int main(int argc, char** argv){ //Code automatically generated with jfuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("tipper"); engine->setDescription(""); InputVariable* service = new InputVariable; service->setName("service"); service->setDescription(""); service->setEnabled(true); service->setRange(0.000, 10.000); service->setLockValueInRange(false); service->addTerm(new Gaussian("poor", 0.000, 1.500)); service->addTerm(new Gaussian("good", 5.000, 1.500)); service->addTerm(new Gaussian("excellent", 10.000, 1.500)); engine->addInputVariable(service); InputVariable* food = new InputVariable; food->setName("food"); food->setDescription(""); food->setEnabled(true); food->setRange(0.000, 10.000); food->setLockValueInRange(false); food->addTerm(new Trapezoid("rancid", 0.000, 0.000, 1.000, 3.000)); food->addTerm(new Trapezoid("delicious", 7.000, 9.000, 10.000, 10.000)); engine->addInputVariable(food); OutputVariable* tip = new OutputVariable; tip->setName("tip"); tip->setDescription(""); tip->setEnabled(true); tip->setRange(0.000, 30.000); tip->setLockValueInRange(false); tip->setAggregation(new Maximum); tip->setDefuzzifier(new Centroid(200)); tip->setDefaultValue(fl::nan); tip->setLockPreviousValue(false); tip->addTerm(new Triangle("cheap", 0.000, 5.000, 10.000)); tip->addTerm(new Triangle("average", 10.000, 15.000, 20.000)); tip->addTerm(new Triangle("generous", 20.000, 25.000, 30.000)); engine->addOutputVariable(tip); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setName(""); ruleBlock->setDescription(""); ruleBlock->setEnabled(true); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if service is poor or food is rancid then tip is cheap", engine)); ruleBlock->addRule(Rule::parse("if service is good then tip is average", engine)); ruleBlock->addRule(Rule::parse("if service is excellent or food is delicious then tip is generous", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //C++ code generated with fuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("sltbu_fl"); InputVariable* distance = new InputVariable; distance->setEnabled(true); distance->setName("distance"); distance->setRange(0.000, 25.000); distance->setLockValueInRange(false); distance->addTerm(new ZShape("near", 1.000, 2.000)); distance->addTerm(new SShape("far", 1.000, 2.000)); engine->addInputVariable(distance); InputVariable* control1 = new InputVariable; control1->setEnabled(true); control1->setName("control1"); control1->setRange(-0.785, 0.785); control1->setLockValueInRange(false); engine->addInputVariable(control1); InputVariable* control2 = new InputVariable; control2->setEnabled(true); control2->setName("control2"); control2->setRange(-0.785, 0.785); control2->setLockValueInRange(false); engine->addInputVariable(control2); OutputVariable* control = new OutputVariable; control->setEnabled(true); control->setName("control"); control->setRange(-0.785, 0.785); control->setLockValueInRange(false); control->fuzzyOutput()->setAggregation(fl::null); control->setDefuzzifier(new WeightedAverage("TakagiSugeno")); control->setDefaultValue(fl::nan); control->setLockPreviousValue(false); control->addTerm(Linear::create("out1mf1", engine, 0.000, 0.000, 1.000, 0.000)); control->addTerm(Linear::create("out1mf2", engine, 0.000, 1.000, 0.000, 0.000)); engine->addOutputVariable(control); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(fl::null); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if distance is near then control is out1mf1", engine)); ruleBlock->addRule(Rule::parse("if distance is far then control is out1mf2", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv) { using namespace fl; Engine* engine = new Engine; engine->setName("mam21"); InputVariable* angle = new InputVariable; angle->setEnabled(true); angle->setName("angle"); angle->setRange(-5.000, 5.000); angle->setLockValueInRange(false); angle->addTerm(new Bell("small", -5.000, 5.000, 8.000)); angle->addTerm(new Bell("big", 5.000, 5.000, 8.000)); engine->addInputVariable(angle); InputVariable* velocity = new InputVariable; velocity->setEnabled(true); velocity->setName("velocity"); velocity->setRange(-5.000, 5.000); velocity->setLockValueInRange(false); velocity->addTerm(new Bell("small", -5.000, 5.000, 2.000)); velocity->addTerm(new Bell("big", 5.000, 5.000, 2.000)); engine->addInputVariable(velocity); OutputVariable* force = new OutputVariable; force->setEnabled(true); force->setName("force"); force->setRange(-5.000, 5.000); force->setLockValueInRange(false); force->fuzzyOutput()->setAggregation(new Maximum); force->setDefuzzifier(new Centroid(200)); force->setDefaultValue(fl::nan); force->setLockPreviousValue(false); force->addTerm(new Bell("negBig", -5.000, 1.670, 8.000)); force->addTerm(new Bell("negSmall", -1.670, 1.670, 8.000)); force->addTerm(new Bell("posSmall", 1.670, 1.670, 8.000)); force->addTerm(new Bell("posBig", 5.000, 1.670, 8.000)); engine->addOutputVariable(force); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->setActivation(new General); ruleBlock->addRule(fl::Rule::parse("if angle is small and velocity is small then force is negBig", engine)); ruleBlock->addRule(fl::Rule::parse("if angle is small and velocity is big then force is negSmall", engine)); ruleBlock->addRule(fl::Rule::parse("if angle is big and velocity is small then force is posSmall", engine)); ruleBlock->addRule(fl::Rule::parse("if angle is big and velocity is big then force is posBig", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; Engine* engine = new Engine; engine->setName("anfis"); InputVariable* inputVariable1 = new InputVariable; inputVariable1->setEnabled(true); inputVariable1->setName("in_n1"); inputVariable1->setRange(1.000, 31.000); inputVariable1->setLockValueInRange(false); inputVariable1->addTerm(new Bell("in1mf1", 2.253, 16.220, 5.050)); inputVariable1->addTerm(new Bell("in1mf2", 31.260, 15.021, 1.843)); engine->addInputVariable(inputVariable1); InputVariable* inputVariable2 = new InputVariable; inputVariable2->setEnabled(true); inputVariable2->setName("in_n2"); inputVariable2->setRange(1.000, 31.000); inputVariable2->setLockValueInRange(false); inputVariable2->addTerm(new Bell("in2mf1", 0.740, 15.021, 1.843)); inputVariable2->addTerm(new Bell("in2mf2", 29.747, 16.220, 5.050)); engine->addInputVariable(inputVariable2); OutputVariable* outputVariable = new OutputVariable; outputVariable->setEnabled(true); outputVariable->setName("out1"); outputVariable->setRange(-0.334, 1.000); outputVariable->setLockValueInRange(false); outputVariable->fuzzyOutput()->setAccumulation(fl::null); outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); outputVariable->setDefaultValue(fl::nan); outputVariable->setLockPreviousValue(false); outputVariable->addTerm(Linear::create("out1mf1", engine, 0.026, 0.071, -0.615)); outputVariable->addTerm(Linear::create("out1mf2", engine, -0.036, 0.036, -1.169)); outputVariable->addTerm(Linear::create("out1mf3", engine, -0.094, 0.094, 2.231)); outputVariable->addTerm(Linear::create("out1mf4", engine, -0.071, -0.026, 2.479)); engine->addOutputVariable(outputVariable); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new AlgebraicProduct); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf1 and in_n2 is in2mf1 then out1 is out1mf1", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf1 and in_n2 is in2mf2 then out1 is out1mf2", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf2 and in_n2 is in2mf1 then out1 is out1mf3", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf2 and in_n2 is in2mf2 then out1 is out1mf4", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; Engine* engine = new Engine; engine->setName("tipper"); InputVariable* inputVariable1 = new InputVariable; inputVariable1->setEnabled(true); inputVariable1->setName("service"); inputVariable1->setRange(0.000, 10.000); inputVariable1->setLockValueInRange(false); inputVariable1->addTerm(new Gaussian("poor", 0.000, 1.500)); inputVariable1->addTerm(new Gaussian("good", 5.000, 1.500)); inputVariable1->addTerm(new Gaussian("excellent", 10.000, 1.500)); engine->addInputVariable(inputVariable1); InputVariable* inputVariable2 = new InputVariable; inputVariable2->setEnabled(true); inputVariable2->setName("food"); inputVariable2->setRange(0.000, 10.000); inputVariable2->setLockValueInRange(false); inputVariable2->addTerm(new Trapezoid("rancid", 0.000, 0.000, 1.000, 3.000)); inputVariable2->addTerm(new Trapezoid("delicious", 7.000, 9.000, 10.000, 10.000)); engine->addInputVariable(inputVariable2); OutputVariable* outputVariable = new OutputVariable; outputVariable->setEnabled(true); outputVariable->setName("tip"); outputVariable->setRange(0.000, 30.000); outputVariable->setLockValueInRange(false); outputVariable->fuzzyOutput()->setAccumulation(new Maximum); outputVariable->setDefuzzifier(new Centroid(200)); outputVariable->setDefaultValue(fl::nan); outputVariable->setLockPreviousValue(false); outputVariable->addTerm(new Triangle("cheap", 0.000, 5.000, 10.000)); outputVariable->addTerm(new Triangle("average", 10.000, 15.000, 20.000)); outputVariable->addTerm(new Triangle("generous", 20.000, 25.000, 30.000)); engine->addOutputVariable(outputVariable); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->addRule(fl::Rule::parse("if service is poor or food is rancid then tip is cheap", engine)); ruleBlock->addRule(fl::Rule::parse("if service is good then tip is average", engine)); ruleBlock->addRule(fl::Rule::parse("if service is excellent or food is delicious then tip is generous", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; 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->setLockValueInRange(false); 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->setLockValueInRange(false); 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->setLockValueInRange(false); outputVariable->fuzzyOutput()->setAccumulation(fl::null); outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); outputVariable->setDefaultValue(fl::nan); outputVariable->setLockPreviousValue(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(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //Code automatically generated with jfuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("Laundry"); engine->setDescription(""); InputVariable* Load = new InputVariable; Load->setName("Load"); Load->setDescription(""); Load->setEnabled(true); Load->setRange(0.000, 6.000); Load->setLockValueInRange(false); Load->addTerm(Discrete::create("small", 8, 0.000, 1.000, 1.000, 1.000, 2.000, 0.800, 5.000, 0.000)); Load->addTerm(Discrete::create("normal", 6, 3.000, 0.000, 4.000, 1.000, 6.000, 0.000)); engine->addInputVariable(Load); InputVariable* Dirt = new InputVariable; Dirt->setName("Dirt"); Dirt->setDescription(""); Dirt->setEnabled(true); Dirt->setRange(0.000, 6.000); Dirt->setLockValueInRange(false); Dirt->addTerm(Discrete::create("low", 6, 0.000, 1.000, 2.000, 0.800, 5.000, 0.000)); Dirt->addTerm(Discrete::create("high", 8, 1.000, 0.000, 2.000, 0.200, 4.000, 0.800, 6.000, 1.000)); engine->addInputVariable(Dirt); OutputVariable* Detergent = new OutputVariable; Detergent->setName("Detergent"); Detergent->setDescription(""); Detergent->setEnabled(true); Detergent->setRange(0.000, 80.000); Detergent->setLockValueInRange(false); Detergent->setAggregation(new Maximum); Detergent->setDefuzzifier(new MeanOfMaximum(500)); Detergent->setDefaultValue(fl::nan); Detergent->setLockPreviousValue(false); Detergent->addTerm(Discrete::create("less_than_usual", 6, 10.000, 0.000, 40.000, 1.000, 50.000, 0.000)); Detergent->addTerm(Discrete::create("usual", 8, 40.000, 0.000, 50.000, 1.000, 60.000, 1.000, 80.000, 0.000)); Detergent->addTerm(Discrete::create("more_than_usual", 4, 50.000, 0.000, 80.000, 1.000)); engine->addOutputVariable(Detergent); OutputVariable* Cycle = new OutputVariable; Cycle->setName("Cycle"); Cycle->setDescription(""); Cycle->setEnabled(true); Cycle->setRange(0.000, 20.000); Cycle->setLockValueInRange(false); Cycle->setAggregation(new Maximum); Cycle->setDefuzzifier(new MeanOfMaximum(500)); Cycle->setDefaultValue(fl::nan); Cycle->setLockPreviousValue(false); Cycle->addTerm(Discrete::create("short", 6, 0.000, 1.000, 10.000, 1.000, 20.000, 0.000)); Cycle->addTerm(Discrete::create("long", 4, 10.000, 0.000, 20.000, 1.000)); engine->addOutputVariable(Cycle); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setName(""); ruleBlock->setDescription(""); ruleBlock->setEnabled(true); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if Load is small and Dirt is not high then Detergent is less_than_usual", engine)); ruleBlock->addRule(Rule::parse("if Load is small and Dirt is high then Detergent is usual", engine)); ruleBlock->addRule(Rule::parse("if Load is normal and Dirt is low then Detergent is less_than_usual", engine)); ruleBlock->addRule(Rule::parse("if Load is normal and Dirt is high then Detergent is more_than_usual", engine)); ruleBlock->addRule(Rule::parse("if Detergent is usual or Detergent is less_than_usual then Cycle is short", engine)); ruleBlock->addRule(Rule::parse("if Detergent is more_than_usual then Cycle is long", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //C++ code generated with fuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("slcpp1"); InputVariable* in1 = new InputVariable; in1->setEnabled(true); in1->setName("in1"); in1->setRange(-0.300, 0.300); in1->setLockValueInRange(false); engine->addInputVariable(in1); InputVariable* in2 = new InputVariable; in2->setEnabled(true); in2->setName("in2"); in2->setRange(-1.000, 1.000); in2->setLockValueInRange(false); engine->addInputVariable(in2); InputVariable* in3 = new InputVariable; in3->setEnabled(true); in3->setName("in3"); in3->setRange(-3.000, 3.000); in3->setLockValueInRange(false); engine->addInputVariable(in3); InputVariable* in4 = new InputVariable; in4->setEnabled(true); in4->setName("in4"); in4->setRange(-3.000, 3.000); in4->setLockValueInRange(false); engine->addInputVariable(in4); InputVariable* in5 = new InputVariable; in5->setEnabled(true); in5->setName("in5"); in5->setRange(-3.000, 3.000); in5->setLockValueInRange(false); engine->addInputVariable(in5); InputVariable* in6 = new InputVariable; in6->setEnabled(true); in6->setName("in6"); in6->setRange(-3.000, 3.000); in6->setLockValueInRange(false); engine->addInputVariable(in6); InputVariable* pole_length = new InputVariable; pole_length->setEnabled(true); pole_length->setName("pole_length"); pole_length->setRange(0.500, 1.500); pole_length->setLockValueInRange(false); pole_length->addTerm(new ZShape("mf1", 0.500, 0.600)); pole_length->addTerm(new PiShape("mf2", 0.500, 0.600, 0.600, 0.700)); pole_length->addTerm(new PiShape("mf3", 0.600, 0.700, 0.700, 0.800)); pole_length->addTerm(new PiShape("mf4", 0.700, 0.800, 0.800, 0.900)); pole_length->addTerm(new PiShape("mf5", 0.800, 0.900, 0.900, 1.000)); pole_length->addTerm(new PiShape("mf6", 0.900, 1.000, 1.000, 1.100)); pole_length->addTerm(new PiShape("mf7", 1.000, 1.100, 1.100, 1.200)); pole_length->addTerm(new PiShape("mf8", 1.100, 1.200, 1.200, 1.300)); pole_length->addTerm(new PiShape("mf9", 1.200, 1.300, 1.300, 1.400)); pole_length->addTerm(new PiShape("mf10", 1.300, 1.400, 1.400, 1.500)); pole_length->addTerm(new SShape("mf11", 1.400, 1.500)); engine->addInputVariable(pole_length); OutputVariable* out = new OutputVariable; out->setEnabled(true); out->setName("out"); out->setRange(-10.000, 10.000); out->setLockValueInRange(false); out->fuzzyOutput()->setAggregation(fl::null); out->setDefuzzifier(new WeightedAverage("TakagiSugeno")); out->setDefaultValue(fl::nan); out->setLockPreviousValue(false); out->addTerm(Linear::create("outmf1", engine, 168.400, 31.000, -188.050, -49.250, -1.000, -2.700, 0.000, 0.000)); out->addTerm(Linear::create("outmf2", engine, 233.950, 47.190, -254.520, -66.580, -1.000, -2.740, 0.000, 0.000)); out->addTerm(Linear::create("outmf3", engine, 342.940, 74.730, -364.370, -95.230, -1.000, -2.780, 0.000, 0.000)); out->addTerm(Linear::create("outmf4", engine, 560.710, 130.670, -582.960, -152.240, -1.000, -2.810, 0.000, 0.000)); out->addTerm(Linear::create("outmf5", engine, 1213.880, 300.190, -1236.900, -322.800, -1.000, -2.840, 0.000, 0.000)); out->addTerm(Linear::create("outmf6", engine, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000)); out->addTerm(Linear::create("outmf7", engine, -1399.120, -382.950, 1374.630, 358.340, -1.000, -2.900, 0.000, 0.000)); out->addTerm(Linear::create("outmf8", engine, -746.070, -213.420, 720.900, 187.840, -1.000, -2.930, 0.000, 0.000)); out->addTerm(Linear::create("outmf9", engine, -528.520, -157.460, 502.680, 130.920, -1.000, -2.960, 0.000, 0.000)); out->addTerm(Linear::create("outmf10", engine, -419.870, -129.890, 393.380, 102.410, -1.000, -2.980, 0.000, 0.000)); out->addTerm(Linear::create("outmf11", engine, -354.770, -113.680, 327.650, 85.270, -1.000, -3.010, 0.000, 0.000)); engine->addOutputVariable(out); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(fl::null); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if pole_length is mf1 then out is outmf1", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf2 then out is outmf2", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf3 then out is outmf3", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf4 then out is outmf4", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf5 then out is outmf5", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf6 then out is outmf6", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf7 then out is outmf7", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf8 then out is outmf8", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf9 then out is outmf9", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf10 then out is outmf10", engine)); ruleBlock->addRule(Rule::parse("if pole_length is mf11 then out is outmf11", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //Code automatically generated with jfuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("shower"); engine->setDescription(""); InputVariable* temp = new InputVariable; temp->setName("temp"); temp->setDescription(""); temp->setEnabled(true); temp->setRange(-20.000, 20.000); temp->setLockValueInRange(false); temp->addTerm(new Trapezoid("cold", -30.000, -30.000, -15.000, 0.000)); temp->addTerm(new Triangle("good", -10.000, 0.000, 10.000)); temp->addTerm(new Trapezoid("hot", 0.000, 15.000, 30.000, 30.000)); engine->addInputVariable(temp); InputVariable* flow = new InputVariable; flow->setName("flow"); flow->setDescription(""); flow->setEnabled(true); flow->setRange(-1.000, 1.000); flow->setLockValueInRange(false); flow->addTerm(new Trapezoid("soft", -3.000, -3.000, -0.800, 0.000)); flow->addTerm(new Triangle("good", -0.400, 0.000, 0.400)); flow->addTerm(new Trapezoid("hard", 0.000, 0.800, 3.000, 3.000)); engine->addInputVariable(flow); OutputVariable* cold = new OutputVariable; cold->setName("cold"); cold->setDescription(""); cold->setEnabled(true); cold->setRange(-1.000, 1.000); cold->setLockValueInRange(false); cold->setAggregation(new Maximum); cold->setDefuzzifier(new Centroid(200)); cold->setDefaultValue(fl::nan); cold->setLockPreviousValue(false); cold->addTerm(new Triangle("closeFast", -1.000, -0.600, -0.300)); cold->addTerm(new Triangle("closeSlow", -0.600, -0.300, 0.000)); cold->addTerm(new Triangle("steady", -0.300, 0.000, 0.300)); cold->addTerm(new Triangle("openSlow", 0.000, 0.300, 0.600)); cold->addTerm(new Triangle("openFast", 0.300, 0.600, 1.000)); engine->addOutputVariable(cold); OutputVariable* hot = new OutputVariable; hot->setName("hot"); hot->setDescription(""); hot->setEnabled(true); hot->setRange(-1.000, 1.000); hot->setLockValueInRange(false); hot->setAggregation(new Maximum); hot->setDefuzzifier(new Centroid(200)); hot->setDefaultValue(fl::nan); hot->setLockPreviousValue(false); hot->addTerm(new Triangle("closeFast", -1.000, -0.600, -0.300)); hot->addTerm(new Triangle("closeSlow", -0.600, -0.300, 0.000)); hot->addTerm(new Triangle("steady", -0.300, 0.000, 0.300)); hot->addTerm(new Triangle("openSlow", 0.000, 0.300, 0.600)); hot->addTerm(new Triangle("openFast", 0.300, 0.600, 1.000)); engine->addOutputVariable(hot); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setName(""); ruleBlock->setDescription(""); ruleBlock->setEnabled(true); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if temp is cold and flow is soft then cold is openSlow and hot is openFast", engine)); ruleBlock->addRule(Rule::parse("if temp is cold and flow is good then cold is closeSlow and hot is openSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is cold and flow is hard then cold is closeFast and hot is closeSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is good and flow is soft then cold is openSlow and hot is openSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is good and flow is good then cold is steady and hot is steady", engine)); ruleBlock->addRule(Rule::parse("if temp is good and flow is hard then cold is closeSlow and hot is closeSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is hot and flow is soft then cold is openFast and hot is openSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is hot and flow is good then cold is openSlow and hot is closeSlow", engine)); ruleBlock->addRule(Rule::parse("if temp is hot and flow is hard then cold is closeSlow and hot is closeFast", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //Code automatically generated with jfuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("tsukamoto"); engine->setDescription(""); InputVariable* X = new InputVariable; X->setName("X"); X->setDescription(""); X->setEnabled(true); X->setRange(-10.000, 10.000); X->setLockValueInRange(false); X->addTerm(new Bell("small", -10.000, 5.000, 3.000)); X->addTerm(new Bell("medium", 0.000, 5.000, 3.000)); X->addTerm(new Bell("large", 10.000, 5.000, 3.000)); engine->addInputVariable(X); OutputVariable* Ramps = new OutputVariable; Ramps->setName("Ramps"); Ramps->setDescription(""); Ramps->setEnabled(true); Ramps->setRange(0.000, 1.000); Ramps->setLockValueInRange(false); Ramps->setAggregation(fl::null); Ramps->setDefuzzifier(new WeightedAverage("Automatic")); Ramps->setDefaultValue(fl::nan); Ramps->setLockPreviousValue(false); Ramps->addTerm(new Ramp("b", 0.600, 0.400)); Ramps->addTerm(new Ramp("a", 0.000, 0.250)); Ramps->addTerm(new Ramp("c", 0.700, 1.000)); engine->addOutputVariable(Ramps); OutputVariable* Sigmoids = new OutputVariable; Sigmoids->setName("Sigmoids"); Sigmoids->setDescription(""); Sigmoids->setEnabled(true); Sigmoids->setRange(0.020, 1.000); Sigmoids->setLockValueInRange(false); Sigmoids->setAggregation(fl::null); Sigmoids->setDefuzzifier(new WeightedAverage("Automatic")); Sigmoids->setDefaultValue(fl::nan); Sigmoids->setLockPreviousValue(false); Sigmoids->addTerm(new Sigmoid("b", 0.500, -30.000)); Sigmoids->addTerm(new Sigmoid("a", 0.130, 30.000)); Sigmoids->addTerm(new Sigmoid("c", 0.830, 30.000)); engine->addOutputVariable(Sigmoids); OutputVariable* ZSShapes = new OutputVariable; ZSShapes->setName("ZSShapes"); ZSShapes->setDescription(""); ZSShapes->setEnabled(true); ZSShapes->setRange(0.000, 1.000); ZSShapes->setLockValueInRange(false); ZSShapes->setAggregation(fl::null); ZSShapes->setDefuzzifier(new WeightedAverage("Automatic")); ZSShapes->setDefaultValue(fl::nan); ZSShapes->setLockPreviousValue(false); ZSShapes->addTerm(new ZShape("b", 0.300, 0.600)); ZSShapes->addTerm(new SShape("a", 0.000, 0.250)); ZSShapes->addTerm(new SShape("c", 0.700, 1.000)); engine->addOutputVariable(ZSShapes); OutputVariable* Concaves = new OutputVariable; Concaves->setName("Concaves"); Concaves->setDescription(""); Concaves->setEnabled(true); Concaves->setRange(0.000, 1.000); Concaves->setLockValueInRange(false); Concaves->setAggregation(fl::null); Concaves->setDefuzzifier(new WeightedAverage("Automatic")); Concaves->setDefaultValue(fl::nan); Concaves->setLockPreviousValue(false); Concaves->addTerm(new Concave("b", 0.500, 0.400)); Concaves->addTerm(new Concave("a", 0.240, 0.250)); Concaves->addTerm(new Concave("c", 0.900, 1.000)); engine->addOutputVariable(Concaves); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setName(""); ruleBlock->setDescription(""); ruleBlock->setEnabled(true); ruleBlock->setConjunction(fl::null); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if X is small then Ramps is a and Sigmoids is a and ZSShapes is a and Concaves is a", engine)); ruleBlock->addRule(Rule::parse("if X is medium then Ramps is b and Sigmoids is b and ZSShapes is b and Concaves is b", engine)); ruleBlock->addRule(Rule::parse("if X is large then Ramps is c and Sigmoids is c and ZSShapes is c and Concaves is c", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; Engine* engine = new Engine; engine->setName("qtfuzzylite"); InputVariable* inputVariable = new InputVariable; inputVariable->setEnabled(true); inputVariable->setName("AllInputTerms"); inputVariable->setRange(0.000, 6.500); inputVariable->setLockValueInRange(false); inputVariable->addTerm(new Sigmoid("A", 0.500, -20.000)); inputVariable->addTerm(new ZShape("B", 0.000, 1.000)); inputVariable->addTerm(new Ramp("C", 1.000, 0.000)); inputVariable->addTerm(new Triangle("D", 0.500, 1.000, 1.500)); inputVariable->addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); inputVariable->addTerm(new Concave("F", 0.850, 0.250)); inputVariable->addTerm(new Rectangle("G", 1.750, 2.250)); inputVariable->addTerm(Discrete::create("H", 10, 2.000, 0.000, 2.250, 1.000, 2.500, 0.500, 2.750, 1.000, 3.000, 0.000)); inputVariable->addTerm(new Gaussian("I", 3.000, 0.200)); inputVariable->addTerm(new Cosine("J", 3.250, 0.650)); inputVariable->addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); inputVariable->addTerm(new Spike("L", 3.640, 1.040)); inputVariable->addTerm(new Bell("M", 4.000, 0.250, 3.000)); inputVariable->addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); inputVariable->addTerm(new Concave("O", 5.650, 6.250)); inputVariable->addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); inputVariable->addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); inputVariable->addTerm(new Ramp("R", 5.500, 6.500)); inputVariable->addTerm(new SShape("S", 5.500, 6.500)); inputVariable->addTerm(new Sigmoid("T", 6.000, 20.000)); engine->addInputVariable(inputVariable); OutputVariable* outputVariable = new OutputVariable; outputVariable->setEnabled(true); outputVariable->setName("AllOutputTerms"); outputVariable->setRange(0.000, 6.500); outputVariable->setLockValueInRange(false); outputVariable->fuzzyOutput()->setAccumulation(new Maximum); outputVariable->setDefuzzifier(new Centroid(200)); outputVariable->setDefaultValue(fl::nan); outputVariable->setLockPreviousValue(false); outputVariable->addTerm(new Sigmoid("A", 0.500, -20.000)); outputVariable->addTerm(new ZShape("B", 0.000, 1.000)); outputVariable->addTerm(new Ramp("C", 1.000, 0.000)); outputVariable->addTerm(new Triangle("D", 0.500, 1.000, 1.500)); outputVariable->addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); outputVariable->addTerm(new Concave("F", 0.850, 0.250)); outputVariable->addTerm(new Rectangle("G", 1.750, 2.250)); outputVariable->addTerm(Discrete::create("H", 10, 2.000, 0.000, 2.250, 1.000, 2.500, 0.500, 2.750, 1.000, 3.000, 0.000)); outputVariable->addTerm(new Gaussian("I", 3.000, 0.200)); outputVariable->addTerm(new Cosine("J", 3.250, 0.650)); outputVariable->addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); outputVariable->addTerm(new Spike("L", 3.640, 1.040)); outputVariable->addTerm(new Bell("M", 4.000, 0.250, 3.000)); outputVariable->addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); outputVariable->addTerm(new Concave("O", 5.650, 6.250)); outputVariable->addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); outputVariable->addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); outputVariable->addTerm(new Ramp("R", 5.500, 6.500)); outputVariable->addTerm(new SShape("S", 5.500, 6.500)); outputVariable->addTerm(new Sigmoid("T", 6.000, 20.000)); engine->addOutputVariable(outputVariable); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new Minimum); ruleBlock->setDisjunction(new Maximum); ruleBlock->setImplication(new Minimum); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is A then AllOutputTerms is T", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is B then AllOutputTerms is S", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is C then AllOutputTerms is R", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is D then AllOutputTerms is Q", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is E then AllOutputTerms is P", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is F then AllOutputTerms is O", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is G then AllOutputTerms is N", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is H then AllOutputTerms is M", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is I then AllOutputTerms is L", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is J then AllOutputTerms is K", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is K then AllOutputTerms is J", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is L then AllOutputTerms is I", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is M then AllOutputTerms is H", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is N then AllOutputTerms is G", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is O then AllOutputTerms is F", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is P then AllOutputTerms is E", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is Q then AllOutputTerms is D", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is R then AllOutputTerms is C", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is S then AllOutputTerms is B", engine)); ruleBlock->addRule(fl::Rule::parse("if AllInputTerms is T then AllOutputTerms is A", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; Engine* engine = new Engine; engine->setName("invkine2"); InputVariable* input1 = new InputVariable; input1->setEnabled(true); input1->setName("input1"); input1->setRange(-6.287, 17.000); input1->setLockValueInRange(false); input1->addTerm(new Bell("in1mf1", -5.763, 3.015, 1.851)); input1->addTerm(new Bell("in1mf2", -1.624, 3.130, 2.111)); input1->addTerm(new Bell("in1mf3", 3.552, 3.193, 2.104)); input1->addTerm(new Bell("in1mf4", 8.273, 2.907, 1.985)); input1->addTerm(new Bell("in1mf5", 13.232, 2.708, 2.056)); input1->addTerm(new Bell("in1mf6", 17.783, 1.635, 1.897)); engine->addInputVariable(input1); InputVariable* input2 = new InputVariable; input2->setEnabled(true); input2->setName("input2"); input2->setRange(0.000, 16.972); input2->setLockValueInRange(false); input2->addTerm(new Bell("in2mf1", 0.005, 1.877, 1.995)); input2->addTerm(new Bell("in2mf2", 3.312, 2.017, 1.829)); input2->addTerm(new Bell("in2mf3", 6.568, 2.261, 1.793)); input2->addTerm(new Bell("in2mf4", 10.111, 2.741, 1.978)); input2->addTerm(new Bell("in2mf5", 14.952, 2.045, 1.783)); input2->addTerm(new Bell("in2mf6", 17.910, 0.824, 1.734)); engine->addInputVariable(input2); OutputVariable* output = new OutputVariable; output->setEnabled(true); output->setName("output"); output->setRange(0.000, 3.100); output->setLockValueInRange(false); output->fuzzyOutput()->setAggregation(fl::null); output->setDefuzzifier(new WeightedAverage("TakagiSugeno")); output->setDefaultValue(fl::nan); output->setLockPreviousValue(false); output->addTerm(Linear::create("out1mf1", engine, -0.048, 1.456, 2.222)); output->addTerm(Linear::create("out1mf2", engine, -0.218, -0.305, 2.042)); output->addTerm(Linear::create("out1mf3", engine, 0.026, -0.141, 3.067)); output->addTerm(Linear::create("out1mf4", engine, 0.052, -0.150, 3.419)); output->addTerm(Linear::create("out1mf5", engine, 0.113, -0.189, 4.339)); output->addTerm(Linear::create("out1mf6", engine, 2.543, 0.361, -2.738)); output->addTerm(Linear::create("out1mf7", engine, 2.517, -6.809, 23.353)); output->addTerm(Linear::create("out1mf8", engine, -0.208, -0.394, 4.472)); output->addTerm(Linear::create("out1mf9", engine, -0.046, -0.300, 4.452)); output->addTerm(Linear::create("out1mf10", engine, -0.006, -0.217, 4.195)); output->addTerm(Linear::create("out1mf11", engine, 0.089, -0.254, 4.992)); output->addTerm(Linear::create("out1mf12", engine, -0.033, 0.103, -2.012)); output->addTerm(Linear::create("out1mf13", engine, 1.355, 1.228, -5.678)); output->addTerm(Linear::create("out1mf14", engine, -0.245, -0.124, 3.753)); output->addTerm(Linear::create("out1mf15", engine, -0.099, -0.111, 3.304)); output->addTerm(Linear::create("out1mf16", engine, -0.052, -0.163, 3.560)); output->addTerm(Linear::create("out1mf17", engine, 0.099, -0.260, 4.662)); output->addTerm(Linear::create("out1mf18", engine, 0.082, -1.849, 31.104)); output->addTerm(Linear::create("out1mf19", engine, 2.180, -2.963, -0.061)); output->addTerm(Linear::create("out1mf20", engine, -0.982, 0.510, 5.657)); output->addTerm(Linear::create("out1mf21", engine, -0.087, -0.179, 3.744)); output->addTerm(Linear::create("out1mf22", engine, -0.124, -0.161, 4.094)); output->addTerm(Linear::create("out1mf23", engine, 0.383, 0.007, -1.559)); output->addTerm(Linear::create("out1mf24", engine, -8.415, 2.083, 5.177)); output->addTerm(Linear::create("out1mf25", engine, 1.721, -15.079, -0.687)); output->addTerm(Linear::create("out1mf26", engine, -1.043, -0.786, 20.510)); output->addTerm(Linear::create("out1mf27", engine, -0.249, -0.396, 6.995)); output->addTerm(Linear::create("out1mf28", engine, -0.076, -0.245, 4.416)); output->addTerm(Linear::create("out1mf29", engine, 0.765, -1.488, 17.384)); output->addTerm(Linear::create("out1mf30", engine, -21.210, -43.022, -2.522)); output->addTerm(Linear::create("out1mf31", engine, -0.661, 3.523, 6.215)); output->addTerm(Linear::create("out1mf32", engine, -1.998, 1.582, 33.256)); output->addTerm(Linear::create("out1mf33", engine, -2.068, 5.673, 6.520)); output->addTerm(Linear::create("out1mf34", engine, -5.044, 7.093, 3.516)); output->addTerm(Linear::create("out1mf35", engine, -46.049, -35.021, -2.926)); output->addTerm(Linear::create("out1mf36", engine, -0.448, -0.770, -0.041)); engine->addOutputVariable(output); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new AlgebraicProduct); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->setActivation(new General); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf1 then output is out1mf1", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf2 then output is out1mf2", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf3 then output is out1mf3", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf4 then output is out1mf4", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf5 then output is out1mf5", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf1 and input2 is in2mf6 then output is out1mf6", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf1 then output is out1mf7", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf2 then output is out1mf8", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf3 then output is out1mf9", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf4 then output is out1mf10", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf5 then output is out1mf11", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf2 and input2 is in2mf6 then output is out1mf12", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf1 then output is out1mf13", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf2 then output is out1mf14", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf3 then output is out1mf15", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf4 then output is out1mf16", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf5 then output is out1mf17", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf3 and input2 is in2mf6 then output is out1mf18", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf1 then output is out1mf19", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf2 then output is out1mf20", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf3 then output is out1mf21", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf4 then output is out1mf22", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf5 then output is out1mf23", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf4 and input2 is in2mf6 then output is out1mf24", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf1 then output is out1mf25", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf2 then output is out1mf26", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf3 then output is out1mf27", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf4 then output is out1mf28", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf5 then output is out1mf29", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf5 and input2 is in2mf6 then output is out1mf30", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf1 then output is out1mf31", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf2 then output is out1mf32", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf3 then output is out1mf33", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf4 then output is out1mf34", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf5 then output is out1mf35", engine)); ruleBlock->addRule(fl::Rule::parse("if input1 is in1mf6 and input2 is in2mf6 then output is out1mf36", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ using namespace fl; Engine* engine = new Engine; engine->setName("anfis"); InputVariable* inputVariable1 = new InputVariable; inputVariable1->setEnabled(true); inputVariable1->setName("in_n1"); inputVariable1->setRange(1.000, 31.000); inputVariable1->setLockValueInRange(false); inputVariable1->addTerm(new Bell("in1mf1", 1.152, 8.206, 0.874)); inputVariable1->addTerm(new Bell("in1mf2", 15.882, 7.078, 0.444)); inputVariable1->addTerm(new Bell("in1mf3", 30.575, 8.602, 0.818)); engine->addInputVariable(inputVariable1); InputVariable* inputVariable2 = new InputVariable; inputVariable2->setEnabled(true); inputVariable2->setName("in_n2"); inputVariable2->setRange(1.000, 31.000); inputVariable2->setLockValueInRange(false); inputVariable2->addTerm(new Bell("in2mf1", 1.426, 8.602, 0.818)); inputVariable2->addTerm(new Bell("in2mf2", 16.118, 7.078, 0.445)); inputVariable2->addTerm(new Bell("in2mf3", 30.847, 8.206, 0.875)); engine->addInputVariable(inputVariable2); OutputVariable* outputVariable = new OutputVariable; outputVariable->setEnabled(true); outputVariable->setName("out1"); outputVariable->setRange(-0.334, 1.000); outputVariable->setLockValueInRange(false); outputVariable->fuzzyOutput()->setAccumulation(fl::null); outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); outputVariable->setDefaultValue(fl::nan); outputVariable->setLockPreviousValue(false); outputVariable->addTerm(Linear::create("out1mf1", engine, -0.035, 0.002, -0.352)); outputVariable->addTerm(Linear::create("out1mf2", engine, 0.044, 0.079, -0.028)); outputVariable->addTerm(Linear::create("out1mf3", engine, -0.024, 0.024, -1.599)); outputVariable->addTerm(Linear::create("out1mf4", engine, -0.067, 0.384, 0.007)); outputVariable->addTerm(Linear::create("out1mf5", engine, 0.351, -0.351, -3.663)); outputVariable->addTerm(Linear::create("out1mf6", engine, -0.079, -0.044, 3.909)); outputVariable->addTerm(Linear::create("out1mf7", engine, 0.012, -0.012, -0.600)); outputVariable->addTerm(Linear::create("out1mf8", engine, -0.384, 0.067, 10.158)); outputVariable->addTerm(Linear::create("out1mf9", engine, -0.002, 0.035, -1.402)); engine->addOutputVariable(outputVariable); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setEnabled(true); ruleBlock->setName(""); ruleBlock->setConjunction(new AlgebraicProduct); ruleBlock->setDisjunction(fl::null); ruleBlock->setImplication(fl::null); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf1 and in_n2 is in2mf1 then out1 is out1mf1", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf1 and in_n2 is in2mf2 then out1 is out1mf2", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf1 and in_n2 is in2mf3 then out1 is out1mf3", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf2 and in_n2 is in2mf1 then out1 is out1mf4", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf2 and in_n2 is in2mf2 then out1 is out1mf5", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf2 and in_n2 is in2mf3 then out1 is out1mf6", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf3 and in_n2 is in2mf1 then out1 is out1mf7", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf3 and in_n2 is in2mf2 then out1 is out1mf8", engine)); ruleBlock->addRule(fl::Rule::parse("if in_n1 is in1mf3 and in_n2 is in2mf3 then out1 is out1mf9", engine)); engine->addRuleBlock(ruleBlock); }
int main(int argc, char** argv){ //Code automatically generated with jfuzzylite 6.0. using namespace fl; Engine* engine = new Engine; engine->setName("tank2"); engine->setDescription(""); InputVariable* level = new InputVariable; level->setName("level"); level->setDescription(""); level->setEnabled(true); level->setRange(-1.000, 1.000); level->setLockValueInRange(false); level->addTerm(new Trapezoid("high", -2.000, -1.000, -0.800, -0.001)); level->addTerm(new Triangle("good", -0.150, 0.000, 0.500)); level->addTerm(new Trapezoid("low", 0.001, 0.800, 1.000, 1.500)); engine->addInputVariable(level); InputVariable* change = new InputVariable; change->setName("change"); change->setDescription(""); change->setEnabled(true); change->setRange(-0.100, 0.100); change->setLockValueInRange(false); change->addTerm(new Trapezoid("falling", -0.140, -0.100, -0.060, 0.000)); change->addTerm(new Trapezoid("rising", -0.001, 0.060, 0.100, 0.140)); engine->addInputVariable(change); OutputVariable* valve = new OutputVariable; valve->setName("valve"); valve->setDescription(""); valve->setEnabled(true); valve->setRange(-1.000, 1.000); valve->setLockValueInRange(false); valve->setAggregation(new Maximum); valve->setDefuzzifier(new Centroid(200)); valve->setDefaultValue(fl::nan); valve->setLockPreviousValue(false); valve->addTerm(new Triangle("close_fast", -1.000, -0.900, -0.800)); valve->addTerm(new Triangle("close_slow", -0.600, -0.500, -0.400)); valve->addTerm(new Triangle("no_change", -0.100, 0.000, 0.100)); valve->addTerm(new Triangle("open_slow", 0.400, 0.500, 0.600)); valve->addTerm(new Triangle("open_fast", 0.800, 0.900, 1.000)); engine->addOutputVariable(valve); RuleBlock* ruleBlock = new RuleBlock; ruleBlock->setName(""); ruleBlock->setDescription(""); ruleBlock->setEnabled(true); ruleBlock->setConjunction(new AlgebraicProduct); ruleBlock->setDisjunction(new AlgebraicSum); ruleBlock->setImplication(new AlgebraicProduct); ruleBlock->setActivation(new General); ruleBlock->addRule(Rule::parse("if level is low then valve is open_fast", engine)); ruleBlock->addRule(Rule::parse("if level is high then valve is close_fast", engine)); ruleBlock->addRule(Rule::parse("if level is good and change is rising then valve is close_slow", engine)); ruleBlock->addRule(Rule::parse("if level is good and change is falling then valve is open_slow", engine)); engine->addRuleBlock(ruleBlock); }