diff options
Diffstat (limited to 'examples/takagi-sugeno/octave/heart_disease_risk.java')
| -rw-r--r-- | examples/takagi-sugeno/octave/heart_disease_risk.java | 79 |
1 files changed, 79 insertions, 0 deletions
diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.java b/examples/takagi-sugeno/octave/heart_disease_risk.java new file mode 100644 index 0000000..fcd67c9 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.java @@ -0,0 +1,79 @@ +import com.fuzzylite.*; +import com.fuzzylite.defuzzifier.*; +import com.fuzzylite.factory.*; +import com.fuzzylite.hedge.*; +import com.fuzzylite.imex.*; +import com.fuzzylite.norm.*; +import com.fuzzylite.norm.s.*; +import com.fuzzylite.norm.t.*; +import com.fuzzylite.rule.*; +import com.fuzzylite.term.*; +import com.fuzzylite.variable.*; + +public class heart_disease_risk{ +public static void main(String[] args){ +Engine engine = new Engine(); +engine.setName("Heart-Disease-Risk"); + +InputVariable inputVariable1 = new InputVariable(); +inputVariable1.setEnabled(true); +inputVariable1.setName("LDLLevel"); +inputVariable1.setRange(0.000, 300.000); +inputVariable1.addTerm(new Trapezoid("Low", -1.000, 0.000, 90.000, 110.000)); +inputVariable1.addTerm(new Trapezoid("LowBorderline", 90.000, 110.000, 120.000, 140.000)); +inputVariable1.addTerm(new Trapezoid("Borderline", 120.000, 140.000, 150.000, 170.000)); +inputVariable1.addTerm(new Trapezoid("HighBorderline", 150.000, 170.000, 180.000, 200.000)); +inputVariable1.addTerm(new Trapezoid("High", 180.000, 200.000, 300.000, 301.000)); +engine.addInputVariable(inputVariable1); + +InputVariable inputVariable2 = new InputVariable(); +inputVariable2.setEnabled(true); +inputVariable2.setName("HDLLevel"); +inputVariable2.setRange(0.000, 100.000); +inputVariable2.addTerm(new Trapezoid("LowHDL", -1.000, 0.000, 35.000, 45.000)); +inputVariable2.addTerm(new Trapezoid("ModerateHDL", 35.000, 45.000, 55.000, 65.000)); +inputVariable2.addTerm(new Trapezoid("HighHDL", 55.000, 65.000, 100.000, 101.000)); +engine.addInputVariable(inputVariable2); + +OutputVariable outputVariable = new OutputVariable(); +outputVariable.setEnabled(true); +outputVariable.setName("HeartDiseaseRisk"); +outputVariable.setRange(0.000, 10.000); +outputVariable.fuzzyOutput().setAccumulation(null); +outputVariable.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable.setDefaultValue(Double.NaN); +outputVariable.setLockPreviousOutputValue(false); +outputVariable.setLockOutputValueInRange(false); +outputVariable.addTerm(new Constant("NoRisk", 0.000)); +outputVariable.addTerm(new Constant("LowRisk", 2.500)); +outputVariable.addTerm(new Constant("MediumRisk", 5.000)); +outputVariable.addTerm(new Constant("HighRisk", 7.500)); +outputVariable.addTerm(new Constant("ExtremeRisk", 10.000)); +engine.addOutputVariable(outputVariable); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setEnabled(true); +ruleBlock.setName(""); +ruleBlock.setConjunction(new Minimum()); +ruleBlock.setDisjunction(null); +ruleBlock.setActivation(null); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} |