diff options
author | Johannes 'josch' Schauer <josch@mister-muffin.de> | 2020-10-23 08:27:38 +0200 |
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committer | Johannes 'josch' Schauer <josch@mister-muffin.de> | 2020-10-23 08:27:38 +0200 |
commit | 3b91637afd9716881bec3a34c3ace369c82ef61c (patch) | |
tree | 2445bd2a7aadd1fd90bc76e5ab7491a8403d6f75 /examples/mamdani | |
parent | 2b00fcb77bb6e7b769ee34a114679838e00156d1 (diff) |
New upstream version 6.0+dfsg
Diffstat (limited to 'examples/mamdani')
66 files changed, 11895 insertions, 0 deletions
diff --git a/examples/mamdani/AllTerms.R b/examples/mamdani/AllTerms.R new file mode 100644 index 0000000..1b17463 --- /dev/null +++ b/examples/mamdani/AllTerms.R @@ -0,0 +1,111 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "AllTerms" +engine.fll = "Engine: AllTerms +InputVariable: AllInputTerms + enabled: true + range: 0.000 6.500 + lock-range: false + term: A Sigmoid 0.500 -20.000 + term: B ZShape 0.000 1.000 + term: C Ramp 1.000 0.000 + term: D Triangle 0.500 1.000 1.500 + term: E Trapezoid 1.000 1.250 1.750 2.000 + term: F Concave 0.850 0.250 + term: G Rectangle 1.750 2.250 + term: H Discrete 2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000 + term: I Gaussian 3.000 0.200 + term: J Cosine 3.250 0.650 + term: K GaussianProduct 3.500 0.100 3.300 0.300 + term: L Spike 3.640 1.040 + term: M Bell 4.000 0.250 3.000 + term: N PiShape 4.000 4.500 4.500 5.000 + term: O Concave 5.650 6.250 + term: P SigmoidDifference 4.750 10.000 30.000 5.250 + term: Q SigmoidProduct 5.250 20.000 -10.000 5.750 + term: R Ramp 5.500 6.500 + term: S SShape 5.500 6.500 + term: T Sigmoid 6.000 20.000 +OutputVariable: AllOutputTerms + enabled: true + range: 0.000 6.500 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: A Sigmoid 0.500 -20.000 + term: B ZShape 0.000 1.000 + term: C Ramp 1.000 0.000 + term: D Triangle 0.500 1.000 1.500 + term: E Trapezoid 1.000 1.250 1.750 2.000 + term: F Concave 0.850 0.250 + term: G Rectangle 1.750 2.250 + term: H Discrete 2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000 + term: I Gaussian 3.000 0.200 + term: J Cosine 3.250 0.650 + term: K GaussianProduct 3.500 0.100 3.300 0.300 + term: L Spike 3.640 1.040 + term: M Bell 4.000 0.250 3.000 + term: N PiShape 4.000 4.500 4.500 5.000 + term: O Concave 5.650 6.250 + term: P SigmoidDifference 4.750 10.000 30.000 5.250 + term: Q SigmoidProduct 5.250 20.000 -10.000 5.750 + term: R Ramp 5.500 6.500 + term: S SShape 5.500 6.500 + term: T Sigmoid 6.000 20.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: Maximum + implication: Minimum + activation: General + rule: if AllInputTerms is A then AllOutputTerms is T + rule: if AllInputTerms is B then AllOutputTerms is S + rule: if AllInputTerms is C then AllOutputTerms is R + rule: if AllInputTerms is D then AllOutputTerms is Q + rule: if AllInputTerms is E then AllOutputTerms is P + rule: if AllInputTerms is F then AllOutputTerms is O + rule: if AllInputTerms is G then AllOutputTerms is N + rule: if AllInputTerms is H then AllOutputTerms is M + rule: if AllInputTerms is I then AllOutputTerms is L + rule: if AllInputTerms is J then AllOutputTerms is K + rule: if AllInputTerms is K then AllOutputTerms is J + rule: if AllInputTerms is L then AllOutputTerms is I + rule: if AllInputTerms is M then AllOutputTerms is H + rule: if AllInputTerms is N then AllOutputTerms is G + rule: if AllInputTerms is O then AllOutputTerms is F + rule: if AllInputTerms is P then AllOutputTerms is E + rule: if AllInputTerms is Q then AllOutputTerms is D + rule: if AllInputTerms is R then AllOutputTerms is C + rule: if AllInputTerms is S then AllOutputTerms is B + rule: if AllInputTerms is T then AllOutputTerms is A" + +engine.fldFile = "AllTerms.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1_o1 = ggplot(engine.df, aes(AllInputTerms, AllOutputTerms)) + + geom_line(aes(color=AllOutputTerms), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("AllInputTerms vs AllOutputTerms") + +engine.plot.o1_i1 = ggplot(engine.df, aes(AllInputTerms, AllOutputTerms)) + + geom_line(aes(color=AllOutputTerms), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("AllOutputTerms vs AllInputTerms") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1_o1, engine.plot.o1_i1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/AllTerms.cpp b/examples/mamdani/AllTerms.cpp new file mode 100644 index 0000000..3d96ef5 --- /dev/null +++ b/examples/mamdani/AllTerms.cpp @@ -0,0 +1,103 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("AllTerms"); +engine->setDescription(""); + +InputVariable* AllInputTerms = new InputVariable; +AllInputTerms->setName("AllInputTerms"); +AllInputTerms->setDescription(""); +AllInputTerms->setEnabled(true); +AllInputTerms->setRange(0.000, 6.500); +AllInputTerms->setLockValueInRange(false); +AllInputTerms->addTerm(new Sigmoid("A", 0.500, -20.000)); +AllInputTerms->addTerm(new ZShape("B", 0.000, 1.000)); +AllInputTerms->addTerm(new Ramp("C", 1.000, 0.000)); +AllInputTerms->addTerm(new Triangle("D", 0.500, 1.000, 1.500)); +AllInputTerms->addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); +AllInputTerms->addTerm(new Concave("F", 0.850, 0.250)); +AllInputTerms->addTerm(new Rectangle("G", 1.750, 2.250)); +AllInputTerms->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)); +AllInputTerms->addTerm(new Gaussian("I", 3.000, 0.200)); +AllInputTerms->addTerm(new Cosine("J", 3.250, 0.650)); +AllInputTerms->addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); +AllInputTerms->addTerm(new Spike("L", 3.640, 1.040)); +AllInputTerms->addTerm(new Bell("M", 4.000, 0.250, 3.000)); +AllInputTerms->addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); +AllInputTerms->addTerm(new Concave("O", 5.650, 6.250)); +AllInputTerms->addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); +AllInputTerms->addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); +AllInputTerms->addTerm(new Ramp("R", 5.500, 6.500)); +AllInputTerms->addTerm(new SShape("S", 5.500, 6.500)); +AllInputTerms->addTerm(new Sigmoid("T", 6.000, 20.000)); +engine->addInputVariable(AllInputTerms); + +OutputVariable* AllOutputTerms = new OutputVariable; +AllOutputTerms->setName("AllOutputTerms"); +AllOutputTerms->setDescription(""); +AllOutputTerms->setEnabled(true); +AllOutputTerms->setRange(0.000, 6.500); +AllOutputTerms->setLockValueInRange(false); +AllOutputTerms->setAggregation(new Maximum); +AllOutputTerms->setDefuzzifier(new Centroid(200)); +AllOutputTerms->setDefaultValue(fl::nan); +AllOutputTerms->setLockPreviousValue(false); +AllOutputTerms->addTerm(new Sigmoid("A", 0.500, -20.000)); +AllOutputTerms->addTerm(new ZShape("B", 0.000, 1.000)); +AllOutputTerms->addTerm(new Ramp("C", 1.000, 0.000)); +AllOutputTerms->addTerm(new Triangle("D", 0.500, 1.000, 1.500)); +AllOutputTerms->addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); +AllOutputTerms->addTerm(new Concave("F", 0.850, 0.250)); +AllOutputTerms->addTerm(new Rectangle("G", 1.750, 2.250)); +AllOutputTerms->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)); +AllOutputTerms->addTerm(new Gaussian("I", 3.000, 0.200)); +AllOutputTerms->addTerm(new Cosine("J", 3.250, 0.650)); +AllOutputTerms->addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); +AllOutputTerms->addTerm(new Spike("L", 3.640, 1.040)); +AllOutputTerms->addTerm(new Bell("M", 4.000, 0.250, 3.000)); +AllOutputTerms->addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); +AllOutputTerms->addTerm(new Concave("O", 5.650, 6.250)); +AllOutputTerms->addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); +AllOutputTerms->addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); +AllOutputTerms->addTerm(new Ramp("R", 5.500, 6.500)); +AllOutputTerms->addTerm(new SShape("S", 5.500, 6.500)); +AllOutputTerms->addTerm(new Sigmoid("T", 6.000, 20.000)); +engine->addOutputVariable(AllOutputTerms); + +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 AllInputTerms is A then AllOutputTerms is T", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is B then AllOutputTerms is S", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is C then AllOutputTerms is R", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is D then AllOutputTerms is Q", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is E then AllOutputTerms is P", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is F then AllOutputTerms is O", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is G then AllOutputTerms is N", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is H then AllOutputTerms is M", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is I then AllOutputTerms is L", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is J then AllOutputTerms is K", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is K then AllOutputTerms is J", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is L then AllOutputTerms is I", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is M then AllOutputTerms is H", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is N then AllOutputTerms is G", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is O then AllOutputTerms is F", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is P then AllOutputTerms is E", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is Q then AllOutputTerms is D", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is R then AllOutputTerms is C", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is S then AllOutputTerms is B", engine)); +ruleBlock->addRule(Rule::parse("if AllInputTerms is T then AllOutputTerms is A", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/AllTerms.fcl b/examples/mamdani/AllTerms.fcl new file mode 100644 index 0000000..0c56fd6 --- /dev/null +++ b/examples/mamdani/AllTerms.fcl @@ -0,0 +1,90 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK AllTerms + +VAR_INPUT + AllInputTerms: REAL; +END_VAR + +VAR_OUTPUT + AllOutputTerms: REAL; +END_VAR + +FUZZIFY AllInputTerms + RANGE := (0.000 .. 6.500); + TERM A := Sigmoid 0.500 -20.000; + TERM B := ZShape 0.000 1.000; + TERM C := Ramp 1.000 0.000; + TERM D := Triangle 0.500 1.000 1.500; + TERM E := Trapezoid 1.000 1.250 1.750 2.000; + TERM F := Concave 0.850 0.250; + TERM G := Rectangle 1.750 2.250; + TERM H := (2.000, 0.000) (2.250, 1.000) (2.500, 0.500) (2.750, 1.000) (3.000, 0.000); + TERM I := Gaussian 3.000 0.200; + TERM J := Cosine 3.250 0.650; + TERM K := GaussianProduct 3.500 0.100 3.300 0.300; + TERM L := Spike 3.640 1.040; + TERM M := Bell 4.000 0.250 3.000; + TERM N := PiShape 4.000 4.500 4.500 5.000; + TERM O := Concave 5.650 6.250; + TERM P := SigmoidDifference 4.750 10.000 30.000 5.250; + TERM Q := SigmoidProduct 5.250 20.000 -10.000 5.750; + TERM R := Ramp 5.500 6.500; + TERM S := SShape 5.500 6.500; + TERM T := Sigmoid 6.000 20.000; +END_FUZZIFY + +DEFUZZIFY AllOutputTerms + RANGE := (0.000 .. 6.500); + TERM A := Sigmoid 0.500 -20.000; + TERM B := ZShape 0.000 1.000; + TERM C := Ramp 1.000 0.000; + TERM D := Triangle 0.500 1.000 1.500; + TERM E := Trapezoid 1.000 1.250 1.750 2.000; + TERM F := Concave 0.850 0.250; + TERM G := Rectangle 1.750 2.250; + TERM H := (2.000, 0.000) (2.250, 1.000) (2.500, 0.500) (2.750, 1.000) (3.000, 0.000); + TERM I := Gaussian 3.000 0.200; + TERM J := Cosine 3.250 0.650; + TERM K := GaussianProduct 3.500 0.100 3.300 0.300; + TERM L := Spike 3.640 1.040; + TERM M := Bell 4.000 0.250 3.000; + TERM N := PiShape 4.000 4.500 4.500 5.000; + TERM O := Concave 5.650 6.250; + TERM P := SigmoidDifference 4.750 10.000 30.000 5.250; + TERM Q := SigmoidProduct 5.250 20.000 -10.000 5.750; + TERM R := Ramp 5.500 6.500; + TERM S := SShape 5.500 6.500; + TERM T := Sigmoid 6.000 20.000; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : MIN; + OR : MAX; + ACT : MIN; + RULE 1 : if AllInputTerms is A then AllOutputTerms is T + RULE 2 : if AllInputTerms is B then AllOutputTerms is S + RULE 3 : if AllInputTerms is C then AllOutputTerms is R + RULE 4 : if AllInputTerms is D then AllOutputTerms is Q + RULE 5 : if AllInputTerms is E then AllOutputTerms is P + RULE 6 : if AllInputTerms is F then AllOutputTerms is O + RULE 7 : if AllInputTerms is G then AllOutputTerms is N + RULE 8 : if AllInputTerms is H then AllOutputTerms is M + RULE 9 : if AllInputTerms is I then AllOutputTerms is L + RULE 10 : if AllInputTerms is J then AllOutputTerms is K + RULE 11 : if AllInputTerms is K then AllOutputTerms is J + RULE 12 : if AllInputTerms is L then AllOutputTerms is I + RULE 13 : if AllInputTerms is M then AllOutputTerms is H + RULE 14 : if AllInputTerms is N then AllOutputTerms is G + RULE 15 : if AllInputTerms is O then AllOutputTerms is F + RULE 16 : if AllInputTerms is P then AllOutputTerms is E + RULE 17 : if AllInputTerms is Q then AllOutputTerms is D + RULE 18 : if AllInputTerms is R then AllOutputTerms is C + RULE 19 : if AllInputTerms is S then AllOutputTerms is B + RULE 20 : if AllInputTerms is T then AllOutputTerms is A +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/AllTerms.fis b/examples/mamdani/AllTerms.fis new file mode 100644 index 0000000..d34e487 --- /dev/null +++ b/examples/mamdani/AllTerms.fis @@ -0,0 +1,86 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='AllTerms' +Type='mamdani' +Version=6.0 +NumInputs=1 +NumOutputs=1 +NumRules=20 +AndMethod='min' +OrMethod='max' +ImpMethod='min' +AggMethod='max' +DefuzzMethod='centroid' + +[Input1] +Name='AllInputTerms' +Range=[0.000 6.500] +NumMFs=20 +MF1='A':'sigmf',[-20.000 0.500] +MF2='B':'zmf',[0.000 1.000] +MF3='C':'rampmf',[1.000 0.000] +MF4='D':'trimf',[0.500 1.000 1.500] +MF5='E':'trapmf',[1.000 1.250 1.750 2.000] +MF6='F':'concavemf',[0.850 0.250] +MF7='G':'rectmf',[1.750 2.250] +MF8='H':'discretemf',[2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000] +MF9='I':'gaussmf',[0.200 3.000] +MF10='J':'cosinemf',[3.250 0.650] +MF11='K':'gauss2mf',[0.100 3.500 0.300 3.300] +MF12='L':'spikemf',[3.640 1.040] +MF13='M':'gbellmf',[0.250 3.000 4.000] +MF14='N':'pimf',[4.000 4.500 4.500 5.000] +MF15='O':'concavemf',[5.650 6.250] +MF16='P':'dsigmf',[10.000 4.750 30.000 5.250] +MF17='Q':'psigmf',[20.000 5.250 -10.000 5.750] +MF18='R':'rampmf',[5.500 6.500] +MF19='S':'smf',[5.500 6.500] +MF20='T':'sigmf',[20.000 6.000] + +[Output1] +Name='AllOutputTerms' +Range=[0.000 6.500] +NumMFs=20 +MF1='A':'sigmf',[-20.000 0.500] +MF2='B':'zmf',[0.000 1.000] +MF3='C':'rampmf',[1.000 0.000] +MF4='D':'trimf',[0.500 1.000 1.500] +MF5='E':'trapmf',[1.000 1.250 1.750 2.000] +MF6='F':'concavemf',[0.850 0.250] +MF7='G':'rectmf',[1.750 2.250] +MF8='H':'discretemf',[2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000] +MF9='I':'gaussmf',[0.200 3.000] +MF10='J':'cosinemf',[3.250 0.650] +MF11='K':'gauss2mf',[0.100 3.500 0.300 3.300] +MF12='L':'spikemf',[3.640 1.040] +MF13='M':'gbellmf',[0.250 3.000 4.000] +MF14='N':'pimf',[4.000 4.500 4.500 5.000] +MF15='O':'concavemf',[5.650 6.250] +MF16='P':'dsigmf',[10.000 4.750 30.000 5.250] +MF17='Q':'psigmf',[20.000 5.250 -10.000 5.750] +MF18='R':'rampmf',[5.500 6.500] +MF19='S':'smf',[5.500 6.500] +MF20='T':'sigmf',[20.000 6.000] + +[Rules] +1.000 , 20.000 (1.000) : 1 +2.000 , 19.000 (1.000) : 1 +3.000 , 18.000 (1.000) : 1 +4.000 , 17.000 (1.000) : 1 +5.000 , 16.000 (1.000) : 1 +6.000 , 15.000 (1.000) : 1 +7.000 , 14.000 (1.000) : 1 +8.000 , 13.000 (1.000) : 1 +9.000 , 12.000 (1.000) : 1 +10.000 , 11.000 (1.000) : 1 +11.000 , 10.000 (1.000) : 1 +12.000 , 9.000 (1.000) : 1 +13.000 , 8.000 (1.000) : 1 +14.000 , 7.000 (1.000) : 1 +15.000 , 6.000 (1.000) : 1 +16.000 , 5.000 (1.000) : 1 +17.000 , 4.000 (1.000) : 1 +18.000 , 3.000 (1.000) : 1 +19.000 , 2.000 (1.000) : 1 +20.000 , 1.000 (1.000) : 1 diff --git a/examples/mamdani/AllTerms.fld b/examples/mamdani/AllTerms.fld new file mode 100644 index 0000000..b765a5b --- /dev/null +++ b/examples/mamdani/AllTerms.fld @@ -0,0 +1,1025 @@ +AllInputTerms AllOutputTerms +0.000000000 4.599895277 +0.006353861 4.599895277 +0.012707722 4.599895277 +0.019061584 4.599892153 +0.025415445 4.599885084 +0.031769306 4.599878001 +0.038123167 4.599870905 +0.044477028 4.599863796 +0.050830890 4.599854356 +0.057184751 4.599840135 +0.063538612 4.599825888 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+6.423753666 1.900202687 +6.430107527 1.900188386 +6.436461388 1.900174112 +6.442815249 1.900159865 +6.449169110 1.900145644 +6.455522972 1.900136204 +6.461876833 1.900129095 +6.468230694 1.900121999 +6.474584555 1.900114916 +6.480938416 1.900107847 +6.487292278 1.900104723 +6.493646139 1.900104723 +6.500000000 1.900104723 diff --git a/examples/mamdani/AllTerms.fll b/examples/mamdani/AllTerms.fll new file mode 100644 index 0000000..4db1b32 --- /dev/null +++ b/examples/mamdani/AllTerms.fll @@ -0,0 +1,79 @@ +Engine: AllTerms +InputVariable: AllInputTerms + enabled: true + range: 0.000 6.500 + lock-range: false + term: A Sigmoid 0.500 -20.000 + term: B ZShape 0.000 1.000 + term: C Ramp 1.000 0.000 + term: D Triangle 0.500 1.000 1.500 + term: E Trapezoid 1.000 1.250 1.750 2.000 + term: F Concave 0.850 0.250 + term: G Rectangle 1.750 2.250 + term: H Discrete 2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000 + term: I Gaussian 3.000 0.200 + term: J Cosine 3.250 0.650 + term: K GaussianProduct 3.500 0.100 3.300 0.300 + term: L Spike 3.640 1.040 + term: M Bell 4.000 0.250 3.000 + term: N PiShape 4.000 4.500 4.500 5.000 + term: O Concave 5.650 6.250 + term: P SigmoidDifference 4.750 10.000 30.000 5.250 + term: Q SigmoidProduct 5.250 20.000 -10.000 5.750 + term: R Ramp 5.500 6.500 + term: S SShape 5.500 6.500 + term: T Sigmoid 6.000 20.000 +OutputVariable: AllOutputTerms + enabled: true + range: 0.000 6.500 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: A Sigmoid 0.500 -20.000 + term: B ZShape 0.000 1.000 + term: C Ramp 1.000 0.000 + term: D Triangle 0.500 1.000 1.500 + term: E Trapezoid 1.000 1.250 1.750 2.000 + term: F Concave 0.850 0.250 + term: G Rectangle 1.750 2.250 + term: H Discrete 2.000 0.000 2.250 1.000 2.500 0.500 2.750 1.000 3.000 0.000 + term: I Gaussian 3.000 0.200 + term: J Cosine 3.250 0.650 + term: K GaussianProduct 3.500 0.100 3.300 0.300 + term: L Spike 3.640 1.040 + term: M Bell 4.000 0.250 3.000 + term: N PiShape 4.000 4.500 4.500 5.000 + term: O Concave 5.650 6.250 + term: P SigmoidDifference 4.750 10.000 30.000 5.250 + term: Q SigmoidProduct 5.250 20.000 -10.000 5.750 + term: R Ramp 5.500 6.500 + term: S SShape 5.500 6.500 + term: T Sigmoid 6.000 20.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: Maximum + implication: Minimum + activation: General + rule: if AllInputTerms is A then AllOutputTerms is T + rule: if AllInputTerms is B then AllOutputTerms is S + rule: if AllInputTerms is C then AllOutputTerms is R + rule: if AllInputTerms is D then AllOutputTerms is Q + rule: if AllInputTerms is E then AllOutputTerms is P + rule: if AllInputTerms is F then AllOutputTerms is O + rule: if AllInputTerms is G then AllOutputTerms is N + rule: if AllInputTerms is H then AllOutputTerms is M + rule: if AllInputTerms is I then AllOutputTerms is L + rule: if AllInputTerms is J then AllOutputTerms is K + rule: if AllInputTerms is K then AllOutputTerms is J + rule: if AllInputTerms is L then AllOutputTerms is I + rule: if AllInputTerms is M then AllOutputTerms is H + rule: if AllInputTerms is N then AllOutputTerms is G + rule: if AllInputTerms is O then AllOutputTerms is F + rule: if AllInputTerms is P then AllOutputTerms is E + rule: if AllInputTerms is Q then AllOutputTerms is D + rule: if AllInputTerms is R then AllOutputTerms is C + rule: if AllInputTerms is S then AllOutputTerms is B + rule: if AllInputTerms is T then AllOutputTerms is A
\ No newline at end of file diff --git a/examples/mamdani/AllTerms.java b/examples/mamdani/AllTerms.java new file mode 100644 index 0000000..6d4651d --- /dev/null +++ b/examples/mamdani/AllTerms.java @@ -0,0 +1,114 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 AllTerms{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("AllTerms"); +engine.setDescription(""); + +InputVariable AllInputTerms = new InputVariable(); +AllInputTerms.setName("AllInputTerms"); +AllInputTerms.setDescription(""); +AllInputTerms.setEnabled(true); +AllInputTerms.setRange(0.000, 6.500); +AllInputTerms.setLockValueInRange(false); +AllInputTerms.addTerm(new Sigmoid("A", 0.500, -20.000)); +AllInputTerms.addTerm(new ZShape("B", 0.000, 1.000)); +AllInputTerms.addTerm(new Ramp("C", 1.000, 0.000)); +AllInputTerms.addTerm(new Triangle("D", 0.500, 1.000, 1.500)); +AllInputTerms.addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); +AllInputTerms.addTerm(new Concave("F", 0.850, 0.250)); +AllInputTerms.addTerm(new Rectangle("G", 1.750, 2.250)); +AllInputTerms.addTerm(Discrete.create("H", 2.000, 0.000, 2.250, 1.000, 2.500, 0.500, 2.750, 1.000, 3.000, 0.000)); +AllInputTerms.addTerm(new Gaussian("I", 3.000, 0.200)); +AllInputTerms.addTerm(new Cosine("J", 3.250, 0.650)); +AllInputTerms.addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); +AllInputTerms.addTerm(new Spike("L", 3.640, 1.040)); +AllInputTerms.addTerm(new Bell("M", 4.000, 0.250, 3.000)); +AllInputTerms.addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); +AllInputTerms.addTerm(new Concave("O", 5.650, 6.250)); +AllInputTerms.addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); +AllInputTerms.addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); +AllInputTerms.addTerm(new Ramp("R", 5.500, 6.500)); +AllInputTerms.addTerm(new SShape("S", 5.500, 6.500)); +AllInputTerms.addTerm(new Sigmoid("T", 6.000, 20.000)); +engine.addInputVariable(AllInputTerms); + +OutputVariable AllOutputTerms = new OutputVariable(); +AllOutputTerms.setName("AllOutputTerms"); +AllOutputTerms.setDescription(""); +AllOutputTerms.setEnabled(true); +AllOutputTerms.setRange(0.000, 6.500); +AllOutputTerms.setLockValueInRange(false); +AllOutputTerms.setAggregation(new Maximum()); +AllOutputTerms.setDefuzzifier(new Centroid(200)); +AllOutputTerms.setDefaultValue(Double.NaN); +AllOutputTerms.setLockPreviousValue(false); +AllOutputTerms.addTerm(new Sigmoid("A", 0.500, -20.000)); +AllOutputTerms.addTerm(new ZShape("B", 0.000, 1.000)); +AllOutputTerms.addTerm(new Ramp("C", 1.000, 0.000)); +AllOutputTerms.addTerm(new Triangle("D", 0.500, 1.000, 1.500)); +AllOutputTerms.addTerm(new Trapezoid("E", 1.000, 1.250, 1.750, 2.000)); +AllOutputTerms.addTerm(new Concave("F", 0.850, 0.250)); +AllOutputTerms.addTerm(new Rectangle("G", 1.750, 2.250)); +AllOutputTerms.addTerm(Discrete.create("H", 2.000, 0.000, 2.250, 1.000, 2.500, 0.500, 2.750, 1.000, 3.000, 0.000)); +AllOutputTerms.addTerm(new Gaussian("I", 3.000, 0.200)); +AllOutputTerms.addTerm(new Cosine("J", 3.250, 0.650)); +AllOutputTerms.addTerm(new GaussianProduct("K", 3.500, 0.100, 3.300, 0.300)); +AllOutputTerms.addTerm(new Spike("L", 3.640, 1.040)); +AllOutputTerms.addTerm(new Bell("M", 4.000, 0.250, 3.000)); +AllOutputTerms.addTerm(new PiShape("N", 4.000, 4.500, 4.500, 5.000)); +AllOutputTerms.addTerm(new Concave("O", 5.650, 6.250)); +AllOutputTerms.addTerm(new SigmoidDifference("P", 4.750, 10.000, 30.000, 5.250)); +AllOutputTerms.addTerm(new SigmoidProduct("Q", 5.250, 20.000, -10.000, 5.750)); +AllOutputTerms.addTerm(new Ramp("R", 5.500, 6.500)); +AllOutputTerms.addTerm(new SShape("S", 5.500, 6.500)); +AllOutputTerms.addTerm(new Sigmoid("T", 6.000, 20.000)); +engine.addOutputVariable(AllOutputTerms); + +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 AllInputTerms is A then AllOutputTerms is T", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is B then AllOutputTerms is S", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is C then AllOutputTerms is R", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is D then AllOutputTerms is Q", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is E then AllOutputTerms is P", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is F then AllOutputTerms is O", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is G then AllOutputTerms is N", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is H then AllOutputTerms is M", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is I then AllOutputTerms is L", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is J then AllOutputTerms is K", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is K then AllOutputTerms is J", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is L then AllOutputTerms is I", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is M then AllOutputTerms is H", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is N then AllOutputTerms is G", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is O then AllOutputTerms is F", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is P then AllOutputTerms is E", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is Q then AllOutputTerms is D", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is R then AllOutputTerms is C", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is S then AllOutputTerms is B", engine)); +ruleBlock.addRule(Rule.parse("if AllInputTerms is T then AllOutputTerms is A", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/AllTerms.pdf b/examples/mamdani/AllTerms.pdf Binary files differnew file mode 100644 index 0000000..ed71111 --- /dev/null +++ b/examples/mamdani/AllTerms.pdf diff --git a/examples/mamdani/Laundry.R b/examples/mamdani/Laundry.R new file mode 100644 index 0000000..ca7d73d --- /dev/null +++ b/examples/mamdani/Laundry.R @@ -0,0 +1,91 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "Laundry" +engine.fll = "Engine: Laundry +InputVariable: Load + enabled: true + range: 0.000 6.000 + lock-range: false + term: small Discrete 0.000 1.000 1.000 1.000 2.000 0.800 5.000 0.000 + term: normal Discrete 3.000 0.000 4.000 1.000 6.000 0.000 +InputVariable: Dirt + enabled: true + range: 0.000 6.000 + lock-range: false + term: low Discrete 0.000 1.000 2.000 0.800 5.000 0.000 + term: high Discrete 1.000 0.000 2.000 0.200 4.000 0.800 6.000 1.000 +OutputVariable: Detergent + enabled: true + range: 0.000 80.000 + lock-range: false + aggregation: Maximum + defuzzifier: MeanOfMaximum 500 + default: nan + lock-previous: false + term: less_than_usual Discrete 10.000 0.000 40.000 1.000 50.000 0.000 + term: usual Discrete 40.000 0.000 50.000 1.000 60.000 1.000 80.000 0.000 + term: more_than_usual Discrete 50.000 0.000 80.000 1.000 +OutputVariable: Cycle + enabled: true + range: 0.000 20.000 + lock-range: false + aggregation: Maximum + defuzzifier: MeanOfMaximum 500 + default: nan + lock-previous: false + term: short Discrete 0.000 1.000 10.000 1.000 20.000 0.000 + term: long Discrete 10.000 0.000 20.000 1.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: Maximum + implication: Minimum + activation: General + rule: if Load is small and Dirt is not high then Detergent is less_than_usual + rule: if Load is small and Dirt is high then Detergent is usual + rule: if Load is normal and Dirt is low then Detergent is less_than_usual + rule: if Load is normal and Dirt is high then Detergent is more_than_usual + rule: if Detergent is usual or Detergent is less_than_usual then Cycle is short + rule: if Detergent is more_than_usual then Cycle is long" + +engine.fldFile = "Laundry.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1i2_o1 = ggplot(engine.df, aes(Load, Dirt)) + + geom_tile(aes(fill=Detergent)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Load, y=Dirt, z=Detergent), color="black") + + ggtitle("(Load, Dirt) = Detergent") + +engine.plot.i2i1_o1 = ggplot(engine.df, aes(Dirt, Load)) + + geom_tile(aes(fill=Detergent)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Dirt, y=Load, z=Detergent), color="black") + + ggtitle("(Dirt, Load) = Detergent") + +engine.plot.i1i2_o2 = ggplot(engine.df, aes(Load, Dirt)) + + geom_tile(aes(fill=Cycle)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Load, y=Dirt, z=Cycle), color="black") + + ggtitle("(Load, Dirt) = Cycle") + +engine.plot.i2i1_o2 = ggplot(engine.df, aes(Dirt, Load)) + + geom_tile(aes(fill=Cycle)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Dirt, y=Load, z=Cycle), color="black") + + ggtitle("(Dirt, Load) = Cycle") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1i2_o1, engine.plot.i2i1_o1, engine.plot.i1i2_o2, engine.plot.i2i1_o2, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/Laundry.cpp b/examples/mamdani/Laundry.cpp new file mode 100644 index 0000000..cc7492c --- /dev/null +++ b/examples/mamdani/Laundry.cpp @@ -0,0 +1,78 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 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); + + +} diff --git a/examples/mamdani/Laundry.fcl b/examples/mamdani/Laundry.fcl new file mode 100644 index 0000000..9a34532 --- /dev/null +++ b/examples/mamdani/Laundry.fcl @@ -0,0 +1,58 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK Laundry + +VAR_INPUT + Load: REAL; + Dirt: REAL; +END_VAR + +VAR_OUTPUT + Detergent: REAL; + Cycle: REAL; +END_VAR + +FUZZIFY Load + RANGE := (0.000 .. 6.000); + TERM small := (0.000, 1.000) (1.000, 1.000) (2.000, 0.800) (5.000, 0.000); + TERM normal := (3.000, 0.000) (4.000, 1.000) (6.000, 0.000); +END_FUZZIFY + +FUZZIFY Dirt + RANGE := (0.000 .. 6.000); + TERM low := (0.000, 1.000) (2.000, 0.800) (5.000, 0.000); + TERM high := (1.000, 0.000) (2.000, 0.200) (4.000, 0.800) (6.000, 1.000); +END_FUZZIFY + +DEFUZZIFY Detergent + RANGE := (0.000 .. 80.000); + TERM less_than_usual := (10.000, 0.000) (40.000, 1.000) (50.000, 0.000); + TERM usual := (40.000, 0.000) (50.000, 1.000) (60.000, 1.000) (80.000, 0.000); + TERM more_than_usual := (50.000, 0.000) (80.000, 1.000); + METHOD : MM; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY Cycle + RANGE := (0.000 .. 20.000); + TERM short := (0.000, 1.000) (10.000, 1.000) (20.000, 0.000); + TERM long := (10.000, 0.000) (20.000, 1.000); + METHOD : MM; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : MIN; + OR : MAX; + ACT : MIN; + RULE 1 : if Load is small and Dirt is not high then Detergent is less_than_usual + RULE 2 : if Load is small and Dirt is high then Detergent is usual + RULE 3 : if Load is normal and Dirt is low then Detergent is less_than_usual + RULE 4 : if Load is normal and Dirt is high then Detergent is more_than_usual + RULE 5 : if Detergent is usual or Detergent is less_than_usual then Cycle is short + RULE 6 : if Detergent is more_than_usual then Cycle is long +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/Laundry.fis b/examples/mamdani/Laundry.fis new file mode 100644 index 0000000..7f1c31d --- /dev/null +++ b/examples/mamdani/Laundry.fis @@ -0,0 +1,51 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='Laundry' +Type='mamdani' +Version=6.0 +NumInputs=2 +NumOutputs=2 +NumRules=6 +AndMethod='min' +OrMethod='max' +ImpMethod='min' +AggMethod='max' +DefuzzMethod='mom' + +[Input1] +Name='Load' +Range=[0.000 6.000] +NumMFs=2 +MF1='small':'discretemf',[0.000 1.000 1.000 1.000 2.000 0.800 5.000 0.000] +MF2='normal':'discretemf',[3.000 0.000 4.000 1.000 6.000 0.000] + +[Input2] +Name='Dirt' +Range=[0.000 6.000] +NumMFs=2 +MF1='low':'discretemf',[0.000 1.000 2.000 0.800 5.000 0.000] +MF2='high':'discretemf',[1.000 0.000 2.000 0.200 4.000 0.800 6.000 1.000] + +[Output1] +Name='Detergent' +Range=[0.000 80.000] +NumMFs=3 +MF1='less_than_usual':'discretemf',[10.000 0.000 40.000 1.000 50.000 0.000] +MF2='usual':'discretemf',[40.000 0.000 50.000 1.000 60.000 1.000 80.000 0.000] +MF3='more_than_usual':'discretemf',[50.000 0.000 80.000 1.000] + +[Output2] +Name='Cycle' +Range=[0.000 20.000] +NumMFs=2 +MF1='short':'discretemf',[0.000 1.000 10.000 1.000 20.000 0.000] +MF2='long':'discretemf',[10.000 0.000 20.000 1.000] + +[Rules] +1.000 -2.000 , 1.000 0.000 (1.000) : 1 +1.000 2.000 , 2.000 0.000 (1.000) : 1 +2.000 1.000 , 1.000 0.000 (1.000) : 1 +2.000 2.000 , 3.000 0.000 (1.000) : 1 +0.000 0.000 , 0.000 1.000 (1.000) : 2 +0.000 0.000 , 0.000 2.000 (1.000) : 1 diff --git a/examples/mamdani/Laundry.fld b/examples/mamdani/Laundry.fld new file mode 100644 index 0000000..a8f27dd --- /dev/null +++ b/examples/mamdani/Laundry.fld @@ -0,0 +1,1025 @@ +Load Dirt Detergent Cycle +0.000000000 0.000000000 39.920000000 5.000000000 +0.000000000 0.193548387 39.920000000 5.000000000 +0.000000000 0.387096774 39.920000000 5.000000000 +0.000000000 0.580645161 39.920000000 5.000000000 +0.000000000 0.774193548 39.920000000 5.000000000 +0.000000000 0.967741935 39.920000000 5.000000000 +0.000000000 1.161290323 39.680000000 5.160000000 +0.000000000 1.354838710 39.280000000 5.360000000 +0.000000000 1.548387097 38.880000000 5.540000000 +0.000000000 1.741935484 38.480000000 5.740000000 +0.000000000 1.935483871 38.160000000 5.940000000 +0.000000000 2.129032258 37.600000000 6.200000000 +0.000000000 2.322580645 37.040000000 6.480000000 +0.000000000 2.516129032 36.400000000 6.780000000 +0.000000000 2.709677419 35.920000000 7.060000000 +0.000000000 2.903225806 35.280000000 7.360000000 +0.000000000 3.096774194 57.360000000 7.360000000 +0.000000000 3.290322581 57.120000000 7.060000000 +0.000000000 3.483870968 56.720000000 6.780000000 +0.000000000 3.677419355 56.480000000 6.480000000 +0.000000000 3.870967742 56.240000000 6.200000000 +0.000000000 4.064516129 55.920000000 5.960000000 +0.000000000 4.258064516 55.920000000 5.880000000 +0.000000000 4.451612903 55.760000000 5.780000000 +0.000000000 4.645161290 55.680000000 5.680000000 +0.000000000 4.838709677 55.600000000 5.580000000 +0.000000000 5.032258065 55.440000000 5.480000000 +0.000000000 5.225806452 55.440000000 5.380000000 +0.000000000 5.419354839 55.280000000 5.300000000 +0.000000000 5.612903226 55.200000000 5.200000000 +0.000000000 5.806451613 55.040000000 5.100000000 +0.000000000 6.000000000 54.960000000 5.000000000 +0.193548387 0.000000000 39.920000000 5.000000000 +0.193548387 0.193548387 39.920000000 5.000000000 +0.193548387 0.387096774 39.920000000 5.000000000 +0.193548387 0.580645161 39.920000000 5.000000000 +0.193548387 0.774193548 39.920000000 5.000000000 +0.193548387 0.967741935 39.920000000 5.000000000 +0.193548387 1.161290323 39.680000000 5.160000000 +0.193548387 1.354838710 39.280000000 5.360000000 +0.193548387 1.548387097 38.880000000 5.540000000 +0.193548387 1.741935484 38.480000000 5.740000000 +0.193548387 1.935483871 38.160000000 5.940000000 +0.193548387 2.129032258 37.600000000 6.200000000 +0.193548387 2.322580645 37.040000000 6.480000000 +0.193548387 2.516129032 36.400000000 6.780000000 +0.193548387 2.709677419 35.920000000 7.060000000 +0.193548387 2.903225806 35.280000000 7.360000000 +0.193548387 3.096774194 57.360000000 7.360000000 +0.193548387 3.290322581 57.120000000 7.060000000 +0.193548387 3.483870968 56.720000000 6.780000000 +0.193548387 3.677419355 56.480000000 6.480000000 +0.193548387 3.870967742 56.240000000 6.200000000 +0.193548387 4.064516129 55.920000000 5.960000000 +0.193548387 4.258064516 55.920000000 5.880000000 +0.193548387 4.451612903 55.760000000 5.780000000 +0.193548387 4.645161290 55.680000000 5.680000000 +0.193548387 4.838709677 55.600000000 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nan nan +6.000000000 5.612903226 nan nan +6.000000000 5.806451613 nan nan +6.000000000 6.000000000 nan nan diff --git a/examples/mamdani/Laundry.fll b/examples/mamdani/Laundry.fll new file mode 100644 index 0000000..6abf2df --- /dev/null +++ b/examples/mamdani/Laundry.fll @@ -0,0 +1,46 @@ +Engine: Laundry +InputVariable: Load + enabled: true + range: 0.000 6.000 + lock-range: false + term: small Discrete 0.000 1.000 1.000 1.000 2.000 0.800 5.000 0.000 + term: normal Discrete 3.000 0.000 4.000 1.000 6.000 0.000 +InputVariable: Dirt + enabled: true + range: 0.000 6.000 + lock-range: false + term: low Discrete 0.000 1.000 2.000 0.800 5.000 0.000 + term: high Discrete 1.000 0.000 2.000 0.200 4.000 0.800 6.000 1.000 +OutputVariable: Detergent + enabled: true + range: 0.000 80.000 + lock-range: false + aggregation: Maximum + defuzzifier: MeanOfMaximum 500 + default: nan + lock-previous: false + term: less_than_usual Discrete 10.000 0.000 40.000 1.000 50.000 0.000 + term: usual Discrete 40.000 0.000 50.000 1.000 60.000 1.000 80.000 0.000 + term: more_than_usual Discrete 50.000 0.000 80.000 1.000 +OutputVariable: Cycle + enabled: true + range: 0.000 20.000 + lock-range: false + aggregation: Maximum + defuzzifier: MeanOfMaximum 500 + default: nan + lock-previous: false + term: short Discrete 0.000 1.000 10.000 1.000 20.000 0.000 + term: long Discrete 10.000 0.000 20.000 1.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: Maximum + implication: Minimum + activation: General + rule: if Load is small and Dirt is not high then Detergent is less_than_usual + rule: if Load is small and Dirt is high then Detergent is usual + rule: if Load is normal and Dirt is low then Detergent is less_than_usual + rule: if Load is normal and Dirt is high then Detergent is more_than_usual + rule: if Detergent is usual or Detergent is less_than_usual then Cycle is short + rule: if Detergent is more_than_usual then Cycle is long
\ No newline at end of file diff --git a/examples/mamdani/Laundry.java b/examples/mamdani/Laundry.java new file mode 100644 index 0000000..95cbe7c --- /dev/null +++ b/examples/mamdani/Laundry.java @@ -0,0 +1,89 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 Laundry{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +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", 0.000, 1.000, 1.000, 1.000, 2.000, 0.800, 5.000, 0.000)); +Load.addTerm(Discrete.create("normal", 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", 0.000, 1.000, 2.000, 0.800, 5.000, 0.000)); +Dirt.addTerm(Discrete.create("high", 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(Double.NaN); +Detergent.setLockPreviousValue(false); +Detergent.addTerm(Discrete.create("less_than_usual", 10.000, 0.000, 40.000, 1.000, 50.000, 0.000)); +Detergent.addTerm(Discrete.create("usual", 40.000, 0.000, 50.000, 1.000, 60.000, 1.000, 80.000, 0.000)); +Detergent.addTerm(Discrete.create("more_than_usual", 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(Double.NaN); +Cycle.setLockPreviousValue(false); +Cycle.addTerm(Discrete.create("short", 0.000, 1.000, 10.000, 1.000, 20.000, 0.000)); +Cycle.addTerm(Discrete.create("long", 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); + + +} +} diff --git a/examples/mamdani/Laundry.pdf b/examples/mamdani/Laundry.pdf Binary files differnew file mode 100644 index 0000000..42df3cf --- /dev/null +++ b/examples/mamdani/Laundry.pdf diff --git a/examples/mamdani/ObstacleAvoidance.R b/examples/mamdani/ObstacleAvoidance.R new file mode 100644 index 0000000..5533d26 --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.R @@ -0,0 +1,57 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "ObstacleAvoidance" +engine.fll = "Engine: ObstacleAvoidance +InputVariable: obstacle + enabled: true + range: 0.000 1.000 + lock-range: false + term: left Ramp 1.000 0.000 + term: right Ramp 0.000 1.000 +OutputVariable: mSteer + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 100 + default: nan + lock-previous: false + term: left Ramp 1.000 0.000 + term: right Ramp 0.000 1.000 +RuleBlock: mamdani + enabled: true + conjunction: none + disjunction: none + implication: AlgebraicProduct + activation: General + rule: if obstacle is left then mSteer is right + rule: if obstacle is right then mSteer is left" + +engine.fldFile = "ObstacleAvoidance.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1_o1 = ggplot(engine.df, aes(obstacle, mSteer)) + + geom_line(aes(color=mSteer), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("obstacle vs mSteer") + +engine.plot.o1_i1 = ggplot(engine.df, aes(obstacle, mSteer)) + + geom_line(aes(color=mSteer), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("mSteer vs obstacle") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1_o1, engine.plot.o1_i1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/ObstacleAvoidance.cpp b/examples/mamdani/ObstacleAvoidance.cpp new file mode 100644 index 0000000..341ffe5 --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.cpp @@ -0,0 +1,49 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("ObstacleAvoidance"); +engine->setDescription(""); + +InputVariable* obstacle = new InputVariable; +obstacle->setName("obstacle"); +obstacle->setDescription(""); +obstacle->setEnabled(true); +obstacle->setRange(0.000, 1.000); +obstacle->setLockValueInRange(false); +obstacle->addTerm(new Ramp("left", 1.000, 0.000)); +obstacle->addTerm(new Ramp("right", 0.000, 1.000)); +engine->addInputVariable(obstacle); + +OutputVariable* mSteer = new OutputVariable; +mSteer->setName("mSteer"); +mSteer->setDescription(""); +mSteer->setEnabled(true); +mSteer->setRange(0.000, 1.000); +mSteer->setLockValueInRange(false); +mSteer->setAggregation(new Maximum); +mSteer->setDefuzzifier(new Centroid(100)); +mSteer->setDefaultValue(fl::nan); +mSteer->setLockPreviousValue(false); +mSteer->addTerm(new Ramp("left", 1.000, 0.000)); +mSteer->addTerm(new Ramp("right", 0.000, 1.000)); +engine->addOutputVariable(mSteer); + +RuleBlock* mamdani = new RuleBlock; +mamdani->setName("mamdani"); +mamdani->setDescription(""); +mamdani->setEnabled(true); +mamdani->setConjunction(fl::null); +mamdani->setDisjunction(fl::null); +mamdani->setImplication(new AlgebraicProduct); +mamdani->setActivation(new General); +mamdani->addRule(Rule::parse("if obstacle is left then mSteer is right", engine)); +mamdani->addRule(Rule::parse("if obstacle is right then mSteer is left", engine)); +engine->addRuleBlock(mamdani); + + +} diff --git a/examples/mamdani/ObstacleAvoidance.fcl b/examples/mamdani/ObstacleAvoidance.fcl new file mode 100644 index 0000000..1f2bac0 --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.fcl @@ -0,0 +1,34 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK ObstacleAvoidance + +VAR_INPUT + obstacle: REAL; +END_VAR + +VAR_OUTPUT + mSteer: REAL; +END_VAR + +FUZZIFY obstacle + RANGE := (0.000 .. 1.000); + TERM left := Ramp 1.000 0.000; + TERM right := Ramp 0.000 1.000; +END_FUZZIFY + +DEFUZZIFY mSteer + RANGE := (0.000 .. 1.000); + TERM left := Ramp 1.000 0.000; + TERM right := Ramp 0.000 1.000; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK mamdani + ACT : PROD; + RULE 1 : if obstacle is left then mSteer is right + RULE 2 : if obstacle is right then mSteer is left +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/ObstacleAvoidance.fis b/examples/mamdani/ObstacleAvoidance.fis new file mode 100644 index 0000000..f938ec0 --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.fis @@ -0,0 +1,32 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='ObstacleAvoidance' +Type='mamdani' +Version=6.0 +NumInputs=1 +NumOutputs=1 +NumRules=2 +AndMethod='min' +OrMethod='max' +ImpMethod='prod' +AggMethod='max' +DefuzzMethod='centroid' + +[Input1] +Name='obstacle' +Range=[0.000 1.000] +NumMFs=2 +MF1='left':'rampmf',[1.000 0.000] +MF2='right':'rampmf',[0.000 1.000] + +[Output1] +Name='mSteer' +Range=[0.000 1.000] +NumMFs=2 +MF1='left':'rampmf',[1.000 0.000] +MF2='right':'rampmf',[0.000 1.000] + +[Rules] +1.000 , 2.000 (1.000) : 1 +2.000 , 1.000 (1.000) : 1 diff --git a/examples/mamdani/ObstacleAvoidance.fld b/examples/mamdani/ObstacleAvoidance.fld new file mode 100644 index 0000000..ec259dd --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.fld @@ -0,0 +1,1025 @@ +obstacle mSteer +0.000000000 0.666650000 +0.000977517 0.666650000 +0.001955034 0.666650000 +0.002932551 0.666650000 +0.003910068 0.666650000 +0.004887586 0.666650000 +0.005865103 0.666638485 +0.006842620 0.666625450 +0.007820137 0.666612389 +0.008797654 0.666599303 +0.009775171 0.666586193 +0.010752688 0.666573056 +0.011730205 0.666559894 +0.012707722 0.666546707 +0.013685239 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is left then mSteer is right + rule: if obstacle is right then mSteer is left
\ No newline at end of file diff --git a/examples/mamdani/ObstacleAvoidance.java b/examples/mamdani/ObstacleAvoidance.java new file mode 100644 index 0000000..8efef3b --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.java @@ -0,0 +1,60 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 ObstacleAvoidance{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("ObstacleAvoidance"); +engine.setDescription(""); + +InputVariable obstacle = new InputVariable(); +obstacle.setName("obstacle"); +obstacle.setDescription(""); +obstacle.setEnabled(true); +obstacle.setRange(0.000, 1.000); +obstacle.setLockValueInRange(false); +obstacle.addTerm(new Ramp("left", 1.000, 0.000)); +obstacle.addTerm(new Ramp("right", 0.000, 1.000)); +engine.addInputVariable(obstacle); + +OutputVariable mSteer = new OutputVariable(); +mSteer.setName("mSteer"); +mSteer.setDescription(""); +mSteer.setEnabled(true); +mSteer.setRange(0.000, 1.000); +mSteer.setLockValueInRange(false); +mSteer.setAggregation(new Maximum()); +mSteer.setDefuzzifier(new Centroid(100)); +mSteer.setDefaultValue(Double.NaN); +mSteer.setLockPreviousValue(false); +mSteer.addTerm(new Ramp("left", 1.000, 0.000)); +mSteer.addTerm(new Ramp("right", 0.000, 1.000)); +engine.addOutputVariable(mSteer); + +RuleBlock mamdani = new RuleBlock(); +mamdani.setName("mamdani"); +mamdani.setDescription(""); +mamdani.setEnabled(true); +mamdani.setConjunction(null); +mamdani.setDisjunction(null); +mamdani.setImplication(new AlgebraicProduct()); +mamdani.setActivation(new General()); +mamdani.addRule(Rule.parse("if obstacle is left then mSteer is right", engine)); +mamdani.addRule(Rule.parse("if obstacle is right then mSteer is left", engine)); +engine.addRuleBlock(mamdani); + + +} +} diff --git a/examples/mamdani/ObstacleAvoidance.pdf b/examples/mamdani/ObstacleAvoidance.pdf Binary files differnew file mode 100644 index 0000000..63e1fe9 --- /dev/null +++ b/examples/mamdani/ObstacleAvoidance.pdf diff --git a/examples/mamdani/SimpleDimmer.R b/examples/mamdani/SimpleDimmer.R new file mode 100644 index 0000000..77a60f3 --- /dev/null +++ b/examples/mamdani/SimpleDimmer.R @@ -0,0 +1,60 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "SimpleDimmer" +engine.fll = "Engine: SimpleDimmer +InputVariable: Ambient + enabled: true + range: 0.000 1.000 + lock-range: false + term: DARK Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: BRIGHT Triangle 0.500 0.750 1.000 +OutputVariable: Power + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: LOW Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: HIGH Triangle 0.500 0.750 1.000 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + implication: Minimum + activation: General + rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW" + +engine.fldFile = "SimpleDimmer.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1_o1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("Ambient vs Power") + +engine.plot.o1_i1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("Power vs Ambient") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1_o1, engine.plot.o1_i1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/SimpleDimmer.cpp b/examples/mamdani/SimpleDimmer.cpp new file mode 100644 index 0000000..7cd5e73 --- /dev/null +++ b/examples/mamdani/SimpleDimmer.cpp @@ -0,0 +1,52 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("SimpleDimmer"); +engine->setDescription(""); + +InputVariable* Ambient = new InputVariable; +Ambient->setName("Ambient"); +Ambient->setDescription(""); +Ambient->setEnabled(true); +Ambient->setRange(0.000, 1.000); +Ambient->setLockValueInRange(false); +Ambient->addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient->addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine->addInputVariable(Ambient); + +OutputVariable* Power = new OutputVariable; +Power->setName("Power"); +Power->setDescription(""); +Power->setEnabled(true); +Power->setRange(0.000, 1.000); +Power->setLockValueInRange(false); +Power->setAggregation(new Maximum); +Power->setDefuzzifier(new Centroid(200)); +Power->setDefaultValue(fl::nan); +Power->setLockPreviousValue(false); +Power->addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power->addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine->addOutputVariable(Power); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setName(""); +ruleBlock->setDescription(""); +ruleBlock->setEnabled(true); +ruleBlock->setConjunction(fl::null); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setImplication(new Minimum); +ruleBlock->setActivation(new General); +ruleBlock->addRule(Rule::parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is BRIGHT then Power is LOW", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/SimpleDimmer.fcl b/examples/mamdani/SimpleDimmer.fcl new file mode 100644 index 0000000..104990a --- /dev/null +++ b/examples/mamdani/SimpleDimmer.fcl @@ -0,0 +1,37 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK SimpleDimmer + +VAR_INPUT + Ambient: REAL; +END_VAR + +VAR_OUTPUT + Power: REAL; +END_VAR + +FUZZIFY Ambient + RANGE := (0.000 .. 1.000); + TERM DARK := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM BRIGHT := Triangle 0.500 0.750 1.000; +END_FUZZIFY + +DEFUZZIFY Power + RANGE := (0.000 .. 1.000); + TERM LOW := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM HIGH := Triangle 0.500 0.750 1.000; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + ACT : MIN; + RULE 1 : if Ambient is DARK then Power is HIGH + RULE 2 : if Ambient is MEDIUM then Power is MEDIUM + RULE 3 : if Ambient is BRIGHT then Power is LOW +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/SimpleDimmer.fis b/examples/mamdani/SimpleDimmer.fis new file mode 100644 index 0000000..3435060 --- /dev/null +++ b/examples/mamdani/SimpleDimmer.fis @@ -0,0 +1,35 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='SimpleDimmer' +Type='mamdani' +Version=6.0 +NumInputs=1 +NumOutputs=1 +NumRules=3 +AndMethod='min' +OrMethod='max' +ImpMethod='min' +AggMethod='max' +DefuzzMethod='centroid' + +[Input1] +Name='Ambient' +Range=[0.000 1.000] +NumMFs=3 +MF1='DARK':'trimf',[0.000 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rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW
\ No newline at end of file diff --git a/examples/mamdani/SimpleDimmer.java b/examples/mamdani/SimpleDimmer.java new file mode 100644 index 0000000..d7b127d --- /dev/null +++ b/examples/mamdani/SimpleDimmer.java @@ -0,0 +1,63 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 SimpleDimmer{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("SimpleDimmer"); +engine.setDescription(""); + +InputVariable Ambient = new InputVariable(); +Ambient.setName("Ambient"); +Ambient.setDescription(""); +Ambient.setEnabled(true); +Ambient.setRange(0.000, 1.000); +Ambient.setLockValueInRange(false); +Ambient.addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient.addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine.addInputVariable(Ambient); + +OutputVariable Power = new OutputVariable(); +Power.setName("Power"); +Power.setDescription(""); +Power.setEnabled(true); +Power.setRange(0.000, 1.000); +Power.setLockValueInRange(false); +Power.setAggregation(new Maximum()); +Power.setDefuzzifier(new Centroid(200)); +Power.setDefaultValue(Double.NaN); +Power.setLockPreviousValue(false); +Power.addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power.addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine.addOutputVariable(Power); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setName(""); +ruleBlock.setDescription(""); +ruleBlock.setEnabled(true); +ruleBlock.setConjunction(null); +ruleBlock.setDisjunction(null); +ruleBlock.setImplication(new Minimum()); +ruleBlock.setActivation(new General()); +ruleBlock.addRule(Rule.parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is BRIGHT then Power is LOW", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/SimpleDimmer.pdf b/examples/mamdani/SimpleDimmer.pdf Binary files differnew file mode 100644 index 0000000..82ef82f --- /dev/null +++ b/examples/mamdani/SimpleDimmer.pdf diff --git a/examples/mamdani/SimpleDimmerChained.R b/examples/mamdani/SimpleDimmerChained.R new file mode 100644 index 0000000..323aa7d --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.R @@ -0,0 +1,85 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "SimpleDimmerChained" +engine.fll = "Engine: SimpleDimmerChained +InputVariable: Ambient + enabled: true + range: 0.000 1.000 + lock-range: false + term: DARK Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: BRIGHT Triangle 0.500 0.750 1.000 +OutputVariable: Power + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: LOW Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: HIGH Triangle 0.500 0.750 1.000 +OutputVariable: InversePower + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 500 + default: nan + lock-previous: false + term: LOW Cosine 0.200 0.500 + term: MEDIUM Cosine 0.500 0.500 + term: HIGH Cosine 0.800 0.500 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + implication: Minimum + activation: General + rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW + rule: if Power is LOW then InversePower is HIGH + rule: if Power is MEDIUM then InversePower is MEDIUM + rule: if Power is HIGH then InversePower is LOW" + +engine.fldFile = "SimpleDimmerChained.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1_o1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("Ambient vs Power") + +engine.plot.o1_i1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("Power vs Ambient") + +engine.plot.i1_o2 = ggplot(engine.df, aes(Ambient, InversePower)) + + geom_line(aes(color=InversePower), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("Ambient vs InversePower") + +engine.plot.o2_i1 = ggplot(engine.df, aes(Ambient, InversePower)) + + geom_line(aes(color=InversePower), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("InversePower vs Ambient") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1_o1, engine.plot.o1_i1, engine.plot.i1_o2, engine.plot.o2_i1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/SimpleDimmerChained.cpp b/examples/mamdani/SimpleDimmerChained.cpp new file mode 100644 index 0000000..bc59c8e --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.cpp @@ -0,0 +1,70 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("SimpleDimmerChained"); +engine->setDescription(""); + +InputVariable* Ambient = new InputVariable; +Ambient->setName("Ambient"); +Ambient->setDescription(""); +Ambient->setEnabled(true); +Ambient->setRange(0.000, 1.000); +Ambient->setLockValueInRange(false); +Ambient->addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient->addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine->addInputVariable(Ambient); + +OutputVariable* Power = new OutputVariable; +Power->setName("Power"); +Power->setDescription(""); +Power->setEnabled(true); +Power->setRange(0.000, 1.000); +Power->setLockValueInRange(false); +Power->setAggregation(new Maximum); +Power->setDefuzzifier(new Centroid(200)); +Power->setDefaultValue(fl::nan); +Power->setLockPreviousValue(false); +Power->addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power->addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine->addOutputVariable(Power); + +OutputVariable* InversePower = new OutputVariable; +InversePower->setName("InversePower"); +InversePower->setDescription(""); +InversePower->setEnabled(true); +InversePower->setRange(0.000, 1.000); +InversePower->setLockValueInRange(false); +InversePower->setAggregation(new Maximum); +InversePower->setDefuzzifier(new Centroid(500)); +InversePower->setDefaultValue(fl::nan); +InversePower->setLockPreviousValue(false); +InversePower->addTerm(new Cosine("LOW", 0.200, 0.500)); +InversePower->addTerm(new Cosine("MEDIUM", 0.500, 0.500)); +InversePower->addTerm(new Cosine("HIGH", 0.800, 0.500)); +engine->addOutputVariable(InversePower); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setName(""); +ruleBlock->setDescription(""); +ruleBlock->setEnabled(true); +ruleBlock->setConjunction(fl::null); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setImplication(new Minimum); +ruleBlock->setActivation(new General); +ruleBlock->addRule(Rule::parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is BRIGHT then Power is LOW", engine)); +ruleBlock->addRule(Rule::parse("if Power is LOW then InversePower is HIGH", engine)); +ruleBlock->addRule(Rule::parse("if Power is MEDIUM then InversePower is MEDIUM", engine)); +ruleBlock->addRule(Rule::parse("if Power is HIGH then InversePower is LOW", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/SimpleDimmerChained.fcl b/examples/mamdani/SimpleDimmerChained.fcl new file mode 100644 index 0000000..29bb4ea --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.fcl @@ -0,0 +1,51 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK SimpleDimmerChained + +VAR_INPUT + Ambient: REAL; +END_VAR + +VAR_OUTPUT + Power: REAL; + InversePower: REAL; +END_VAR + +FUZZIFY Ambient + RANGE := (0.000 .. 1.000); + TERM DARK := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM BRIGHT := Triangle 0.500 0.750 1.000; +END_FUZZIFY + +DEFUZZIFY Power + RANGE := (0.000 .. 1.000); + TERM LOW := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM HIGH := Triangle 0.500 0.750 1.000; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY InversePower + RANGE := (0.000 .. 1.000); + TERM LOW := Cosine 0.200 0.500; + TERM MEDIUM := Cosine 0.500 0.500; + TERM HIGH := Cosine 0.800 0.500; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + ACT : MIN; + RULE 1 : if Ambient is DARK then Power is HIGH + RULE 2 : if Ambient is MEDIUM then Power is MEDIUM + RULE 3 : if Ambient is BRIGHT then Power is LOW + RULE 4 : if Power is LOW then InversePower is HIGH + RULE 5 : if Power is MEDIUM then InversePower is MEDIUM + RULE 6 : if Power is HIGH then InversePower is LOW +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/SimpleDimmerChained.fis b/examples/mamdani/SimpleDimmerChained.fis new file mode 100644 index 0000000..c2fc642 --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.fis @@ -0,0 +1,46 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='SimpleDimmerChained' +Type='mamdani' +Version=6.0 +NumInputs=1 +NumOutputs=2 +NumRules=6 +AndMethod='min' +OrMethod='max' +ImpMethod='min' +AggMethod='max' +DefuzzMethod='centroid' + +[Input1] +Name='Ambient' +Range=[0.000 1.000] +NumMFs=3 +MF1='DARK':'trimf',[0.000 0.250 0.500] +MF2='MEDIUM':'trimf',[0.250 0.500 0.750] +MF3='BRIGHT':'trimf',[0.500 0.750 1.000] + +[Output1] +Name='Power' +Range=[0.000 1.000] +NumMFs=3 +MF1='LOW':'trimf',[0.000 0.250 0.500] +MF2='MEDIUM':'trimf',[0.250 0.500 0.750] +MF3='HIGH':'trimf',[0.500 0.750 1.000] + +[Output2] +Name='InversePower' +Range=[0.000 1.000] +NumMFs=3 +MF1='LOW':'cosinemf',[0.200 0.500] +MF2='MEDIUM':'cosinemf',[0.500 0.500] +MF3='HIGH':'cosinemf',[0.800 0.500] + +[Rules] +1.000 , 3.000 0.000 (1.000) : 1 +2.000 , 2.000 0.000 (1.000) : 1 +3.000 , 1.000 0.000 (1.000) : 1 +0.000 , 0.000 3.000 (1.000) : 1 +0.000 , 0.000 2.000 (1.000) : 1 +0.000 , 0.000 1.000 (1.000) : 1 diff --git a/examples/mamdani/SimpleDimmerChained.fld b/examples/mamdani/SimpleDimmerChained.fld new file mode 100644 index 0000000..843c017 --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.fld @@ -0,0 +1,1025 @@ +Ambient Power InversePower +0.000000000 nan nan +0.000977517 0.750000000 0.221671502 +0.001955034 0.750000000 0.220306607 +0.002932551 0.750000000 0.219272108 +0.003910068 0.750000000 0.218372593 +0.004887586 0.750000000 0.217595038 +0.005865103 0.750000000 0.216891736 +0.006842620 0.750000000 0.216242049 +0.007820137 0.750000000 0.215635499 +0.008797654 0.750000000 0.215066121 +0.009775171 0.750000000 0.214530188 +0.010752688 0.750000000 0.214025192 +0.011730205 0.750000000 0.213535928 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Centroid 200 + default: nan + lock-previous: false + term: LOW Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: HIGH Triangle 0.500 0.750 1.000 +OutputVariable: InversePower + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 500 + default: nan + lock-previous: false + term: LOW Cosine 0.200 0.500 + term: MEDIUM Cosine 0.500 0.500 + term: HIGH Cosine 0.800 0.500 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + implication: Minimum + activation: General + rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW + rule: if Power is LOW then InversePower is HIGH + rule: if Power is MEDIUM then InversePower is MEDIUM + rule: if Power is HIGH then InversePower is LOW
\ No newline at end of file diff --git a/examples/mamdani/SimpleDimmerChained.java b/examples/mamdani/SimpleDimmerChained.java new file mode 100644 index 0000000..a7c28c6 --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.java @@ -0,0 +1,81 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 SimpleDimmerChained{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("SimpleDimmerChained"); +engine.setDescription(""); + +InputVariable Ambient = new InputVariable(); +Ambient.setName("Ambient"); +Ambient.setDescription(""); +Ambient.setEnabled(true); +Ambient.setRange(0.000, 1.000); +Ambient.setLockValueInRange(false); +Ambient.addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient.addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine.addInputVariable(Ambient); + +OutputVariable Power = new OutputVariable(); +Power.setName("Power"); +Power.setDescription(""); +Power.setEnabled(true); +Power.setRange(0.000, 1.000); +Power.setLockValueInRange(false); +Power.setAggregation(new Maximum()); +Power.setDefuzzifier(new Centroid(200)); +Power.setDefaultValue(Double.NaN); +Power.setLockPreviousValue(false); +Power.addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power.addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine.addOutputVariable(Power); + +OutputVariable InversePower = new OutputVariable(); +InversePower.setName("InversePower"); +InversePower.setDescription(""); +InversePower.setEnabled(true); +InversePower.setRange(0.000, 1.000); +InversePower.setLockValueInRange(false); +InversePower.setAggregation(new Maximum()); +InversePower.setDefuzzifier(new Centroid(500)); +InversePower.setDefaultValue(Double.NaN); +InversePower.setLockPreviousValue(false); +InversePower.addTerm(new Cosine("LOW", 0.200, 0.500)); +InversePower.addTerm(new Cosine("MEDIUM", 0.500, 0.500)); +InversePower.addTerm(new Cosine("HIGH", 0.800, 0.500)); +engine.addOutputVariable(InversePower); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setName(""); +ruleBlock.setDescription(""); +ruleBlock.setEnabled(true); +ruleBlock.setConjunction(null); +ruleBlock.setDisjunction(null); +ruleBlock.setImplication(new Minimum()); +ruleBlock.setActivation(new General()); +ruleBlock.addRule(Rule.parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is BRIGHT then Power is LOW", engine)); +ruleBlock.addRule(Rule.parse("if Power is LOW then InversePower is HIGH", engine)); +ruleBlock.addRule(Rule.parse("if Power is MEDIUM then InversePower is MEDIUM", engine)); +ruleBlock.addRule(Rule.parse("if Power is HIGH then InversePower is LOW", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/SimpleDimmerChained.pdf b/examples/mamdani/SimpleDimmerChained.pdf Binary files differnew file mode 100644 index 0000000..bc22cfa --- /dev/null +++ b/examples/mamdani/SimpleDimmerChained.pdf diff --git a/examples/mamdani/SimpleDimmerInverse.R b/examples/mamdani/SimpleDimmerInverse.R new file mode 100644 index 0000000..358916d --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.R @@ -0,0 +1,85 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "SimpleDimmerInverse" +engine.fll = "Engine: SimpleDimmerInverse +InputVariable: Ambient + enabled: true + range: 0.000 1.000 + lock-range: false + term: DARK Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: BRIGHT Triangle 0.500 0.750 1.000 +OutputVariable: Power + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: LOW Triangle 0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: HIGH Triangle 0.500 0.750 1.000 +OutputVariable: InversePower + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 500 + default: nan + lock-previous: false + term: LOW Cosine 0.200 0.500 + term: MEDIUM Cosine 0.500 0.500 + term: HIGH Cosine 0.800 0.500 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + implication: Minimum + activation: General + rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW + rule: if Power is LOW then InversePower is HIGH + rule: if Power is MEDIUM then InversePower is MEDIUM + rule: if Power is HIGH then InversePower is LOW" + +engine.fldFile = "SimpleDimmerInverse.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1_o1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("Ambient vs Power") + +engine.plot.o1_i1 = ggplot(engine.df, aes(Ambient, Power)) + + geom_line(aes(color=Power), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("Power vs Ambient") + +engine.plot.i1_o2 = ggplot(engine.df, aes(Ambient, InversePower)) + + geom_line(aes(color=InversePower), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + ggtitle("Ambient vs InversePower") + +engine.plot.o2_i1 = ggplot(engine.df, aes(Ambient, InversePower)) + + geom_line(aes(color=InversePower), size=3, lineend="round", linejoin="mitre") + + scale_color_gradient(low="yellow", high="red") + + coord_flip() + + ggtitle("InversePower vs Ambient") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1_o1, engine.plot.o1_i1, engine.plot.i1_o2, engine.plot.o2_i1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/SimpleDimmerInverse.cpp b/examples/mamdani/SimpleDimmerInverse.cpp new file mode 100644 index 0000000..1c22275 --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.cpp @@ -0,0 +1,70 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("SimpleDimmerInverse"); +engine->setDescription(""); + +InputVariable* Ambient = new InputVariable; +Ambient->setName("Ambient"); +Ambient->setDescription(""); +Ambient->setEnabled(true); +Ambient->setRange(0.000, 1.000); +Ambient->setLockValueInRange(false); +Ambient->addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient->addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine->addInputVariable(Ambient); + +OutputVariable* Power = new OutputVariable; +Power->setName("Power"); +Power->setDescription(""); +Power->setEnabled(true); +Power->setRange(0.000, 1.000); +Power->setLockValueInRange(false); +Power->setAggregation(new Maximum); +Power->setDefuzzifier(new Centroid(200)); +Power->setDefaultValue(fl::nan); +Power->setLockPreviousValue(false); +Power->addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power->addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power->addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine->addOutputVariable(Power); + +OutputVariable* InversePower = new OutputVariable; +InversePower->setName("InversePower"); +InversePower->setDescription(""); +InversePower->setEnabled(true); +InversePower->setRange(0.000, 1.000); +InversePower->setLockValueInRange(false); +InversePower->setAggregation(new Maximum); +InversePower->setDefuzzifier(new Centroid(500)); +InversePower->setDefaultValue(fl::nan); +InversePower->setLockPreviousValue(false); +InversePower->addTerm(new Cosine("LOW", 0.200, 0.500)); +InversePower->addTerm(new Cosine("MEDIUM", 0.500, 0.500)); +InversePower->addTerm(new Cosine("HIGH", 0.800, 0.500)); +engine->addOutputVariable(InversePower); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setName(""); +ruleBlock->setDescription(""); +ruleBlock->setEnabled(true); +ruleBlock->setConjunction(fl::null); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setImplication(new Minimum); +ruleBlock->setActivation(new General); +ruleBlock->addRule(Rule::parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock->addRule(Rule::parse("if Ambient is BRIGHT then Power is LOW", engine)); +ruleBlock->addRule(Rule::parse("if Power is LOW then InversePower is HIGH", engine)); +ruleBlock->addRule(Rule::parse("if Power is MEDIUM then InversePower is MEDIUM", engine)); +ruleBlock->addRule(Rule::parse("if Power is HIGH then InversePower is LOW", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/SimpleDimmerInverse.fcl b/examples/mamdani/SimpleDimmerInverse.fcl new file mode 100644 index 0000000..d8043d3 --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.fcl @@ -0,0 +1,51 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK SimpleDimmerInverse + +VAR_INPUT + Ambient: REAL; +END_VAR + +VAR_OUTPUT + Power: REAL; + InversePower: REAL; +END_VAR + +FUZZIFY Ambient + RANGE := (0.000 .. 1.000); + TERM DARK := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM BRIGHT := Triangle 0.500 0.750 1.000; +END_FUZZIFY + +DEFUZZIFY Power + RANGE := (0.000 .. 1.000); + TERM LOW := Triangle 0.000 0.250 0.500; + TERM MEDIUM := Triangle 0.250 0.500 0.750; + TERM HIGH := Triangle 0.500 0.750 1.000; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY InversePower + RANGE := (0.000 .. 1.000); + TERM LOW := Cosine 0.200 0.500; + TERM MEDIUM := Cosine 0.500 0.500; + TERM HIGH := Cosine 0.800 0.500; + METHOD : COG; + ACCU : MAX; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + ACT : MIN; + RULE 1 : if Ambient is DARK then Power is HIGH + RULE 2 : if Ambient is MEDIUM then Power is MEDIUM + RULE 3 : if Ambient is BRIGHT then Power is LOW + RULE 4 : if Power is LOW then InversePower is HIGH + RULE 5 : if Power is MEDIUM then InversePower is MEDIUM + RULE 6 : if Power is HIGH then InversePower is LOW +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/SimpleDimmerInverse.fis b/examples/mamdani/SimpleDimmerInverse.fis new file mode 100644 index 0000000..b044014 --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.fis @@ -0,0 +1,46 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='SimpleDimmerInverse' +Type='mamdani' +Version=6.0 +NumInputs=1 +NumOutputs=2 +NumRules=6 +AndMethod='min' +OrMethod='max' +ImpMethod='min' +AggMethod='max' +DefuzzMethod='centroid' + +[Input1] +Name='Ambient' +Range=[0.000 1.000] +NumMFs=3 +MF1='DARK':'trimf',[0.000 0.250 0.500] +MF2='MEDIUM':'trimf',[0.250 0.500 0.750] +MF3='BRIGHT':'trimf',[0.500 0.750 1.000] + +[Output1] +Name='Power' +Range=[0.000 1.000] +NumMFs=3 +MF1='LOW':'trimf',[0.000 0.250 0.500] +MF2='MEDIUM':'trimf',[0.250 0.500 0.750] +MF3='HIGH':'trimf',[0.500 0.750 1.000] + +[Output2] +Name='InversePower' +Range=[0.000 1.000] +NumMFs=3 +MF1='LOW':'cosinemf',[0.200 0.500] +MF2='MEDIUM':'cosinemf',[0.500 0.500] +MF3='HIGH':'cosinemf',[0.800 0.500] + +[Rules] +1.000 , 3.000 0.000 (1.000) : 1 +2.000 , 2.000 0.000 (1.000) : 1 +3.000 , 1.000 0.000 (1.000) : 1 +0.000 , 0.000 3.000 (1.000) : 1 +0.000 , 0.000 2.000 (1.000) : 1 +0.000 , 0.000 1.000 (1.000) : 1 diff --git a/examples/mamdani/SimpleDimmerInverse.fld b/examples/mamdani/SimpleDimmerInverse.fld new file mode 100644 index 0000000..843c017 --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.fld @@ -0,0 +1,1025 @@ +Ambient Power InversePower +0.000000000 nan nan +0.000977517 0.750000000 0.221671502 +0.001955034 0.750000000 0.220306607 +0.002932551 0.750000000 0.219272108 +0.003910068 0.750000000 0.218372593 +0.004887586 0.750000000 0.217595038 +0.005865103 0.750000000 0.216891736 +0.006842620 0.750000000 0.216242049 +0.007820137 0.750000000 0.215635499 +0.008797654 0.750000000 0.215066121 +0.009775171 0.750000000 0.214530188 +0.010752688 0.750000000 0.214025192 +0.011730205 0.750000000 0.213535928 +0.012707722 0.750000000 0.213059653 +0.013685239 0.750000000 0.212609497 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0.000 0.250 0.500 + term: MEDIUM Triangle 0.250 0.500 0.750 + term: HIGH Triangle 0.500 0.750 1.000 +OutputVariable: InversePower + enabled: true + range: 0.000 1.000 + lock-range: false + aggregation: Maximum + defuzzifier: Centroid 500 + default: nan + lock-previous: false + term: LOW Cosine 0.200 0.500 + term: MEDIUM Cosine 0.500 0.500 + term: HIGH Cosine 0.800 0.500 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + implication: Minimum + activation: General + rule: if Ambient is DARK then Power is HIGH + rule: if Ambient is MEDIUM then Power is MEDIUM + rule: if Ambient is BRIGHT then Power is LOW + rule: if Power is LOW then InversePower is HIGH + rule: if Power is MEDIUM then InversePower is MEDIUM + rule: if Power is HIGH then InversePower is LOW
\ No newline at end of file diff --git a/examples/mamdani/SimpleDimmerInverse.java b/examples/mamdani/SimpleDimmerInverse.java new file mode 100644 index 0000000..218f831 --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.java @@ -0,0 +1,81 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 SimpleDimmerInverse{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("SimpleDimmerInverse"); +engine.setDescription(""); + +InputVariable Ambient = new InputVariable(); +Ambient.setName("Ambient"); +Ambient.setDescription(""); +Ambient.setEnabled(true); +Ambient.setRange(0.000, 1.000); +Ambient.setLockValueInRange(false); +Ambient.addTerm(new Triangle("DARK", 0.000, 0.250, 0.500)); +Ambient.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Ambient.addTerm(new Triangle("BRIGHT", 0.500, 0.750, 1.000)); +engine.addInputVariable(Ambient); + +OutputVariable Power = new OutputVariable(); +Power.setName("Power"); +Power.setDescription(""); +Power.setEnabled(true); +Power.setRange(0.000, 1.000); +Power.setLockValueInRange(false); +Power.setAggregation(new Maximum()); +Power.setDefuzzifier(new Centroid(200)); +Power.setDefaultValue(Double.NaN); +Power.setLockPreviousValue(false); +Power.addTerm(new Triangle("LOW", 0.000, 0.250, 0.500)); +Power.addTerm(new Triangle("MEDIUM", 0.250, 0.500, 0.750)); +Power.addTerm(new Triangle("HIGH", 0.500, 0.750, 1.000)); +engine.addOutputVariable(Power); + +OutputVariable InversePower = new OutputVariable(); +InversePower.setName("InversePower"); +InversePower.setDescription(""); +InversePower.setEnabled(true); +InversePower.setRange(0.000, 1.000); +InversePower.setLockValueInRange(false); +InversePower.setAggregation(new Maximum()); +InversePower.setDefuzzifier(new Centroid(500)); +InversePower.setDefaultValue(Double.NaN); +InversePower.setLockPreviousValue(false); +InversePower.addTerm(new Cosine("LOW", 0.200, 0.500)); +InversePower.addTerm(new Cosine("MEDIUM", 0.500, 0.500)); +InversePower.addTerm(new Cosine("HIGH", 0.800, 0.500)); +engine.addOutputVariable(InversePower); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setName(""); +ruleBlock.setDescription(""); +ruleBlock.setEnabled(true); +ruleBlock.setConjunction(null); +ruleBlock.setDisjunction(null); +ruleBlock.setImplication(new Minimum()); +ruleBlock.setActivation(new General()); +ruleBlock.addRule(Rule.parse("if Ambient is DARK then Power is HIGH", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is MEDIUM then Power is MEDIUM", engine)); +ruleBlock.addRule(Rule.parse("if Ambient is BRIGHT then Power is LOW", engine)); +ruleBlock.addRule(Rule.parse("if Power is LOW then InversePower is HIGH", engine)); +ruleBlock.addRule(Rule.parse("if Power is MEDIUM then InversePower is MEDIUM", engine)); +ruleBlock.addRule(Rule.parse("if Power is HIGH then InversePower is LOW", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/SimpleDimmerInverse.pdf b/examples/mamdani/SimpleDimmerInverse.pdf Binary files differnew file mode 100644 index 0000000..0cfb26d --- /dev/null +++ b/examples/mamdani/SimpleDimmerInverse.pdf diff --git a/examples/mamdani/octave/COPYING b/examples/mamdani/octave/COPYING new file mode 100644 index 0000000..94a9ed0 --- /dev/null +++ b/examples/mamdani/octave/COPYING @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/> + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If not, see <http://www.gnu.org/licenses/>. + +Also add information on how to contact you by electronic and paper mail. + + If the program does terminal interaction, make it output a short +notice like this when it starts in an interactive mode: + + <program> Copyright (C) <year> <name of author> + This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, your program's commands +might be different; for a GUI interface, you would use an "about box". + + You should also get your employer (if you work as a programmer) or school, +if any, to sign a "copyright disclaimer" for the program, if necessary. +For more information on this, and how to apply and follow the GNU GPL, see +<http://www.gnu.org/licenses/>. + + The GNU General Public License does not permit incorporating your program +into proprietary programs. If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +<http://www.gnu.org/philosophy/why-not-lgpl.html>. diff --git a/examples/mamdani/octave/DESCRIPTION b/examples/mamdani/octave/DESCRIPTION new file mode 100644 index 0000000..35df57d --- /dev/null +++ b/examples/mamdani/octave/DESCRIPTION @@ -0,0 +1,12 @@ +Name: fuzzy-logic-toolkit +Version: 0.4.2 +Date: 2012-10-02 +Author: L. Markowsky <lmarkov@users.sourceforge.net> +Maintainer: L. Markowsky <lmarkov@users.sourceforge.net> +Title: Octave Fuzzy Logic Toolkit +Description: A mostly MATLAB-compatible fuzzy logic toolkit for Octave. +Depends: octave (>= 3.2.4) +Autoload: no +License: GPLv3+ +Url: http://octave.sf.net + http://sf.net/projects/octave-fuzzy diff --git a/examples/mamdani/octave/investment_portfolio.R b/examples/mamdani/octave/investment_portfolio.R new file mode 100644 index 0000000..c752dab --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.R @@ -0,0 +1,67 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "investment_portfolio" +engine.fll = "Engine: investment_portfolio +InputVariable: Age + enabled: true + range: 20.000 100.000 + lock-range: false + term: Young ZShape 30.000 90.000 + term: Old SShape 30.000 90.000 +InputVariable: RiskTolerance + enabled: true + range: 0.000 10.000 + lock-range: false + term: Low ZShape 2.000 8.000 + term: High SShape 2.000 8.000 +OutputVariable: PercentageInStocks + enabled: true + range: 0.000 100.000 + lock-range: false + aggregation: EinsteinSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: AboutFifteen Gaussian 15.000 10.000 + term: AboutFifty Gaussian 50.000 10.000 + term: AboutEightyFive Gaussian 85.000 10.000 +RuleBlock: + enabled: true + conjunction: EinsteinProduct + disjunction: EinsteinSum + implication: EinsteinProduct + activation: General + rule: if Age is Young or RiskTolerance is High then PercentageInStocks is AboutEightyFive + rule: if Age is Old or RiskTolerance is Low then PercentageInStocks is AboutFifteen + rule: if Age is not extremely Old and RiskTolerance is not extremely Low then PercentageInStocks is AboutFifty with 0.500 + rule: if Age is not extremely Young and RiskTolerance is not extremely High then PercentageInStocks is AboutFifty with 0.500" + +engine.fldFile = "investment_portfolio.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1i2_o1 = ggplot(engine.df, aes(Age, RiskTolerance)) + + geom_tile(aes(fill=PercentageInStocks)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Age, y=RiskTolerance, z=PercentageInStocks), color="black") + + ggtitle("(Age, RiskTolerance) = PercentageInStocks") + +engine.plot.i2i1_o1 = ggplot(engine.df, aes(RiskTolerance, Age)) + + geom_tile(aes(fill=PercentageInStocks)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=RiskTolerance, y=Age, z=PercentageInStocks), color="black") + + ggtitle("(RiskTolerance, Age) = PercentageInStocks") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1i2_o1, engine.plot.i2i1_o1, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/octave/investment_portfolio.cpp b/examples/mamdani/octave/investment_portfolio.cpp new file mode 100644 index 0000000..2b82b8c --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.cpp @@ -0,0 +1,62 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("investment_portfolio"); +engine->setDescription(""); + +InputVariable* Age = new InputVariable; +Age->setName("Age"); +Age->setDescription(""); +Age->setEnabled(true); +Age->setRange(20.000, 100.000); +Age->setLockValueInRange(false); +Age->addTerm(new ZShape("Young", 30.000, 90.000)); +Age->addTerm(new SShape("Old", 30.000, 90.000)); +engine->addInputVariable(Age); + +InputVariable* RiskTolerance = new InputVariable; +RiskTolerance->setName("RiskTolerance"); +RiskTolerance->setDescription(""); +RiskTolerance->setEnabled(true); +RiskTolerance->setRange(0.000, 10.000); +RiskTolerance->setLockValueInRange(false); +RiskTolerance->addTerm(new ZShape("Low", 2.000, 8.000)); +RiskTolerance->addTerm(new SShape("High", 2.000, 8.000)); +engine->addInputVariable(RiskTolerance); + +OutputVariable* PercentageInStocks = new OutputVariable; +PercentageInStocks->setName("PercentageInStocks"); +PercentageInStocks->setDescription(""); +PercentageInStocks->setEnabled(true); +PercentageInStocks->setRange(0.000, 100.000); +PercentageInStocks->setLockValueInRange(false); +PercentageInStocks->setAggregation(new EinsteinSum); +PercentageInStocks->setDefuzzifier(new Centroid(200)); +PercentageInStocks->setDefaultValue(fl::nan); +PercentageInStocks->setLockPreviousValue(false); +PercentageInStocks->addTerm(new Gaussian("AboutFifteen", 15.000, 10.000)); +PercentageInStocks->addTerm(new Gaussian("AboutFifty", 50.000, 10.000)); +PercentageInStocks->addTerm(new Gaussian("AboutEightyFive", 85.000, 10.000)); +engine->addOutputVariable(PercentageInStocks); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setName(""); +ruleBlock->setDescription(""); +ruleBlock->setEnabled(true); +ruleBlock->setConjunction(new EinsteinProduct); +ruleBlock->setDisjunction(new EinsteinSum); +ruleBlock->setImplication(new EinsteinProduct); +ruleBlock->setActivation(new General); +ruleBlock->addRule(Rule::parse("if Age is Young or RiskTolerance is High then PercentageInStocks is AboutEightyFive", engine)); +ruleBlock->addRule(Rule::parse("if Age is Old or RiskTolerance is Low then PercentageInStocks is AboutFifteen", engine)); +ruleBlock->addRule(Rule::parse("if Age is not extremely Old and RiskTolerance is not extremely Low then PercentageInStocks is AboutFifty with 0.500", engine)); +ruleBlock->addRule(Rule::parse("if Age is not extremely Young and RiskTolerance is not extremely High then PercentageInStocks is AboutFifty with 0.500", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/octave/investment_portfolio.fcl b/examples/mamdani/octave/investment_portfolio.fcl new file mode 100644 index 0000000..ec837a7 --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.fcl @@ -0,0 +1,46 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK investment_portfolio + +VAR_INPUT + Age: REAL; + RiskTolerance: REAL; +END_VAR + +VAR_OUTPUT + PercentageInStocks: REAL; +END_VAR + +FUZZIFY Age + RANGE := (20.000 .. 100.000); + TERM Young := ZShape 30.000 90.000; + TERM Old := SShape 30.000 90.000; +END_FUZZIFY + +FUZZIFY RiskTolerance + RANGE := (0.000 .. 10.000); + TERM Low := ZShape 2.000 8.000; + TERM High := SShape 2.000 8.000; +END_FUZZIFY + +DEFUZZIFY PercentageInStocks + RANGE := (0.000 .. 100.000); + TERM AboutFifteen := Gaussian 15.000 10.000; + TERM AboutFifty := Gaussian 50.000 10.000; + TERM AboutEightyFive := Gaussian 85.000 10.000; + METHOD : COG; + ACCU : ESUM; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : EPROD; + OR : ESUM; + ACT : EPROD; + RULE 1 : if Age is Young or RiskTolerance is High then PercentageInStocks is AboutEightyFive + RULE 2 : if Age is Old or RiskTolerance is Low then PercentageInStocks is AboutFifteen + RULE 3 : if Age is not extremely Old and RiskTolerance is not extremely Low then PercentageInStocks is AboutFifty with 0.500 + RULE 4 : if Age is not extremely Young and RiskTolerance is not extremely High then PercentageInStocks is AboutFifty with 0.500 +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/octave/investment_portfolio.fis b/examples/mamdani/octave/investment_portfolio.fis new file mode 100644 index 0000000..b512a68 --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.fis @@ -0,0 +1,42 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='investment_portfolio' +Type='mamdani' +Version=6.0 +NumInputs=2 +NumOutputs=1 +NumRules=4 +AndMethod='einstein_product' +OrMethod='einstein_sum' +ImpMethod='einstein_product' +AggMethod='einstein_sum' +DefuzzMethod='centroid' + +[Input1] +Name='Age' +Range=[20.000 100.000] +NumMFs=2 +MF1='Young':'zmf',[30.000 90.000] +MF2='Old':'smf',[30.000 90.000] + +[Input2] +Name='RiskTolerance' +Range=[0.000 10.000] +NumMFs=2 +MF1='Low':'zmf',[2.000 8.000] +MF2='High':'smf',[2.000 8.000] + +[Output1] +Name='PercentageInStocks' +Range=[0.000 100.000] +NumMFs=3 +MF1='AboutFifteen':'gaussmf',[10.000 15.000] +MF2='AboutFifty':'gaussmf',[10.000 50.000] +MF3='AboutEightyFive':'gaussmf',[10.000 85.000] + +[Rules] +1.000 2.000 , 3.000 (1.000) : 2 +2.000 1.000 , 1.000 (1.000) : 2 +-2.300 -1.300 , 2.000 (0.500) : 1 +-1.300 -2.300 , 2.000 (0.500) : 1 diff --git a/examples/mamdani/octave/investment_portfolio.fld b/examples/mamdani/octave/investment_portfolio.fld new file mode 100644 index 0000000..4da9cb9 --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.fld @@ -0,0 +1,1025 @@ +Age RiskTolerance PercentageInStocks +20.000000000 0.000000000 50.000000000 +20.000000000 0.322580645 50.000000000 +20.000000000 0.645161290 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50.000000000 +100.000000000 9.677419355 50.000000000 +100.000000000 10.000000000 50.000000000 diff --git a/examples/mamdani/octave/investment_portfolio.fll b/examples/mamdani/octave/investment_portfolio.fll new file mode 100644 index 0000000..628fdef --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.fll @@ -0,0 +1,34 @@ +Engine: investment_portfolio +InputVariable: Age + enabled: true + range: 20.000 100.000 + lock-range: false + term: Young ZShape 30.000 90.000 + term: Old SShape 30.000 90.000 +InputVariable: RiskTolerance + enabled: true + range: 0.000 10.000 + lock-range: false + term: Low ZShape 2.000 8.000 + term: High SShape 2.000 8.000 +OutputVariable: PercentageInStocks + enabled: true + range: 0.000 100.000 + lock-range: false + aggregation: EinsteinSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: AboutFifteen Gaussian 15.000 10.000 + term: AboutFifty Gaussian 50.000 10.000 + term: AboutEightyFive Gaussian 85.000 10.000 +RuleBlock: + enabled: true + conjunction: EinsteinProduct + disjunction: EinsteinSum + implication: EinsteinProduct + activation: General + rule: if Age is Young or RiskTolerance is High then PercentageInStocks is AboutEightyFive + rule: if Age is Old or RiskTolerance is Low then PercentageInStocks is AboutFifteen + rule: if Age is not extremely Old and RiskTolerance is not extremely Low then PercentageInStocks is AboutFifty with 0.500 + rule: if Age is not extremely Young and RiskTolerance is not extremely High then PercentageInStocks is AboutFifty with 0.500
\ No newline at end of file diff --git a/examples/mamdani/octave/investment_portfolio.java b/examples/mamdani/octave/investment_portfolio.java new file mode 100644 index 0000000..9dff687 --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.java @@ -0,0 +1,73 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 investment_portfolio{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("investment_portfolio"); +engine.setDescription(""); + +InputVariable Age = new InputVariable(); +Age.setName("Age"); +Age.setDescription(""); +Age.setEnabled(true); +Age.setRange(20.000, 100.000); +Age.setLockValueInRange(false); +Age.addTerm(new ZShape("Young", 30.000, 90.000)); +Age.addTerm(new SShape("Old", 30.000, 90.000)); +engine.addInputVariable(Age); + +InputVariable RiskTolerance = new InputVariable(); +RiskTolerance.setName("RiskTolerance"); +RiskTolerance.setDescription(""); +RiskTolerance.setEnabled(true); +RiskTolerance.setRange(0.000, 10.000); +RiskTolerance.setLockValueInRange(false); +RiskTolerance.addTerm(new ZShape("Low", 2.000, 8.000)); +RiskTolerance.addTerm(new SShape("High", 2.000, 8.000)); +engine.addInputVariable(RiskTolerance); + +OutputVariable PercentageInStocks = new OutputVariable(); +PercentageInStocks.setName("PercentageInStocks"); +PercentageInStocks.setDescription(""); +PercentageInStocks.setEnabled(true); +PercentageInStocks.setRange(0.000, 100.000); +PercentageInStocks.setLockValueInRange(false); +PercentageInStocks.setAggregation(new EinsteinSum()); +PercentageInStocks.setDefuzzifier(new Centroid(200)); +PercentageInStocks.setDefaultValue(Double.NaN); +PercentageInStocks.setLockPreviousValue(false); +PercentageInStocks.addTerm(new Gaussian("AboutFifteen", 15.000, 10.000)); +PercentageInStocks.addTerm(new Gaussian("AboutFifty", 50.000, 10.000)); +PercentageInStocks.addTerm(new Gaussian("AboutEightyFive", 85.000, 10.000)); +engine.addOutputVariable(PercentageInStocks); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setName(""); +ruleBlock.setDescription(""); +ruleBlock.setEnabled(true); +ruleBlock.setConjunction(new EinsteinProduct()); +ruleBlock.setDisjunction(new EinsteinSum()); +ruleBlock.setImplication(new EinsteinProduct()); +ruleBlock.setActivation(new General()); +ruleBlock.addRule(Rule.parse("if Age is Young or RiskTolerance is High then PercentageInStocks is AboutEightyFive", engine)); +ruleBlock.addRule(Rule.parse("if Age is Old or RiskTolerance is Low then PercentageInStocks is AboutFifteen", engine)); +ruleBlock.addRule(Rule.parse("if Age is not extremely Old and RiskTolerance is not extremely Low then PercentageInStocks is AboutFifty with 0.500", engine)); +ruleBlock.addRule(Rule.parse("if Age is not extremely Young and RiskTolerance is not extremely High then PercentageInStocks is AboutFifty with 0.500", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/octave/investment_portfolio.pdf b/examples/mamdani/octave/investment_portfolio.pdf Binary files differnew file mode 100644 index 0000000..c9c897e --- /dev/null +++ b/examples/mamdani/octave/investment_portfolio.pdf diff --git a/examples/mamdani/octave/mamdani_tip_calculator.R b/examples/mamdani/octave/mamdani_tip_calculator.R new file mode 100644 index 0000000..81eabe2 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.R @@ -0,0 +1,90 @@ +#Code automatically generated with fuzzylite 6.0. + +library(ggplot2); + +engine.name = "mamdani_tip_calculator" +engine.fll = "Engine: mamdani_tip_calculator +InputVariable: FoodQuality + enabled: true + range: 1.000 10.000 + lock-range: false + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +InputVariable: Service + enabled: true + range: 1.000 10.000 + lock-range: false + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +OutputVariable: Tip + enabled: true + range: 0.000 30.000 + lock-range: false + aggregation: AlgebraicSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: AboutTenPercent Gaussian 10.000 2.000 + term: AboutFifteenPercent Gaussian 15.000 2.000 + term: AboutTwentyPercent Gaussian 20.000 2.000 +OutputVariable: CheckPlusTip + enabled: true + range: 1.000 1.300 + lock-range: false + aggregation: AlgebraicSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: PlusAboutTenPercent Gaussian 1.100 0.020 + term: PlusAboutFifteenPercent Gaussian 1.150 0.020 + term: PlusAboutTwentyPercent Gaussian 1.200 0.020 +RuleBlock: + enabled: true + conjunction: AlgebraicProduct + disjunction: Maximum + implication: Minimum + activation: General + rule: if FoodQuality is Bad and Service is Bad then Tip is AboutTenPercent and CheckPlusTip is PlusAboutTenPercent + rule: if FoodQuality is Bad and Service is Good then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + rule: if FoodQuality is Good and Service is Bad then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + rule: if FoodQuality is Good and Service is Good then Tip is AboutTwentyPercent and CheckPlusTip is PlusAboutTwentyPercent" + +engine.fldFile = "mamdani_tip_calculator.fld" +if (require(data.table)) { + engine.df = data.table::fread(engine.fldFile, sep="auto", header="auto") +} else { + engine.df = read.table(engine.fldFile, header=TRUE) +} + +engine.plot.i1i2_o1 = ggplot(engine.df, aes(FoodQuality, Service)) + + geom_tile(aes(fill=Tip)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=FoodQuality, y=Service, z=Tip), color="black") + + ggtitle("(FoodQuality, Service) = Tip") + +engine.plot.i2i1_o1 = ggplot(engine.df, aes(Service, FoodQuality)) + + geom_tile(aes(fill=Tip)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Service, y=FoodQuality, z=Tip), color="black") + + ggtitle("(Service, FoodQuality) = Tip") + +engine.plot.i1i2_o2 = ggplot(engine.df, aes(FoodQuality, Service)) + + geom_tile(aes(fill=CheckPlusTip)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=FoodQuality, y=Service, z=CheckPlusTip), color="black") + + ggtitle("(FoodQuality, Service) = CheckPlusTip") + +engine.plot.i2i1_o2 = ggplot(engine.df, aes(Service, FoodQuality)) + + geom_tile(aes(fill=CheckPlusTip)) + + scale_fill_gradient(low="yellow", high="red") + + stat_contour(aes(x=Service, y=FoodQuality, z=CheckPlusTip), color="black") + + ggtitle("(Service, FoodQuality) = CheckPlusTip") + +if (require(gridExtra)) { + engine.plots = arrangeGrob(engine.plot.i1i2_o1, engine.plot.i2i1_o1, engine.plot.i1i2_o2, engine.plot.i2i1_o2, ncol=2, top=engine.name) + ggsave(paste0(engine.name, ".pdf"), engine.plots) + if (require(grid)) { + grid.newpage() + grid.draw(engine.plots) + } +} diff --git a/examples/mamdani/octave/mamdani_tip_calculator.cpp b/examples/mamdani/octave/mamdani_tip_calculator.cpp new file mode 100644 index 0000000..86d6464 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.cpp @@ -0,0 +1,77 @@ +#include <fl/Headers.h> + +int main(int argc, char** argv){ +//Code automatically generated with fuzzylite 6.0. + +using namespace fl; + +Engine* engine = new Engine; +engine->setName("mamdani_tip_calculator"); +engine->setDescription(""); + +InputVariable* FoodQuality = new InputVariable; +FoodQuality->setName("FoodQuality"); +FoodQuality->setDescription(""); +FoodQuality->setEnabled(true); +FoodQuality->setRange(1.000, 10.000); +FoodQuality->setLockValueInRange(false); +FoodQuality->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +FoodQuality->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(FoodQuality); + +InputVariable* Service = new InputVariable; +Service->setName("Service"); +Service->setDescription(""); +Service->setEnabled(true); +Service->setRange(1.000, 10.000); +Service->setLockValueInRange(false); +Service->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +Service->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(Service); + +OutputVariable* Tip = new OutputVariable; +Tip->setName("Tip"); +Tip->setDescription(""); +Tip->setEnabled(true); +Tip->setRange(0.000, 30.000); +Tip->setLockValueInRange(false); +Tip->setAggregation(new AlgebraicSum); +Tip->setDefuzzifier(new Centroid(200)); +Tip->setDefaultValue(fl::nan); +Tip->setLockPreviousValue(false); +Tip->addTerm(new Gaussian("AboutTenPercent", 10.000, 2.000)); +Tip->addTerm(new Gaussian("AboutFifteenPercent", 15.000, 2.000)); +Tip->addTerm(new Gaussian("AboutTwentyPercent", 20.000, 2.000)); +engine->addOutputVariable(Tip); + +OutputVariable* CheckPlusTip = new OutputVariable; +CheckPlusTip->setName("CheckPlusTip"); +CheckPlusTip->setDescription(""); +CheckPlusTip->setEnabled(true); +CheckPlusTip->setRange(1.000, 1.300); +CheckPlusTip->setLockValueInRange(false); +CheckPlusTip->setAggregation(new AlgebraicSum); +CheckPlusTip->setDefuzzifier(new Centroid(200)); +CheckPlusTip->setDefaultValue(fl::nan); +CheckPlusTip->setLockPreviousValue(false); +CheckPlusTip->addTerm(new Gaussian("PlusAboutTenPercent", 1.100, 0.020)); +CheckPlusTip->addTerm(new Gaussian("PlusAboutFifteenPercent", 1.150, 0.020)); +CheckPlusTip->addTerm(new Gaussian("PlusAboutTwentyPercent", 1.200, 0.020)); +engine->addOutputVariable(CheckPlusTip); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setName(""); +ruleBlock->setDescription(""); +ruleBlock->setEnabled(true); +ruleBlock->setConjunction(new AlgebraicProduct); +ruleBlock->setDisjunction(new Maximum); +ruleBlock->setImplication(new Minimum); +ruleBlock->setActivation(new General); +ruleBlock->addRule(Rule::parse("if FoodQuality is Bad and Service is Bad then Tip is AboutTenPercent and CheckPlusTip is PlusAboutTenPercent", engine)); +ruleBlock->addRule(Rule::parse("if FoodQuality is Bad and Service is Good then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent", engine)); +ruleBlock->addRule(Rule::parse("if FoodQuality is Good and Service is Bad then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent", engine)); +ruleBlock->addRule(Rule::parse("if FoodQuality is Good and Service is Good then Tip is AboutTwentyPercent and CheckPlusTip is PlusAboutTwentyPercent", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/mamdani/octave/mamdani_tip_calculator.fcl b/examples/mamdani/octave/mamdani_tip_calculator.fcl new file mode 100644 index 0000000..0265bc2 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.fcl @@ -0,0 +1,57 @@ +//Code automatically generated with fuzzylite 6.0. + +FUNCTION_BLOCK mamdani_tip_calculator + +VAR_INPUT + FoodQuality: REAL; + Service: REAL; +END_VAR + +VAR_OUTPUT + Tip: REAL; + CheckPlusTip: REAL; +END_VAR + +FUZZIFY FoodQuality + RANGE := (1.000 .. 10.000); + TERM Bad := Trapezoid 0.000 1.000 3.000 7.000; + TERM Good := Trapezoid 3.000 7.000 10.000 11.000; +END_FUZZIFY + +FUZZIFY Service + RANGE := (1.000 .. 10.000); + TERM Bad := Trapezoid 0.000 1.000 3.000 7.000; + TERM Good := Trapezoid 3.000 7.000 10.000 11.000; +END_FUZZIFY + +DEFUZZIFY Tip + RANGE := (0.000 .. 30.000); + TERM AboutTenPercent := Gaussian 10.000 2.000; + TERM AboutFifteenPercent := Gaussian 15.000 2.000; + TERM AboutTwentyPercent := Gaussian 20.000 2.000; + METHOD : COG; + ACCU : ASUM; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY CheckPlusTip + RANGE := (1.000 .. 1.300); + TERM PlusAboutTenPercent := Gaussian 1.100 0.020; + TERM PlusAboutFifteenPercent := Gaussian 1.150 0.020; + TERM PlusAboutTwentyPercent := Gaussian 1.200 0.020; + METHOD : COG; + ACCU : ASUM; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : PROD; + OR : MAX; + ACT : MIN; + RULE 1 : if FoodQuality is Bad and Service is Bad then Tip is AboutTenPercent and CheckPlusTip is PlusAboutTenPercent + RULE 2 : if FoodQuality is Bad and Service is Good then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + RULE 3 : if FoodQuality is Good and Service is Bad then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + RULE 4 : if FoodQuality is Good and Service is Good then Tip is AboutTwentyPercent and CheckPlusTip is PlusAboutTwentyPercent +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/mamdani/octave/mamdani_tip_calculator.fis b/examples/mamdani/octave/mamdani_tip_calculator.fis new file mode 100644 index 0000000..13cd802 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.fis @@ -0,0 +1,50 @@ +#Code automatically generated with fuzzylite 6.0. + +[System] +Name='mamdani_tip_calculator' +Type='mamdani' +Version=6.0 +NumInputs=2 +NumOutputs=2 +NumRules=4 +AndMethod='prod' +OrMethod='max' +ImpMethod='min' +AggMethod='probor' +DefuzzMethod='centroid' + +[Input1] +Name='FoodQuality' +Range=[1.000 10.000] +NumMFs=2 +MF1='Bad':'trapmf',[0.000 1.000 3.000 7.000] +MF2='Good':'trapmf',[3.000 7.000 10.000 11.000] + +[Input2] +Name='Service' +Range=[1.000 10.000] +NumMFs=2 +MF1='Bad':'trapmf',[0.000 1.000 3.000 7.000] +MF2='Good':'trapmf',[3.000 7.000 10.000 11.000] + +[Output1] +Name='Tip' +Range=[0.000 30.000] +NumMFs=3 +MF1='AboutTenPercent':'gaussmf',[2.000 10.000] +MF2='AboutFifteenPercent':'gaussmf',[2.000 15.000] +MF3='AboutTwentyPercent':'gaussmf',[2.000 20.000] + +[Output2] +Name='CheckPlusTip' +Range=[1.000 1.300] +NumMFs=3 +MF1='PlusAboutTenPercent':'gaussmf',[0.020 1.100] +MF2='PlusAboutFifteenPercent':'gaussmf',[0.020 1.150] +MF3='PlusAboutTwentyPercent':'gaussmf',[0.020 1.200] + +[Rules] +1.000 1.000 , 1.000 1.000 (1.000) : 1 +1.000 2.000 , 2.000 2.000 (1.000) : 1 +2.000 1.000 , 2.000 2.000 (1.000) : 1 +2.000 2.000 , 3.000 3.000 (1.000) : 1 diff --git a/examples/mamdani/octave/mamdani_tip_calculator.fld b/examples/mamdani/octave/mamdani_tip_calculator.fld new file mode 100644 index 0000000..9d87eab --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.fld @@ -0,0 +1,1025 @@ +FoodQuality Service Tip CheckPlusTip +1.000000000 1.000000000 10.000002957 1.100000030 +1.000000000 1.290322581 10.000002957 1.100000030 +1.000000000 1.580645161 10.000002957 1.100000030 +1.000000000 1.870967742 10.000002957 1.100000030 +1.000000000 2.161290323 10.000002957 1.100000030 +1.000000000 2.451612903 10.000002957 1.100000030 +1.000000000 2.741935484 10.000002957 1.100000030 +1.000000000 3.032258065 10.103612040 1.101036120 +1.000000000 3.322580645 10.708467388 1.107084674 +1.000000000 3.612903226 11.133945555 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5.935483871 18.349962605 1.183499626 +10.000000000 6.225806452 18.667017714 1.186670177 +10.000000000 6.516129032 19.041899081 1.190418991 +10.000000000 6.806451613 19.524964154 1.195249642 +10.000000000 7.096774194 19.999997043 1.199999970 +10.000000000 7.387096774 19.999997043 1.199999970 +10.000000000 7.677419355 19.999997043 1.199999970 +10.000000000 7.967741935 19.999997043 1.199999970 +10.000000000 8.258064516 19.999997043 1.199999970 +10.000000000 8.548387097 19.999997043 1.199999970 +10.000000000 8.838709677 19.999997043 1.199999970 +10.000000000 9.129032258 19.999997043 1.199999970 +10.000000000 9.419354839 19.999997043 1.199999970 +10.000000000 9.709677419 19.999997043 1.199999970 +10.000000000 10.000000000 19.999997043 1.199999970 diff --git a/examples/mamdani/octave/mamdani_tip_calculator.fll b/examples/mamdani/octave/mamdani_tip_calculator.fll new file mode 100644 index 0000000..516d870 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.fll @@ -0,0 +1,45 @@ +Engine: mamdani_tip_calculator +InputVariable: FoodQuality + enabled: true + range: 1.000 10.000 + lock-range: false + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +InputVariable: Service + enabled: true + range: 1.000 10.000 + lock-range: false + term: Bad Trapezoid 0.000 1.000 3.000 7.000 + term: Good Trapezoid 3.000 7.000 10.000 11.000 +OutputVariable: Tip + enabled: true + range: 0.000 30.000 + lock-range: false + aggregation: AlgebraicSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: AboutTenPercent Gaussian 10.000 2.000 + term: AboutFifteenPercent Gaussian 15.000 2.000 + term: AboutTwentyPercent Gaussian 20.000 2.000 +OutputVariable: CheckPlusTip + enabled: true + range: 1.000 1.300 + lock-range: false + aggregation: AlgebraicSum + defuzzifier: Centroid 200 + default: nan + lock-previous: false + term: PlusAboutTenPercent Gaussian 1.100 0.020 + term: PlusAboutFifteenPercent Gaussian 1.150 0.020 + term: PlusAboutTwentyPercent Gaussian 1.200 0.020 +RuleBlock: + enabled: true + conjunction: AlgebraicProduct + disjunction: Maximum + implication: Minimum + activation: General + rule: if FoodQuality is Bad and Service is Bad then Tip is AboutTenPercent and CheckPlusTip is PlusAboutTenPercent + rule: if FoodQuality is Bad and Service is Good then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + rule: if FoodQuality is Good and Service is Bad then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent + rule: if FoodQuality is Good and Service is Good then Tip is AboutTwentyPercent and CheckPlusTip is PlusAboutTwentyPercent
\ No newline at end of file diff --git a/examples/mamdani/octave/mamdani_tip_calculator.java b/examples/mamdani/octave/mamdani_tip_calculator.java new file mode 100644 index 0000000..faea466 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.java @@ -0,0 +1,88 @@ +import com.fuzzylite.*; +import com.fuzzylite.activation.* +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 mamdani_tip_calculator{ +public static void main(String[] args){ +//Code automatically generated with fuzzylite 6.0. + +Engine engine = new Engine(); +engine.setName("mamdani_tip_calculator"); +engine.setDescription(""); + +InputVariable FoodQuality = new InputVariable(); +FoodQuality.setName("FoodQuality"); +FoodQuality.setDescription(""); +FoodQuality.setEnabled(true); +FoodQuality.setRange(1.000, 10.000); +FoodQuality.setLockValueInRange(false); +FoodQuality.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +FoodQuality.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(FoodQuality); + +InputVariable Service = new InputVariable(); +Service.setName("Service"); +Service.setDescription(""); +Service.setEnabled(true); +Service.setRange(1.000, 10.000); +Service.setLockValueInRange(false); +Service.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +Service.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(Service); + +OutputVariable Tip = new OutputVariable(); +Tip.setName("Tip"); +Tip.setDescription(""); +Tip.setEnabled(true); +Tip.setRange(0.000, 30.000); +Tip.setLockValueInRange(false); +Tip.setAggregation(new AlgebraicSum()); +Tip.setDefuzzifier(new Centroid(200)); +Tip.setDefaultValue(Double.NaN); +Tip.setLockPreviousValue(false); +Tip.addTerm(new Gaussian("AboutTenPercent", 10.000, 2.000)); +Tip.addTerm(new Gaussian("AboutFifteenPercent", 15.000, 2.000)); +Tip.addTerm(new Gaussian("AboutTwentyPercent", 20.000, 2.000)); +engine.addOutputVariable(Tip); + +OutputVariable CheckPlusTip = new OutputVariable(); +CheckPlusTip.setName("CheckPlusTip"); +CheckPlusTip.setDescription(""); +CheckPlusTip.setEnabled(true); +CheckPlusTip.setRange(1.000, 1.300); +CheckPlusTip.setLockValueInRange(false); +CheckPlusTip.setAggregation(new AlgebraicSum()); +CheckPlusTip.setDefuzzifier(new Centroid(200)); +CheckPlusTip.setDefaultValue(Double.NaN); +CheckPlusTip.setLockPreviousValue(false); +CheckPlusTip.addTerm(new Gaussian("PlusAboutTenPercent", 1.100, 0.020)); +CheckPlusTip.addTerm(new Gaussian("PlusAboutFifteenPercent", 1.150, 0.020)); +CheckPlusTip.addTerm(new Gaussian("PlusAboutTwentyPercent", 1.200, 0.020)); +engine.addOutputVariable(CheckPlusTip); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setName(""); +ruleBlock.setDescription(""); +ruleBlock.setEnabled(true); +ruleBlock.setConjunction(new AlgebraicProduct()); +ruleBlock.setDisjunction(new Maximum()); +ruleBlock.setImplication(new Minimum()); +ruleBlock.setActivation(new General()); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Bad then Tip is AboutTenPercent and CheckPlusTip is PlusAboutTenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Good then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Bad then Tip is AboutFifteenPercent and CheckPlusTip is PlusAboutFifteenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Good then Tip is AboutTwentyPercent and CheckPlusTip is PlusAboutTwentyPercent", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/mamdani/octave/mamdani_tip_calculator.pdf b/examples/mamdani/octave/mamdani_tip_calculator.pdf Binary files differnew file mode 100644 index 0000000..d62a142 --- /dev/null +++ b/examples/mamdani/octave/mamdani_tip_calculator.pdf |