From d210b3addc8ffed7214afd8c7882e700fbcc38c5 Mon Sep 17 00:00:00 2001 From: Johannes Schauer Date: Tue, 7 Jul 2015 11:12:00 +0200 Subject: fuzzylite (5.1+dfsg-1) unstable; urgency=medium * new upstream version (Closes: #777858) * removed debian/patches/20140705-minor-improvements-on-building-script as upstream integrated it. Adjust build options in d/rules accordingly. * delete debian/patches/20140714-building-from-objects-just-once and debian/patches/20141027-fix-some-spelling as they have been applied upstream * install usr/lib/*/pkgconfig/fuzzylite.pc in fuzzylite-dev * SONAME bump from 5.0 to 5.1, so renaming libfuzzylite5.0 to libfuzzylite5.1 * add debian/patches/pkgconfig_installdir to install pkgconfig file in correct location # imported from the archive --- examples/takagi-sugeno/octave/COPYING | 674 +++++++++++++ examples/takagi-sugeno/octave/DESCRIPTION | 12 + .../takagi-sugeno/octave/cubic_approximator.cpp | 68 ++ .../takagi-sugeno/octave/cubic_approximator.fcl | 57 ++ .../takagi-sugeno/octave/cubic_approximator.fis | 56 ++ .../takagi-sugeno/octave/cubic_approximator.fld | 1026 ++++++++++++++++++++ .../takagi-sugeno/octave/cubic_approximator.fll | 50 + .../takagi-sugeno/octave/cubic_approximator.java | 78 ++ .../takagi-sugeno/octave/heart_disease_risk.cpp | 69 ++ .../takagi-sugeno/octave/heart_disease_risk.fcl | 58 ++ .../takagi-sugeno/octave/heart_disease_risk.fis | 56 ++ .../takagi-sugeno/octave/heart_disease_risk.fld | 1026 ++++++++++++++++++++ .../takagi-sugeno/octave/heart_disease_risk.fll | 48 + .../takagi-sugeno/octave/heart_disease_risk.java | 79 ++ .../takagi-sugeno/octave/linear_tip_calculator.cpp | 52 + .../takagi-sugeno/octave/linear_tip_calculator.fcl | 41 + .../takagi-sugeno/octave/linear_tip_calculator.fis | 39 + .../takagi-sugeno/octave/linear_tip_calculator.fld | 1026 ++++++++++++++++++++ .../takagi-sugeno/octave/linear_tip_calculator.fll | 31 + .../octave/linear_tip_calculator.java | 62 ++ .../takagi-sugeno/octave/sugeno_tip_calculator.cpp | 86 ++ .../takagi-sugeno/octave/sugeno_tip_calculator.fcl | 67 ++ .../takagi-sugeno/octave/sugeno_tip_calculator.fis | 61 ++ .../takagi-sugeno/octave/sugeno_tip_calculator.fld | 1026 ++++++++++++++++++++ .../takagi-sugeno/octave/sugeno_tip_calculator.fll | 59 ++ .../octave/sugeno_tip_calculator.java | 96 ++ 26 files changed, 6003 insertions(+) create mode 100644 examples/takagi-sugeno/octave/COPYING create mode 100644 examples/takagi-sugeno/octave/DESCRIPTION create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.cpp create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.fcl create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.fis create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.fld create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.fll create mode 100644 examples/takagi-sugeno/octave/cubic_approximator.java create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.cpp create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.fcl create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.fis create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.fld create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.fll create mode 100644 examples/takagi-sugeno/octave/heart_disease_risk.java create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.cpp create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.fcl create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.fis create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.fld create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.fll create mode 100644 examples/takagi-sugeno/octave/linear_tip_calculator.java create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.cpp create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.fcl create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.fis create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.fld create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.fll create mode 100644 examples/takagi-sugeno/octave/sugeno_tip_calculator.java (limited to 'examples/takagi-sugeno/octave') diff --git a/examples/takagi-sugeno/octave/COPYING b/examples/takagi-sugeno/octave/COPYING new file mode 100644 index 0000000..94a9ed0 --- /dev/null +++ b/examples/takagi-sugeno/octave/COPYING @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + 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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Markowsky +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/takagi-sugeno/octave/cubic_approximator.cpp b/examples/takagi-sugeno/octave/cubic_approximator.cpp new file mode 100644 index 0000000..6941fa5 --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.cpp @@ -0,0 +1,68 @@ +#include + +int main(int argc, char** argv){ +using namespace fl; + +Engine* engine = new Engine; +engine->setName("Cubic-Approximator"); + +InputVariable* inputVariable = new InputVariable; +inputVariable->setEnabled(true); +inputVariable->setName("X"); +inputVariable->setRange(-5.000, 5.000); +inputVariable->addTerm(new Triangle("AboutNegFive", -6.000, -5.000, -4.000)); +inputVariable->addTerm(new Triangle("AboutNegFour", -5.000, -4.000, -3.000)); +inputVariable->addTerm(new Triangle("AboutNegThree", -4.000, -3.000, -2.000)); +inputVariable->addTerm(new Triangle("AboutNegTwo", -3.000, -2.000, -1.000)); +inputVariable->addTerm(new Triangle("AboutNegOne", -2.000, -1.000, 0.000)); +inputVariable->addTerm(new Triangle("AboutZero", -1.000, 0.000, 1.000)); +inputVariable->addTerm(new Triangle("AboutOne", 0.000, 1.000, 2.000)); +inputVariable->addTerm(new Triangle("AboutTwo", 1.000, 2.000, 3.000)); +inputVariable->addTerm(new Triangle("AboutThree", 2.000, 3.000, 4.000)); +inputVariable->addTerm(new Triangle("AboutFour", 3.000, 4.000, 5.000)); +inputVariable->addTerm(new Triangle("AboutFive", 4.000, 5.000, 6.000)); +engine->addInputVariable(inputVariable); + +OutputVariable* outputVariable = new OutputVariable; +outputVariable->setEnabled(true); +outputVariable->setName("ApproxXCubed"); +outputVariable->setRange(-5.000, 5.000); +outputVariable->fuzzyOutput()->setAccumulation(fl::null); +outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable->setDefaultValue(fl::nan); +outputVariable->setLockPreviousOutputValue(false); +outputVariable->setLockOutputValueInRange(false); +outputVariable->addTerm(Linear::create("TangentatNegFive", engine, 75.000, 250.000)); +outputVariable->addTerm(Linear::create("TangentatNegFour", engine, 48.000, 128.000)); +outputVariable->addTerm(Linear::create("TangentatNegThree", engine, 27.000, 54.000)); +outputVariable->addTerm(Linear::create("TangentatNegTwo", engine, 12.000, 16.000)); +outputVariable->addTerm(Linear::create("TangentatNegOne", engine, 3.000, 2.000)); +outputVariable->addTerm(Linear::create("TangentatZero", engine, 0.000, 0.000)); +outputVariable->addTerm(Linear::create("TangentatOne", engine, 3.000, -2.000)); +outputVariable->addTerm(Linear::create("TangentatTwo", engine, 12.000, -16.000)); +outputVariable->addTerm(Linear::create("TangentatThree", engine, 27.000, -54.000)); +outputVariable->addTerm(Linear::create("TangentatFour", engine, 48.000, -128.000)); +outputVariable->addTerm(Linear::create("TangentatFive", engine, 75.000, -250.000)); +engine->addOutputVariable(outputVariable); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setEnabled(true); +ruleBlock->setName(""); +ruleBlock->setConjunction(fl::null); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setActivation(fl::null); +ruleBlock->addRule(fl::Rule::parse("if X is AboutNegFive then ApproxXCubed is TangentatNegFive", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutNegFour then ApproxXCubed is TangentatNegFour", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutNegThree then ApproxXCubed is TangentatNegThree", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutNegTwo then ApproxXCubed is TangentatNegTwo", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutNegOne then ApproxXCubed is TangentatNegOne", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutZero then ApproxXCubed is TangentatZero", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutOne then ApproxXCubed is TangentatOne", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutTwo then ApproxXCubed is TangentatTwo", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutThree then ApproxXCubed is TangentatThree", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutFour then ApproxXCubed is TangentatFour", engine)); +ruleBlock->addRule(fl::Rule::parse("if X is AboutFive then ApproxXCubed is TangentatFive", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/takagi-sugeno/octave/cubic_approximator.fcl b/examples/takagi-sugeno/octave/cubic_approximator.fcl new file mode 100644 index 0000000..db88e44 --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.fcl @@ -0,0 +1,57 @@ +FUNCTION_BLOCK Cubic-Approximator + +VAR_INPUT + X: REAL; +END_VAR + +VAR_OUTPUT + ApproxXCubed: REAL; +END_VAR + +FUZZIFY X + RANGE := (-5.000 .. 5.000); + TERM AboutNegFive := Triangle -6.000 -5.000 -4.000; + TERM AboutNegFour := Triangle -5.000 -4.000 -3.000; + TERM AboutNegThree := Triangle -4.000 -3.000 -2.000; + TERM AboutNegTwo := Triangle -3.000 -2.000 -1.000; + TERM AboutNegOne := Triangle -2.000 -1.000 0.000; + TERM AboutZero := Triangle -1.000 0.000 1.000; + TERM AboutOne := Triangle 0.000 1.000 2.000; + TERM AboutTwo := Triangle 1.000 2.000 3.000; + TERM AboutThree := Triangle 2.000 3.000 4.000; + TERM AboutFour := Triangle 3.000 4.000 5.000; + TERM AboutFive := Triangle 4.000 5.000 6.000; +END_FUZZIFY + +DEFUZZIFY ApproxXCubed + RANGE := (-5.000 .. 5.000); + TERM TangentatNegFive := Linear 75.000 250.000; + TERM TangentatNegFour := Linear 48.000 128.000; + TERM TangentatNegThree := Linear 27.000 54.000; + TERM TangentatNegTwo := Linear 12.000 16.000; + TERM TangentatNegOne := Linear 3.000 2.000; + TERM TangentatZero := Linear 0.000 0.000; + TERM TangentatOne := Linear 3.000 -2.000; + TERM TangentatTwo := Linear 12.000 -16.000; + TERM TangentatThree := Linear 27.000 -54.000; + TERM TangentatFour := Linear 48.000 -128.000; + TERM TangentatFive := Linear 75.000 -250.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + RULE 1 : if X is AboutNegFive then ApproxXCubed is TangentatNegFive + RULE 2 : if X is AboutNegFour then ApproxXCubed is TangentatNegFour + RULE 3 : if X is AboutNegThree then ApproxXCubed is TangentatNegThree + RULE 4 : if X is AboutNegTwo then ApproxXCubed is TangentatNegTwo + RULE 5 : if X is AboutNegOne then ApproxXCubed is TangentatNegOne + RULE 6 : if X is AboutZero then ApproxXCubed is TangentatZero + RULE 7 : if X is AboutOne then ApproxXCubed is TangentatOne + RULE 8 : if X is AboutTwo then ApproxXCubed is TangentatTwo + RULE 9 : if X is AboutThree then ApproxXCubed is TangentatThree + RULE 10 : if X is AboutFour then ApproxXCubed is TangentatFour + RULE 11 : if X is AboutFive then ApproxXCubed is TangentatFive +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/takagi-sugeno/octave/cubic_approximator.fis b/examples/takagi-sugeno/octave/cubic_approximator.fis new file mode 100644 index 0000000..b69675b --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.fis @@ -0,0 +1,56 @@ +[System] +Name='Cubic-Approximator' +Type='sugeno' +NumInputs=1 +NumOutputs=1 +NumRules=11 +AndMethod='' +OrMethod='' +ImpMethod='' +AggMethod='' +DefuzzMethod='wtaver' + +[Input1] +Name='X' +Range=[-5.000 5.000] +NumMFs=11 +MF1='AboutNegFive':'trimf',[-6.000 -5.000 -4.000] +MF2='AboutNegFour':'trimf',[-5.000 -4.000 -3.000] +MF3='AboutNegThree':'trimf',[-4.000 -3.000 -2.000] +MF4='AboutNegTwo':'trimf',[-3.000 -2.000 -1.000] +MF5='AboutNegOne':'trimf',[-2.000 -1.000 0.000] +MF6='AboutZero':'trimf',[-1.000 0.000 1.000] +MF7='AboutOne':'trimf',[0.000 1.000 2.000] +MF8='AboutTwo':'trimf',[1.000 2.000 3.000] +MF9='AboutThree':'trimf',[2.000 3.000 4.000] +MF10='AboutFour':'trimf',[3.000 4.000 5.000] +MF11='AboutFive':'trimf',[4.000 5.000 6.000] + +[Output1] +Name='ApproxXCubed' +Range=[-5.000 5.000] +NumMFs=11 +MF1='TangentatNegFive':'linear',[75.000 250.000] +MF2='TangentatNegFour':'linear',[48.000 128.000] +MF3='TangentatNegThree':'linear',[27.000 54.000] +MF4='TangentatNegTwo':'linear',[12.000 16.000] +MF5='TangentatNegOne':'linear',[3.000 2.000] +MF6='TangentatZero':'linear',[0.000 0.000] +MF7='TangentatOne':'linear',[3.000 -2.000] +MF8='TangentatTwo':'linear',[12.000 -16.000] +MF9='TangentatThree':'linear',[27.000 -54.000] +MF10='TangentatFour':'linear',[48.000 -128.000] +MF11='TangentatFive':'linear',[75.000 -250.000] + +[Rules] +1.000 , 1.000 (1.000) : 1 +2.000 , 2.000 (1.000) : 1 +3.000 , 3.000 (1.000) : 1 +4.000 , 4.000 (1.000) : 1 +5.000 , 5.000 (1.000) : 1 +6.000 , 6.000 (1.000) : 1 +7.000 , 7.000 (1.000) : 1 +8.000 , 8.000 (1.000) : 1 +9.000 , 9.000 (1.000) : 1 +10.000 , 10.000 (1.000) : 1 +11.000 , 11.000 (1.000) : 1 diff --git a/examples/takagi-sugeno/octave/cubic_approximator.fld b/examples/takagi-sugeno/octave/cubic_approximator.fld new file mode 100644 index 0000000..e13c169 --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.fld @@ -0,0 +1,1026 @@ +#@Engine: Cubic-Approximator; +#@InputVariable: X; @OutputVariable: ApproxXCubed; +-5.00000000 -125.00000000 +-4.99022483 -124.14236490 +-4.98044966 -123.28988972 +-4.97067449 -122.44257445 +-4.96089932 -121.60041910 +-4.95112414 -120.76342366 +-4.94134897 -119.93158814 +-4.93157380 -119.10491253 +-4.92179863 -118.28339683 +-4.91202346 -117.46704105 +-4.90224829 -116.65584518 +-4.89247312 -115.84980923 +-4.88269795 -115.04893319 +-4.87292278 -114.25321706 +-4.86314761 -113.46266085 +-4.85337243 -112.67726456 +-4.84359726 -111.89702818 +-4.83382209 -111.12195171 +-4.82404692 -110.35203516 +-4.81427175 -109.58727852 +-4.80449658 -108.82768179 +-4.79472141 -108.07324498 +-4.78494624 -107.32396809 +-4.77517107 -106.57985111 +-4.76539589 -105.84089404 +-4.75562072 -105.10709689 +-4.74584555 -104.37845965 +-4.73607038 -103.65498233 +-4.72629521 -102.93666492 +-4.71652004 -102.22350742 +-4.70674487 -101.51550984 +-4.69696970 -100.81267218 +-4.68719453 -100.11499442 +-4.67741935 -99.42247659 +-4.66764418 -98.73511866 +-4.65786901 -98.05292065 +-4.64809384 -97.37588256 +-4.63831867 -96.70400438 +-4.62854350 -96.03728611 +-4.61876833 -95.37572776 +-4.60899316 -94.71932933 +-4.59921799 -94.06809080 +-4.58944282 -93.42201219 +-4.57966764 -92.78109350 +-4.56989247 -92.14533472 +-4.56011730 -91.51473586 +-4.55034213 -90.88929690 +-4.54056696 -90.26901787 +-4.53079179 -89.65389875 +-4.52101662 -89.04393954 +-4.51124145 -88.43914024 +-4.50146628 -87.83950086 +-4.49169110 -87.24502140 +-4.48191593 -86.65570185 +-4.47214076 -86.07154221 +-4.46236559 -85.49254249 +-4.45259042 -84.91870268 +-4.44281525 -84.35002279 +-4.43304008 -83.78650281 +-4.42326491 -83.22814275 +-4.41348974 -82.67494260 +-4.40371457 -82.12690236 +-4.39393939 -81.58402204 +-4.38416422 -81.04630163 +-4.37438905 -80.51374114 +-4.36461388 -79.98634056 +-4.35483871 -79.46409990 +-4.34506354 -78.94701915 +-4.33528837 -78.43509831 +-4.32551320 -77.92833739 +-4.31573803 -77.42673638 +-4.30596285 -76.93029529 +-4.29618768 -76.43901411 +-4.28641251 -75.95289285 +-4.27663734 -75.47193150 +-4.26686217 -74.99613006 +-4.25708700 -74.52548854 +-4.24731183 -74.06000694 +-4.23753666 -73.59968525 +-4.22776149 -73.14452347 +-4.21798631 -72.69452160 +-4.20821114 -72.24967966 +-4.19843597 -71.80999762 +-4.18866080 -71.37547550 +-4.17888563 -70.94611329 +-4.16911046 -70.52191100 +-4.15933529 -70.10286863 +-4.14956012 -69.68898616 +-4.13978495 -69.28026361 +-4.13000978 -68.87670098 +-4.12023460 -68.47829826 +-4.11045943 -68.08505545 +-4.10068426 -67.69697256 +-4.09090909 -67.31404959 +-4.08113392 -66.93628652 +-4.07135875 -66.56368338 +-4.06158358 -66.19624014 +-4.05180841 -65.83395682 +-4.04203324 -65.47683342 +-4.03225806 -65.12486993 +-4.02248289 -64.77806635 +-4.01270772 -64.43642269 +-4.00293255 -64.09993894 +-3.99315738 -63.60411131 +-3.98338221 -63.04196730 +-3.97360704 -62.48383657 +-3.96383187 -61.92971910 +-3.95405670 -61.37961490 +-3.94428152 -60.83352396 +-3.93450635 -60.29144630 +-3.92473118 -59.75338189 +-3.91495601 -59.21933076 +-3.90518084 -58.68929289 +-3.89540567 -58.16326829 +-3.88563050 -57.64125696 +-3.87585533 -57.12325889 +-3.86608016 -56.60927409 +-3.85630499 -56.09930255 +-3.84652981 -55.59334428 +-3.83675464 -55.09139928 +-3.82697947 -54.59346755 +-3.81720430 -54.09954908 +-3.80742913 -53.60964388 +-3.79765396 -53.12375195 +-3.78787879 -52.64187328 +-3.77810362 -52.16400788 +-3.76832845 -51.69015574 +-3.75855327 -51.22031688 +-3.74877810 -50.75449128 +-3.73900293 -50.29267894 +-3.72922776 -49.83487987 +-3.71945259 -49.38109407 +-3.70967742 -48.93132154 +-3.69990225 -48.48556227 +-3.69012708 -48.04381627 +-3.68035191 -47.60608354 +-3.67057674 -47.17236407 +-3.66080156 -46.74265787 +-3.65102639 -46.31696494 +-3.64125122 -45.89528527 +-3.63147605 -45.47761887 +-3.62170088 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+4.80449658 108.82768179 +4.81427175 109.58727852 +4.82404692 110.35203516 +4.83382209 111.12195171 +4.84359726 111.89702818 +4.85337243 112.67726456 +4.86314761 113.46266085 +4.87292278 114.25321706 +4.88269795 115.04893319 +4.89247312 115.84980923 +4.90224829 116.65584518 +4.91202346 117.46704105 +4.92179863 118.28339683 +4.93157380 119.10491253 +4.94134897 119.93158814 +4.95112414 120.76342366 +4.96089932 121.60041910 +4.97067449 122.44257445 +4.98044966 123.28988972 +4.99022483 124.14236490 +5.00000000 125.00000000 diff --git a/examples/takagi-sugeno/octave/cubic_approximator.fll b/examples/takagi-sugeno/octave/cubic_approximator.fll new file mode 100644 index 0000000..073e70e --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.fll @@ -0,0 +1,50 @@ +Engine: Cubic-Approximator +InputVariable: X + enabled: true + range: -5.000 5.000 + term: AboutNegFive Triangle -6.000 -5.000 -4.000 + term: AboutNegFour Triangle -5.000 -4.000 -3.000 + term: AboutNegThree Triangle -4.000 -3.000 -2.000 + term: AboutNegTwo Triangle -3.000 -2.000 -1.000 + term: AboutNegOne Triangle -2.000 -1.000 0.000 + term: AboutZero Triangle -1.000 0.000 1.000 + term: AboutOne Triangle 0.000 1.000 2.000 + term: AboutTwo Triangle 1.000 2.000 3.000 + term: AboutThree Triangle 2.000 3.000 4.000 + term: AboutFour Triangle 3.000 4.000 5.000 + term: AboutFive Triangle 4.000 5.000 6.000 +OutputVariable: ApproxXCubed + enabled: true + range: -5.000 5.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: TangentatNegFive Linear 75.000 250.000 + term: TangentatNegFour Linear 48.000 128.000 + term: TangentatNegThree Linear 27.000 54.000 + term: TangentatNegTwo Linear 12.000 16.000 + term: TangentatNegOne Linear 3.000 2.000 + term: TangentatZero Linear 0.000 0.000 + term: TangentatOne Linear 3.000 -2.000 + term: TangentatTwo Linear 12.000 -16.000 + term: TangentatThree Linear 27.000 -54.000 + term: TangentatFour Linear 48.000 -128.000 + term: TangentatFive Linear 75.000 -250.000 +RuleBlock: + enabled: true + conjunction: none + disjunction: none + activation: none + rule: if X is AboutNegFive then ApproxXCubed is TangentatNegFive + rule: if X is AboutNegFour then ApproxXCubed is TangentatNegFour + rule: if X is AboutNegThree then ApproxXCubed is TangentatNegThree + rule: if X is AboutNegTwo then ApproxXCubed is TangentatNegTwo + rule: if X is AboutNegOne then ApproxXCubed is TangentatNegOne + rule: if X is AboutZero then ApproxXCubed is TangentatZero + rule: if X is AboutOne then ApproxXCubed is TangentatOne + rule: if X is AboutTwo then ApproxXCubed is TangentatTwo + rule: if X is AboutThree then ApproxXCubed is TangentatThree + rule: if X is AboutFour then ApproxXCubed is TangentatFour + rule: if X is AboutFive then ApproxXCubed is TangentatFive \ No newline at end of file diff --git a/examples/takagi-sugeno/octave/cubic_approximator.java b/examples/takagi-sugeno/octave/cubic_approximator.java new file mode 100644 index 0000000..1955a24 --- /dev/null +++ b/examples/takagi-sugeno/octave/cubic_approximator.java @@ -0,0 +1,78 @@ +import com.fuzzylite.*; +import com.fuzzylite.defuzzifier.*; +import com.fuzzylite.factory.*; +import com.fuzzylite.hedge.*; +import com.fuzzylite.imex.*; +import com.fuzzylite.norm.*; +import com.fuzzylite.norm.s.*; +import com.fuzzylite.norm.t.*; +import com.fuzzylite.rule.*; +import com.fuzzylite.term.*; +import com.fuzzylite.variable.*; + +public class cubic_approximator{ +public static void main(String[] args){ +Engine engine = new Engine(); +engine.setName("Cubic-Approximator"); + +InputVariable inputVariable = new InputVariable(); +inputVariable.setEnabled(true); +inputVariable.setName("X"); +inputVariable.setRange(-5.000, 5.000); +inputVariable.addTerm(new Triangle("AboutNegFive", -6.000, -5.000, -4.000)); +inputVariable.addTerm(new Triangle("AboutNegFour", -5.000, -4.000, -3.000)); +inputVariable.addTerm(new Triangle("AboutNegThree", -4.000, -3.000, -2.000)); +inputVariable.addTerm(new Triangle("AboutNegTwo", -3.000, -2.000, -1.000)); +inputVariable.addTerm(new Triangle("AboutNegOne", -2.000, -1.000, 0.000)); +inputVariable.addTerm(new Triangle("AboutZero", -1.000, 0.000, 1.000)); +inputVariable.addTerm(new Triangle("AboutOne", 0.000, 1.000, 2.000)); +inputVariable.addTerm(new Triangle("AboutTwo", 1.000, 2.000, 3.000)); +inputVariable.addTerm(new Triangle("AboutThree", 2.000, 3.000, 4.000)); +inputVariable.addTerm(new Triangle("AboutFour", 3.000, 4.000, 5.000)); +inputVariable.addTerm(new Triangle("AboutFive", 4.000, 5.000, 6.000)); +engine.addInputVariable(inputVariable); + +OutputVariable outputVariable = new OutputVariable(); +outputVariable.setEnabled(true); +outputVariable.setName("ApproxXCubed"); +outputVariable.setRange(-5.000, 5.000); +outputVariable.fuzzyOutput().setAccumulation(null); +outputVariable.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable.setDefaultValue(Double.NaN); +outputVariable.setLockPreviousOutputValue(false); +outputVariable.setLockOutputValueInRange(false); +outputVariable.addTerm(Linear.create("TangentatNegFive", engine, 75.000, 250.000)); +outputVariable.addTerm(Linear.create("TangentatNegFour", engine, 48.000, 128.000)); +outputVariable.addTerm(Linear.create("TangentatNegThree", engine, 27.000, 54.000)); +outputVariable.addTerm(Linear.create("TangentatNegTwo", engine, 12.000, 16.000)); +outputVariable.addTerm(Linear.create("TangentatNegOne", engine, 3.000, 2.000)); +outputVariable.addTerm(Linear.create("TangentatZero", engine, 0.000, 0.000)); +outputVariable.addTerm(Linear.create("TangentatOne", engine, 3.000, -2.000)); +outputVariable.addTerm(Linear.create("TangentatTwo", engine, 12.000, -16.000)); +outputVariable.addTerm(Linear.create("TangentatThree", engine, 27.000, -54.000)); +outputVariable.addTerm(Linear.create("TangentatFour", engine, 48.000, -128.000)); +outputVariable.addTerm(Linear.create("TangentatFive", engine, 75.000, -250.000)); +engine.addOutputVariable(outputVariable); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setEnabled(true); +ruleBlock.setName(""); +ruleBlock.setConjunction(null); +ruleBlock.setDisjunction(null); +ruleBlock.setActivation(null); +ruleBlock.addRule(Rule.parse("if X is AboutNegFive then ApproxXCubed is TangentatNegFive", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutNegFour then ApproxXCubed is TangentatNegFour", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutNegThree then ApproxXCubed is TangentatNegThree", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutNegTwo then ApproxXCubed is TangentatNegTwo", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutNegOne then ApproxXCubed is TangentatNegOne", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutZero then ApproxXCubed is TangentatZero", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutOne then ApproxXCubed is TangentatOne", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutTwo then ApproxXCubed is TangentatTwo", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutThree then ApproxXCubed is TangentatThree", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutFour then ApproxXCubed is TangentatFour", engine)); +ruleBlock.addRule(Rule.parse("if X is AboutFive then ApproxXCubed is TangentatFive", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.cpp b/examples/takagi-sugeno/octave/heart_disease_risk.cpp new file mode 100644 index 0000000..397b303 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.cpp @@ -0,0 +1,69 @@ +#include + +int main(int argc, char** argv){ +using namespace fl; + +Engine* engine = new Engine; +engine->setName("Heart-Disease-Risk"); + +InputVariable* inputVariable1 = new InputVariable; +inputVariable1->setEnabled(true); +inputVariable1->setName("LDLLevel"); +inputVariable1->setRange(0.000, 300.000); +inputVariable1->addTerm(new Trapezoid("Low", -1.000, 0.000, 90.000, 110.000)); +inputVariable1->addTerm(new Trapezoid("LowBorderline", 90.000, 110.000, 120.000, 140.000)); +inputVariable1->addTerm(new Trapezoid("Borderline", 120.000, 140.000, 150.000, 170.000)); +inputVariable1->addTerm(new Trapezoid("HighBorderline", 150.000, 170.000, 180.000, 200.000)); +inputVariable1->addTerm(new Trapezoid("High", 180.000, 200.000, 300.000, 301.000)); +engine->addInputVariable(inputVariable1); + +InputVariable* inputVariable2 = new InputVariable; +inputVariable2->setEnabled(true); +inputVariable2->setName("HDLLevel"); +inputVariable2->setRange(0.000, 100.000); +inputVariable2->addTerm(new Trapezoid("LowHDL", -1.000, 0.000, 35.000, 45.000)); +inputVariable2->addTerm(new Trapezoid("ModerateHDL", 35.000, 45.000, 55.000, 65.000)); +inputVariable2->addTerm(new Trapezoid("HighHDL", 55.000, 65.000, 100.000, 101.000)); +engine->addInputVariable(inputVariable2); + +OutputVariable* outputVariable = new OutputVariable; +outputVariable->setEnabled(true); +outputVariable->setName("HeartDiseaseRisk"); +outputVariable->setRange(0.000, 10.000); +outputVariable->fuzzyOutput()->setAccumulation(fl::null); +outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable->setDefaultValue(fl::nan); +outputVariable->setLockPreviousOutputValue(false); +outputVariable->setLockOutputValueInRange(false); +outputVariable->addTerm(new Constant("NoRisk", 0.000)); +outputVariable->addTerm(new Constant("LowRisk", 2.500)); +outputVariable->addTerm(new Constant("MediumRisk", 5.000)); +outputVariable->addTerm(new Constant("HighRisk", 7.500)); +outputVariable->addTerm(new Constant("ExtremeRisk", 10.000)); +engine->addOutputVariable(outputVariable); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setEnabled(true); +ruleBlock->setName(""); +ruleBlock->setConjunction(new Minimum); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setActivation(fl::null); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock->addRule(fl::Rule::parse("if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.fcl b/examples/takagi-sugeno/octave/heart_disease_risk.fcl new file mode 100644 index 0000000..9629a47 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.fcl @@ -0,0 +1,58 @@ +FUNCTION_BLOCK Heart-Disease-Risk + +VAR_INPUT + LDLLevel: REAL; + HDLLevel: REAL; +END_VAR + +VAR_OUTPUT + HeartDiseaseRisk: REAL; +END_VAR + +FUZZIFY LDLLevel + RANGE := (0.000 .. 300.000); + TERM Low := Trapezoid -1.000 0.000 90.000 110.000; + TERM LowBorderline := Trapezoid 90.000 110.000 120.000 140.000; + TERM Borderline := Trapezoid 120.000 140.000 150.000 170.000; + TERM HighBorderline := Trapezoid 150.000 170.000 180.000 200.000; + TERM High := Trapezoid 180.000 200.000 300.000 301.000; +END_FUZZIFY + +FUZZIFY HDLLevel + RANGE := (0.000 .. 100.000); + TERM LowHDL := Trapezoid -1.000 0.000 35.000 45.000; + TERM ModerateHDL := Trapezoid 35.000 45.000 55.000 65.000; + TERM HighHDL := Trapezoid 55.000 65.000 100.000 101.000; +END_FUZZIFY + +DEFUZZIFY HeartDiseaseRisk + RANGE := (0.000 .. 10.000); + TERM NoRisk := 0.000; + TERM LowRisk := 2.500; + TERM MediumRisk := 5.000; + TERM HighRisk := 7.500; + TERM ExtremeRisk := 10.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : MIN; + RULE 1 : if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + RULE 2 : if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + RULE 3 : if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk + RULE 4 : if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + RULE 5 : if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + RULE 6 : if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + RULE 7 : if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + RULE 8 : if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk + RULE 9 : if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + RULE 10 : if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + RULE 11 : if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + RULE 12 : if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk + RULE 13 : if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk + RULE 14 : if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + RULE 15 : if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.fis b/examples/takagi-sugeno/octave/heart_disease_risk.fis new file mode 100644 index 0000000..11686f1 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.fis @@ -0,0 +1,56 @@ +[System] +Name='Heart-Disease-Risk' +Type='sugeno' +NumInputs=2 +NumOutputs=1 +NumRules=15 +AndMethod='min' +OrMethod='' +ImpMethod='' +AggMethod='' +DefuzzMethod='wtaver' + +[Input1] +Name='LDLLevel' +Range=[0.000 300.000] +NumMFs=5 +MF1='Low':'trapmf',[-1.000 0.000 90.000 110.000] +MF2='LowBorderline':'trapmf',[90.000 110.000 120.000 140.000] +MF3='Borderline':'trapmf',[120.000 140.000 150.000 170.000] +MF4='HighBorderline':'trapmf',[150.000 170.000 180.000 200.000] +MF5='High':'trapmf',[180.000 200.000 300.000 301.000] + +[Input2] +Name='HDLLevel' +Range=[0.000 100.000] +NumMFs=3 +MF1='LowHDL':'trapmf',[-1.000 0.000 35.000 45.000] +MF2='ModerateHDL':'trapmf',[35.000 45.000 55.000 65.000] +MF3='HighHDL':'trapmf',[55.000 65.000 100.000 101.000] + +[Output1] +Name='HeartDiseaseRisk' +Range=[0.000 10.000] +NumMFs=5 +MF1='NoRisk':'constant',[0.000] +MF2='LowRisk':'constant',[2.500] +MF3='MediumRisk':'constant',[5.000] +MF4='HighRisk':'constant',[7.500] +MF5='ExtremeRisk':'constant',[10.000] + +[Rules] +1.000 1.000 , 3.000 (1.000) : 1 +1.000 2.000 , 2.000 (1.000) : 1 +1.000 3.000 , 1.000 (1.000) : 1 +2.000 1.000 , 3.000 (1.000) : 1 +2.000 2.000 , 2.000 (1.000) : 1 +2.000 3.000 , 2.000 (1.000) : 1 +3.000 1.000 , 4.000 (1.000) : 1 +3.000 2.000 , 3.000 (1.000) : 1 +3.000 3.000 , 2.000 (1.000) : 1 +4.000 1.000 , 4.000 (1.000) : 1 +4.000 2.000 , 4.000 (1.000) : 1 +4.000 3.000 , 3.000 (1.000) : 1 +5.000 1.000 , 5.000 (1.000) : 1 +5.000 2.000 , 4.000 (1.000) : 1 +5.000 3.000 , 3.000 (1.000) : 1 diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.fld b/examples/takagi-sugeno/octave/heart_disease_risk.fld new file mode 100644 index 0000000..afc1fe0 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.fld @@ -0,0 +1,1026 @@ +#@Engine: Heart-Disease-Risk; +#@InputVariable: LDLLevel; @InputVariable: HDLLevel; @OutputVariable: HeartDiseaseRisk; 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41.93548387 8.26612903 +300.00000000 45.16129032 7.50000000 +300.00000000 48.38709677 7.50000000 +300.00000000 51.61290323 7.50000000 +300.00000000 54.83870968 7.50000000 +300.00000000 58.06451613 6.73387097 +300.00000000 61.29032258 5.92741935 +300.00000000 64.51612903 5.12096774 +300.00000000 67.74193548 5.00000000 +300.00000000 70.96774194 5.00000000 +300.00000000 74.19354839 5.00000000 +300.00000000 77.41935484 5.00000000 +300.00000000 80.64516129 5.00000000 +300.00000000 83.87096774 5.00000000 +300.00000000 87.09677419 5.00000000 +300.00000000 90.32258065 5.00000000 +300.00000000 93.54838710 5.00000000 +300.00000000 96.77419355 5.00000000 +300.00000000 100.00000000 5.00000000 diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.fll b/examples/takagi-sugeno/octave/heart_disease_risk.fll new file mode 100644 index 0000000..5bc3207 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.fll @@ -0,0 +1,48 @@ +Engine: Heart-Disease-Risk +InputVariable: LDLLevel + enabled: true + range: 0.000 300.000 + term: Low Trapezoid -1.000 0.000 90.000 110.000 + term: LowBorderline Trapezoid 90.000 110.000 120.000 140.000 + term: Borderline Trapezoid 120.000 140.000 150.000 170.000 + term: HighBorderline Trapezoid 150.000 170.000 180.000 200.000 + term: High Trapezoid 180.000 200.000 300.000 301.000 +InputVariable: HDLLevel + enabled: true + range: 0.000 100.000 + term: LowHDL Trapezoid -1.000 0.000 35.000 45.000 + term: ModerateHDL Trapezoid 35.000 45.000 55.000 65.000 + term: HighHDL Trapezoid 55.000 65.000 100.000 101.000 +OutputVariable: HeartDiseaseRisk + enabled: true + range: 0.000 10.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: NoRisk Constant 0.000 + term: LowRisk Constant 2.500 + term: MediumRisk Constant 5.000 + term: HighRisk Constant 7.500 + term: ExtremeRisk Constant 10.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: none + activation: none + rule: if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk + rule: if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk + rule: if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk + rule: if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk + rule: if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk + rule: if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk \ No newline at end of file diff --git a/examples/takagi-sugeno/octave/heart_disease_risk.java b/examples/takagi-sugeno/octave/heart_disease_risk.java new file mode 100644 index 0000000..fcd67c9 --- /dev/null +++ b/examples/takagi-sugeno/octave/heart_disease_risk.java @@ -0,0 +1,79 @@ +import com.fuzzylite.*; +import com.fuzzylite.defuzzifier.*; +import com.fuzzylite.factory.*; +import com.fuzzylite.hedge.*; +import com.fuzzylite.imex.*; +import com.fuzzylite.norm.*; +import com.fuzzylite.norm.s.*; +import com.fuzzylite.norm.t.*; +import com.fuzzylite.rule.*; +import com.fuzzylite.term.*; +import com.fuzzylite.variable.*; + +public class heart_disease_risk{ +public static void main(String[] args){ +Engine engine = new Engine(); +engine.setName("Heart-Disease-Risk"); + +InputVariable inputVariable1 = new InputVariable(); +inputVariable1.setEnabled(true); +inputVariable1.setName("LDLLevel"); +inputVariable1.setRange(0.000, 300.000); +inputVariable1.addTerm(new Trapezoid("Low", -1.000, 0.000, 90.000, 110.000)); +inputVariable1.addTerm(new Trapezoid("LowBorderline", 90.000, 110.000, 120.000, 140.000)); +inputVariable1.addTerm(new Trapezoid("Borderline", 120.000, 140.000, 150.000, 170.000)); +inputVariable1.addTerm(new Trapezoid("HighBorderline", 150.000, 170.000, 180.000, 200.000)); +inputVariable1.addTerm(new Trapezoid("High", 180.000, 200.000, 300.000, 301.000)); +engine.addInputVariable(inputVariable1); + +InputVariable inputVariable2 = new InputVariable(); +inputVariable2.setEnabled(true); +inputVariable2.setName("HDLLevel"); +inputVariable2.setRange(0.000, 100.000); +inputVariable2.addTerm(new Trapezoid("LowHDL", -1.000, 0.000, 35.000, 45.000)); +inputVariable2.addTerm(new Trapezoid("ModerateHDL", 35.000, 45.000, 55.000, 65.000)); +inputVariable2.addTerm(new Trapezoid("HighHDL", 55.000, 65.000, 100.000, 101.000)); +engine.addInputVariable(inputVariable2); + +OutputVariable outputVariable = new OutputVariable(); +outputVariable.setEnabled(true); +outputVariable.setName("HeartDiseaseRisk"); +outputVariable.setRange(0.000, 10.000); +outputVariable.fuzzyOutput().setAccumulation(null); +outputVariable.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable.setDefaultValue(Double.NaN); +outputVariable.setLockPreviousOutputValue(false); +outputVariable.setLockOutputValueInRange(false); +outputVariable.addTerm(new Constant("NoRisk", 0.000)); +outputVariable.addTerm(new Constant("LowRisk", 2.500)); +outputVariable.addTerm(new Constant("MediumRisk", 5.000)); +outputVariable.addTerm(new Constant("HighRisk", 7.500)); +outputVariable.addTerm(new Constant("ExtremeRisk", 10.000)); +engine.addOutputVariable(outputVariable); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setEnabled(true); +ruleBlock.setName(""); +ruleBlock.setConjunction(new Minimum()); +ruleBlock.setDisjunction(null); +ruleBlock.setActivation(null); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Low and HDLLevel is HighHDL then HeartDiseaseRisk is NoRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is LowBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is Borderline and HDLLevel is HighHDL then HeartDiseaseRisk is LowRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is LowHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is HighBorderline and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is LowHDL then HeartDiseaseRisk is ExtremeRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is ModerateHDL then HeartDiseaseRisk is HighRisk", engine)); +ruleBlock.addRule(Rule.parse("if LDLLevel is High and HDLLevel is HighHDL then HeartDiseaseRisk is MediumRisk", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/takagi-sugeno/octave/linear_tip_calculator.cpp b/examples/takagi-sugeno/octave/linear_tip_calculator.cpp new file mode 100644 index 0000000..6982766 --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.cpp @@ -0,0 +1,52 @@ +#include + +int main(int argc, char** argv){ +using namespace fl; + +Engine* engine = new Engine; +engine->setName("Linear-Tip-Calculator"); + +InputVariable* inputVariable1 = new InputVariable; +inputVariable1->setEnabled(true); +inputVariable1->setName("FoodQuality"); +inputVariable1->setRange(1.000, 10.000); +inputVariable1->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable1->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(inputVariable1); + +InputVariable* inputVariable2 = new InputVariable; +inputVariable2->setEnabled(true); +inputVariable2->setName("Service"); +inputVariable2->setRange(1.000, 10.000); +inputVariable2->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable2->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(inputVariable2); + +OutputVariable* outputVariable = new OutputVariable; +outputVariable->setEnabled(true); +outputVariable->setName("Tip"); +outputVariable->setRange(10.000, 20.000); +outputVariable->fuzzyOutput()->setAccumulation(fl::null); +outputVariable->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable->setDefaultValue(fl::nan); +outputVariable->setLockPreviousOutputValue(false); +outputVariable->setLockOutputValueInRange(false); +outputVariable->addTerm(Linear::create("TenPercent", engine, 0.000, 0.000, 10.000)); +outputVariable->addTerm(Linear::create("FifteenPercent", engine, 0.000, 0.000, 15.000)); +outputVariable->addTerm(Linear::create("TwentyPercent", engine, 0.000, 0.000, 20.000)); +engine->addOutputVariable(outputVariable); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setEnabled(true); +ruleBlock->setName(""); +ruleBlock->setConjunction(new Minimum); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setActivation(fl::null); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Bad and Service is Bad then Tip is TenPercent", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Bad and Service is Good then Tip is FifteenPercent", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Good and Service is Bad then Tip is FifteenPercent", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Good and Service is Good then Tip is TwentyPercent", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/takagi-sugeno/octave/linear_tip_calculator.fcl b/examples/takagi-sugeno/octave/linear_tip_calculator.fcl new file mode 100644 index 0000000..d326b2e --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.fcl @@ -0,0 +1,41 @@ +FUNCTION_BLOCK Linear-Tip-Calculator + +VAR_INPUT + FoodQuality: REAL; + Service: REAL; +END_VAR + +VAR_OUTPUT + Tip: 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 := (10.000 .. 20.000); + TERM TenPercent := Linear 0.000 0.000 10.000; + TERM FifteenPercent := Linear 0.000 0.000 15.000; + TERM TwentyPercent := Linear 0.000 0.000 20.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : MIN; + RULE 1 : if FoodQuality is Bad and Service is Bad then Tip is TenPercent + RULE 2 : if FoodQuality is Bad and Service is Good then Tip is FifteenPercent + RULE 3 : if FoodQuality is Good and Service is Bad then Tip is FifteenPercent + RULE 4 : if FoodQuality is Good and Service is Good then Tip is TwentyPercent +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/takagi-sugeno/octave/linear_tip_calculator.fis b/examples/takagi-sugeno/octave/linear_tip_calculator.fis new file mode 100644 index 0000000..8df5a02 --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.fis @@ -0,0 +1,39 @@ +[System] +Name='Linear-Tip-Calculator' +Type='sugeno' +NumInputs=2 +NumOutputs=1 +NumRules=4 +AndMethod='min' +OrMethod='' +ImpMethod='' +AggMethod='' +DefuzzMethod='wtaver' + +[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=[10.000 20.000] +NumMFs=3 +MF1='TenPercent':'linear',[0.000 0.000 10.000] +MF2='FifteenPercent':'linear',[0.000 0.000 15.000] +MF3='TwentyPercent':'linear',[0.000 0.000 20.000] + +[Rules] +1.000 1.000 , 1.000 (1.000) : 1 +1.000 2.000 , 2.000 (1.000) : 1 +2.000 1.000 , 2.000 (1.000) : 1 +2.000 2.000 , 3.000 (1.000) : 1 diff --git a/examples/takagi-sugeno/octave/linear_tip_calculator.fld b/examples/takagi-sugeno/octave/linear_tip_calculator.fld new file mode 100644 index 0000000..27f51b4 --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.fld @@ -0,0 +1,1026 @@ +#@Engine: Linear-Tip-Calculator; +#@InputVariable: FoodQuality; @InputVariable: Service; @OutputVariable: Tip; +1.00000000 1.00000000 10.00000000 +1.00000000 1.29032258 10.00000000 +1.00000000 1.58064516 10.00000000 +1.00000000 1.87096774 10.00000000 +1.00000000 2.16129032 10.00000000 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a/examples/takagi-sugeno/octave/linear_tip_calculator.fll b/examples/takagi-sugeno/octave/linear_tip_calculator.fll new file mode 100644 index 0000000..8c1f597 --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.fll @@ -0,0 +1,31 @@ +Engine: Linear-Tip-Calculator +InputVariable: FoodQuality + enabled: true + 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 +InputVariable: Service + enabled: true + 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 +OutputVariable: Tip + enabled: true + range: 10.000 20.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: TenPercent Linear 0.000 0.000 10.000 + term: FifteenPercent Linear 0.000 0.000 15.000 + term: TwentyPercent Linear 0.000 0.000 20.000 +RuleBlock: + enabled: true + conjunction: Minimum + disjunction: none + activation: none + rule: if FoodQuality is Bad and Service is Bad then Tip is TenPercent + rule: if FoodQuality is Bad and Service is Good then Tip is FifteenPercent + rule: if FoodQuality is Good and Service is Bad then Tip is FifteenPercent + rule: if FoodQuality is Good and Service is Good then Tip is TwentyPercent \ No newline at end of file diff --git a/examples/takagi-sugeno/octave/linear_tip_calculator.java b/examples/takagi-sugeno/octave/linear_tip_calculator.java new file mode 100644 index 0000000..0600638 --- /dev/null +++ b/examples/takagi-sugeno/octave/linear_tip_calculator.java @@ -0,0 +1,62 @@ +import com.fuzzylite.*; +import com.fuzzylite.defuzzifier.*; +import com.fuzzylite.factory.*; +import com.fuzzylite.hedge.*; +import com.fuzzylite.imex.*; +import com.fuzzylite.norm.*; +import com.fuzzylite.norm.s.*; +import com.fuzzylite.norm.t.*; +import com.fuzzylite.rule.*; +import com.fuzzylite.term.*; +import com.fuzzylite.variable.*; + +public class linear_tip_calculator{ +public static void main(String[] args){ +Engine engine = new Engine(); +engine.setName("Linear-Tip-Calculator"); + +InputVariable inputVariable1 = new InputVariable(); +inputVariable1.setEnabled(true); +inputVariable1.setName("FoodQuality"); +inputVariable1.setRange(1.000, 10.000); +inputVariable1.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable1.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(inputVariable1); + +InputVariable inputVariable2 = new InputVariable(); +inputVariable2.setEnabled(true); +inputVariable2.setName("Service"); +inputVariable2.setRange(1.000, 10.000); +inputVariable2.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable2.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(inputVariable2); + +OutputVariable outputVariable = new OutputVariable(); +outputVariable.setEnabled(true); +outputVariable.setName("Tip"); +outputVariable.setRange(10.000, 20.000); +outputVariable.fuzzyOutput().setAccumulation(null); +outputVariable.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable.setDefaultValue(Double.NaN); +outputVariable.setLockPreviousOutputValue(false); +outputVariable.setLockOutputValueInRange(false); +outputVariable.addTerm(Linear.create("TenPercent", engine, 0.000, 0.000, 10.000)); +outputVariable.addTerm(Linear.create("FifteenPercent", engine, 0.000, 0.000, 15.000)); +outputVariable.addTerm(Linear.create("TwentyPercent", engine, 0.000, 0.000, 20.000)); +engine.addOutputVariable(outputVariable); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setEnabled(true); +ruleBlock.setName(""); +ruleBlock.setConjunction(new Minimum()); +ruleBlock.setDisjunction(null); +ruleBlock.setActivation(null); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Bad then Tip is TenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Good then Tip is FifteenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Bad then Tip is FifteenPercent", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Good then Tip is TwentyPercent", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.cpp b/examples/takagi-sugeno/octave/sugeno_tip_calculator.cpp new file mode 100644 index 0000000..d92de0a --- /dev/null +++ b/examples/takagi-sugeno/octave/sugeno_tip_calculator.cpp @@ -0,0 +1,86 @@ +#include + +int main(int argc, char** argv){ +using namespace fl; + +Engine* engine = new Engine; +engine->setName("Sugeno-Tip-Calculator"); + +InputVariable* inputVariable1 = new InputVariable; +inputVariable1->setEnabled(true); +inputVariable1->setName("FoodQuality"); +inputVariable1->setRange(1.000, 10.000); +inputVariable1->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable1->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(inputVariable1); + +InputVariable* inputVariable2 = new InputVariable; +inputVariable2->setEnabled(true); +inputVariable2->setName("Service"); +inputVariable2->setRange(1.000, 10.000); +inputVariable2->addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable2->addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine->addInputVariable(inputVariable2); + +OutputVariable* outputVariable1 = new OutputVariable; +outputVariable1->setEnabled(true); +outputVariable1->setName("CheapTip"); +outputVariable1->setRange(5.000, 25.000); +outputVariable1->fuzzyOutput()->setAccumulation(fl::null); +outputVariable1->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable1->setDefaultValue(fl::nan); +outputVariable1->setLockPreviousOutputValue(false); +outputVariable1->setLockOutputValueInRange(false); +outputVariable1->addTerm(new Constant("Low", 10.000)); +outputVariable1->addTerm(new Constant("Medium", 15.000)); +outputVariable1->addTerm(new Constant("High", 20.000)); +engine->addOutputVariable(outputVariable1); + +OutputVariable* outputVariable2 = new OutputVariable; +outputVariable2->setEnabled(true); +outputVariable2->setName("AverageTip"); +outputVariable2->setRange(5.000, 25.000); +outputVariable2->fuzzyOutput()->setAccumulation(fl::null); +outputVariable2->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable2->setDefaultValue(fl::nan); +outputVariable2->setLockPreviousOutputValue(false); +outputVariable2->setLockOutputValueInRange(false); +outputVariable2->addTerm(new Constant("Low", 10.000)); +outputVariable2->addTerm(new Constant("Medium", 15.000)); +outputVariable2->addTerm(new Constant("High", 20.000)); +engine->addOutputVariable(outputVariable2); + +OutputVariable* outputVariable3 = new OutputVariable; +outputVariable3->setEnabled(true); +outputVariable3->setName("GenerousTip"); +outputVariable3->setRange(5.000, 25.000); +outputVariable3->fuzzyOutput()->setAccumulation(fl::null); +outputVariable3->setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable3->setDefaultValue(fl::nan); +outputVariable3->setLockPreviousOutputValue(false); +outputVariable3->setLockOutputValueInRange(false); +outputVariable3->addTerm(new Constant("Low", 10.000)); +outputVariable3->addTerm(new Constant("Medium", 15.000)); +outputVariable3->addTerm(new Constant("High", 20.000)); +engine->addOutputVariable(outputVariable3); + +RuleBlock* ruleBlock = new RuleBlock; +ruleBlock->setEnabled(true); +ruleBlock->setName(""); +ruleBlock->setConjunction(new EinsteinProduct); +ruleBlock->setDisjunction(fl::null); +ruleBlock->setActivation(fl::null); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is extremely Bad and Service is extremely Bad then CheapTip is extremely Low and AverageTip is very Low and GenerousTip is Low", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Good and Service is extremely Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is very Good and Service is very Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Bad and Service is Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is extremely Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is very High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Bad and Service is Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is Good and Service is Good then CheapTip is Medium and AverageTip is Medium and GenerousTip is very High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is very Bad and Service is very Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock->addRule(fl::Rule::parse("if FoodQuality is very very Good and Service is very very Good then CheapTip is High and AverageTip is very High and GenerousTip is extremely High", engine)); +engine->addRuleBlock(ruleBlock); + + +} diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.fcl b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fcl new file mode 100644 index 0000000..ad98f68 --- /dev/null +++ b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fcl @@ -0,0 +1,67 @@ +FUNCTION_BLOCK Sugeno-Tip-Calculator + +VAR_INPUT + FoodQuality: REAL; + Service: REAL; +END_VAR + +VAR_OUTPUT + CheapTip: REAL; + AverageTip: REAL; + GenerousTip: 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 CheapTip + RANGE := (5.000 .. 25.000); + TERM Low := 10.000; + TERM Medium := 15.000; + TERM High := 20.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY AverageTip + RANGE := (5.000 .. 25.000); + TERM Low := 10.000; + TERM Medium := 15.000; + TERM High := 20.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +DEFUZZIFY GenerousTip + RANGE := (5.000 .. 25.000); + TERM Low := 10.000; + TERM Medium := 15.000; + TERM High := 20.000; + METHOD : COGS; + DEFAULT := nan; +END_DEFUZZIFY + +RULEBLOCK + AND : EPROD; + RULE 1 : if FoodQuality is extremely Bad and Service is extremely Bad then CheapTip is extremely Low and AverageTip is very Low and GenerousTip is Low + RULE 2 : if FoodQuality is Good and Service is extremely Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + RULE 3 : if FoodQuality is very Good and Service is very Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + RULE 4 : if FoodQuality is Bad and Service is Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + RULE 5 : if FoodQuality is Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + RULE 6 : if FoodQuality is extremely Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is very High + RULE 7 : if FoodQuality is Bad and Service is Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + RULE 8 : if FoodQuality is Good and Service is Good then CheapTip is Medium and AverageTip is Medium and GenerousTip is very High + RULE 9 : if FoodQuality is very Bad and Service is very Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + RULE 10 : if FoodQuality is very very Good and Service is very very Good then CheapTip is High and AverageTip is very High and GenerousTip is extremely High +END_RULEBLOCK + +END_FUNCTION_BLOCK diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.fis b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fis new file mode 100644 index 0000000..4349913 --- /dev/null +++ b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fis @@ -0,0 +1,61 @@ +[System] +Name='Sugeno-Tip-Calculator' +Type='sugeno' +NumInputs=2 +NumOutputs=3 +NumRules=10 +AndMethod='einstein_product' +OrMethod='' +ImpMethod='' +AggMethod='' +DefuzzMethod='wtaver' + +[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='CheapTip' +Range=[5.000 25.000] +NumMFs=3 +MF1='Low':'constant',[10.000] +MF2='Medium':'constant',[15.000] +MF3='High':'constant',[20.000] + +[Output2] +Name='AverageTip' +Range=[5.000 25.000] +NumMFs=3 +MF1='Low':'constant',[10.000] +MF2='Medium':'constant',[15.000] +MF3='High':'constant',[20.000] + +[Output3] +Name='GenerousTip' +Range=[5.000 25.000] +NumMFs=3 +MF1='Low':'constant',[10.000] +MF2='Medium':'constant',[15.000] +MF3='High':'constant',[20.000] + +[Rules] +1.300 1.300 , 1.300 1.200 1.000 (1.000) : 1 +2.000 1.300 , 1.000 1.000 2.000 (1.000) : 1 +2.200 1.200 , 1.000 2.000 3.000 (1.000) : 1 +1.000 1.000 , 1.000 1.000 2.000 (1.000) : 1 +2.000 1.000 , 1.000 2.000 3.000 (1.000) : 1 +2.300 1.000 , 1.000 2.000 3.200 (1.000) : 1 +1.000 2.000 , 1.000 2.000 3.000 (1.000) : 1 +2.000 2.000 , 2.000 2.000 3.200 (1.000) : 1 +1.200 2.200 , 1.000 2.000 3.000 (1.000) : 1 +2.400 2.400 , 3.000 3.200 3.300 (1.000) : 1 diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.fld 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8.54838710 17.50000000 17.50000000 20.00000000 +10.00000000 8.83870968 17.50000000 17.50000000 20.00000000 +10.00000000 9.12903226 17.50000000 17.50000000 20.00000000 +10.00000000 9.41935484 17.50000000 17.50000000 20.00000000 +10.00000000 9.70967742 17.50000000 17.50000000 20.00000000 +10.00000000 10.00000000 17.50000000 17.50000000 20.00000000 diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.fll b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fll new file mode 100644 index 0000000..611d6eb --- /dev/null +++ b/examples/takagi-sugeno/octave/sugeno_tip_calculator.fll @@ -0,0 +1,59 @@ +Engine: Sugeno-Tip-Calculator +InputVariable: FoodQuality + enabled: true + 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 +InputVariable: Service + enabled: true + 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 +OutputVariable: CheapTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +OutputVariable: AverageTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +OutputVariable: GenerousTip + enabled: true + range: 5.000 25.000 + accumulation: none + defuzzifier: WeightedAverage TakagiSugeno + default: nan + lock-previous: false + lock-range: false + term: Low Constant 10.000 + term: Medium Constant 15.000 + term: High Constant 20.000 +RuleBlock: + enabled: true + conjunction: EinsteinProduct + disjunction: none + activation: none + rule: if FoodQuality is extremely Bad and Service is extremely Bad then CheapTip is extremely Low and AverageTip is very Low and GenerousTip is Low + rule: if FoodQuality is Good and Service is extremely Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + rule: if FoodQuality is very Good and Service is very Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is Bad and Service is Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium + rule: if FoodQuality is Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is extremely Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is very High + rule: if FoodQuality is Bad and Service is Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is Good and Service is Good then CheapTip is Medium and AverageTip is Medium and GenerousTip is very High + rule: if FoodQuality is very Bad and Service is very Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High + rule: if FoodQuality is very very Good and Service is very very Good then CheapTip is High and AverageTip is very High and GenerousTip is extremely High \ No newline at end of file diff --git a/examples/takagi-sugeno/octave/sugeno_tip_calculator.java b/examples/takagi-sugeno/octave/sugeno_tip_calculator.java new file mode 100644 index 0000000..939649e --- /dev/null +++ b/examples/takagi-sugeno/octave/sugeno_tip_calculator.java @@ -0,0 +1,96 @@ +import com.fuzzylite.*; +import com.fuzzylite.defuzzifier.*; +import com.fuzzylite.factory.*; +import com.fuzzylite.hedge.*; +import com.fuzzylite.imex.*; +import com.fuzzylite.norm.*; +import com.fuzzylite.norm.s.*; +import com.fuzzylite.norm.t.*; +import com.fuzzylite.rule.*; +import com.fuzzylite.term.*; +import com.fuzzylite.variable.*; + +public class sugeno_tip_calculator{ +public static void main(String[] args){ +Engine engine = new Engine(); +engine.setName("Sugeno-Tip-Calculator"); + +InputVariable inputVariable1 = new InputVariable(); +inputVariable1.setEnabled(true); +inputVariable1.setName("FoodQuality"); +inputVariable1.setRange(1.000, 10.000); +inputVariable1.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable1.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(inputVariable1); + +InputVariable inputVariable2 = new InputVariable(); +inputVariable2.setEnabled(true); +inputVariable2.setName("Service"); +inputVariable2.setRange(1.000, 10.000); +inputVariable2.addTerm(new Trapezoid("Bad", 0.000, 1.000, 3.000, 7.000)); +inputVariable2.addTerm(new Trapezoid("Good", 3.000, 7.000, 10.000, 11.000)); +engine.addInputVariable(inputVariable2); + +OutputVariable outputVariable1 = new OutputVariable(); +outputVariable1.setEnabled(true); +outputVariable1.setName("CheapTip"); +outputVariable1.setRange(5.000, 25.000); +outputVariable1.fuzzyOutput().setAccumulation(null); +outputVariable1.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable1.setDefaultValue(Double.NaN); +outputVariable1.setLockPreviousOutputValue(false); +outputVariable1.setLockOutputValueInRange(false); +outputVariable1.addTerm(new Constant("Low", 10.000)); +outputVariable1.addTerm(new Constant("Medium", 15.000)); +outputVariable1.addTerm(new Constant("High", 20.000)); +engine.addOutputVariable(outputVariable1); + +OutputVariable outputVariable2 = new OutputVariable(); +outputVariable2.setEnabled(true); +outputVariable2.setName("AverageTip"); +outputVariable2.setRange(5.000, 25.000); +outputVariable2.fuzzyOutput().setAccumulation(null); +outputVariable2.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable2.setDefaultValue(Double.NaN); +outputVariable2.setLockPreviousOutputValue(false); +outputVariable2.setLockOutputValueInRange(false); +outputVariable2.addTerm(new Constant("Low", 10.000)); +outputVariable2.addTerm(new Constant("Medium", 15.000)); +outputVariable2.addTerm(new Constant("High", 20.000)); +engine.addOutputVariable(outputVariable2); + +OutputVariable outputVariable3 = new OutputVariable(); +outputVariable3.setEnabled(true); +outputVariable3.setName("GenerousTip"); +outputVariable3.setRange(5.000, 25.000); +outputVariable3.fuzzyOutput().setAccumulation(null); +outputVariable3.setDefuzzifier(new WeightedAverage("TakagiSugeno")); +outputVariable3.setDefaultValue(Double.NaN); +outputVariable3.setLockPreviousOutputValue(false); +outputVariable3.setLockOutputValueInRange(false); +outputVariable3.addTerm(new Constant("Low", 10.000)); +outputVariable3.addTerm(new Constant("Medium", 15.000)); +outputVariable3.addTerm(new Constant("High", 20.000)); +engine.addOutputVariable(outputVariable3); + +RuleBlock ruleBlock = new RuleBlock(); +ruleBlock.setEnabled(true); +ruleBlock.setName(""); +ruleBlock.setConjunction(new EinsteinProduct()); +ruleBlock.setDisjunction(null); +ruleBlock.setActivation(null); +ruleBlock.addRule(Rule.parse("if FoodQuality is extremely Bad and Service is extremely Bad then CheapTip is extremely Low and AverageTip is very Low and GenerousTip is Low", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is extremely Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is very Good and Service is very Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Bad then CheapTip is Low and AverageTip is Low and GenerousTip is Medium", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is extremely Good and Service is Bad then CheapTip is Low and AverageTip is Medium and GenerousTip is very High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Bad and Service is Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is Good and Service is Good then CheapTip is Medium and AverageTip is Medium and GenerousTip is very High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is very Bad and Service is very Good then CheapTip is Low and AverageTip is Medium and GenerousTip is High", engine)); +ruleBlock.addRule(Rule.parse("if FoodQuality is very very Good and Service is very very Good then CheapTip is High and AverageTip is very High and GenerousTip is extremely High", engine)); +engine.addRuleBlock(ruleBlock); + + +} +} -- cgit v1.2.3