfGravity(feel));
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FuzzyRuleTerm weatherTerm1 = new FuzzyRuleTerm(weather, "солнечно", false);
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//FuzzyRuleTerm weatherTerm2 = new FuzzyRuleTerm(weather, "мороз", false);
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//FuzzyRuleTerm weatherTerm3 = new FuzzyRuleTerm(weather, "дождливо", false);
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FuzzyRuleTerm weatherTerm2 = new FuzzyRuleTerm(weather, "мороз", false);
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//FuzzyRuleTerm suitTerm1 = new FuzzyRuleTerm(suit, "легко одет", false);
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FuzzyRuleTerm suitTerm1 = new FuzzyRuleTerm(suit, "легко одет", false);
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FuzzyRuleTerm suitTerm2 = new FuzzyRuleTerm(suit, "тепло одет", false);
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//FuzzyRuleTerm suitTerm3 = new FuzzyRuleTerm(suit, "промокающая", false);
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//FuzzyRuleTerm feelCold = new FuzzyRuleTerm(feel, "Холодно", false);
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FuzzyRuleTerm feelCold = new FuzzyRuleTerm(feel, "Холодно", false);
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FuzzyRuleTerm feelWarm = new FuzzyRuleTerm(feel, "Жарко", false);
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//FuzzyRuleTerm feelBad = new FuzzyRuleTerm(feel, "Сыро", false);
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FuzzyRuleExpression expression1 = new FuzzyRuleExpression(weatherTerm1, suitTerm2, new RuleConnectionMethodAndMin());
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//FuzzyRuleExpression expression2 = new FuzzyRuleExpression(weatherTerm2, suitTerm1, new RuleConnectionMethodAndMin());
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fuzzyRule.setAntecedents(expression1);
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fuzzyRule.setConsequents(new LinkedList<>(Collections.singleton(feelWarm)));
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fuzzyRule1.setAntecedents(expression1);
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fuzzyRule1.setConsequents(new LinkedList<>(Collections.singleton(feelWarm)));
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fuzzyRule.evaluate(new RuleImplicationMethodMin());
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FuzzyRuleExpression expression2 = new FuzzyRuleExpression(weatherTerm2, suitTerm1, new RuleConnectionMethodAndMin());
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fuzzyRule2.setAntecedents(expression2);
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fuzzyRule2.setConsequents(new LinkedList<>(Collections.singleton(feelCold)));
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FuzzyRuleExpression expression3 = new FuzzyRuleExpression(weatherTerm1, suitTerm1, new RuleConnectionMethodAndMin());
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fuzzyRule3.setAntecedents(expression3);
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fuzzyRule3.setConsequents(new LinkedList<>(Collections.singleton(feelCold)));
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fuzzyRule1.evaluate(new RuleImplicationMethodMin());
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fuzzyRule2.evaluate(new RuleImplicationMethodMin());
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//fuzzyRule3.evaluate(new RuleImplicationMethodMin());
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FuzzyRuleSet set = new FuzzyRuleSet();
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set.add(fuzzyRule);
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set.add(fuzzyRule1);
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set.add(fuzzyRule2);
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set.add(fuzzyRule3);
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set.evaluate();
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System.out.println(fuzzyRule.toString());
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set.setVariable("Погода", 25);
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set.setVariable("Одежда", 7);
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// Evaluate fuzzy set
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set.evaluate();
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// Show output variable's chart
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//set.getVariable("Ощущение").chartDefuzzifier(true);
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System.out.println(set.getVariable("Ощущение").getLatestDefuzzifiedValue());
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System.out.println(set);
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System.out.println(set.getVariable("Ощущение"));
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System.out.println(
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feel.getLinguisticTerms()
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.entrySet()
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.stream()
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.max(Comparator.comparing(e -> e.getValue()
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.getMembershipFunction()
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.membership(set.getVariable("Ощущение").getLatestDefuzzifiedValue())))
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.get()
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.getValue().getTermName()
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);
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set.getVariable("Ощущение").chartDefuzzifier(true);
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}
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}
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