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Diffstat (limited to 'examples/mamdani/Laundry.R')
-rw-r--r-- | examples/mamdani/Laundry.R | 91 |
1 files changed, 91 insertions, 0 deletions
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) + } +} |