Example #1
0
  public static void main(String[] args) {
    Engine engine = new Engine();
    engine.setName("anfis");

    InputVariable inputVariable1 = new InputVariable();
    inputVariable1.setEnabled(true);
    inputVariable1.setName("in_n1");
    inputVariable1.setRange(1.000, 31.000);
    inputVariable1.addTerm(new Bell("in1mf1", 2.253, 16.220, 5.050));
    inputVariable1.addTerm(new Bell("in1mf2", 31.260, 15.021, 1.843));
    engine.addInputVariable(inputVariable1);

    InputVariable inputVariable2 = new InputVariable();
    inputVariable2.setEnabled(true);
    inputVariable2.setName("in_n2");
    inputVariable2.setRange(1.000, 31.000);
    inputVariable2.addTerm(new Bell("in2mf1", 0.740, 15.021, 1.843));
    inputVariable2.addTerm(new Bell("in2mf2", 29.747, 16.220, 5.050));
    engine.addInputVariable(inputVariable2);

    OutputVariable outputVariable = new OutputVariable();
    outputVariable.setEnabled(true);
    outputVariable.setName("out1");
    outputVariable.setRange(-0.334, 1.000);
    outputVariable.fuzzyOutput().setAccumulation(null);
    outputVariable.setDefuzzifier(new WeightedAverage("TakagiSugeno"));
    outputVariable.setDefaultValue(Double.NaN);
    outputVariable.setLockPreviousOutputValue(false);
    outputVariable.setLockOutputValueInRange(false);
    outputVariable.addTerm(Linear.create("out1mf1", engine, 0.026, 0.071, -0.615));
    outputVariable.addTerm(Linear.create("out1mf2", engine, -0.036, 0.036, -1.169));
    outputVariable.addTerm(Linear.create("out1mf3", engine, -0.094, 0.094, 2.231));
    outputVariable.addTerm(Linear.create("out1mf4", engine, -0.071, -0.026, 2.479));
    engine.addOutputVariable(outputVariable);

    RuleBlock ruleBlock = new RuleBlock();
    ruleBlock.setEnabled(true);
    ruleBlock.setName("");
    ruleBlock.setConjunction(new AlgebraicProduct());
    ruleBlock.setDisjunction(null);
    ruleBlock.setActivation(null);
    ruleBlock.addRule(
        Rule.parse("if in_n1 is in1mf1 and in_n2 is in2mf1 then out1 is out1mf1", engine));
    ruleBlock.addRule(
        Rule.parse("if in_n1 is in1mf1 and in_n2 is in2mf2 then out1 is out1mf2", engine));
    ruleBlock.addRule(
        Rule.parse("if in_n1 is in1mf2 and in_n2 is in2mf1 then out1 is out1mf3", engine));
    ruleBlock.addRule(
        Rule.parse("if in_n1 is in1mf2 and in_n2 is in2mf2 then out1 is out1mf4", engine));
    engine.addRuleBlock(ruleBlock);
  }
Example #2
0
  public static void main(String[] args) {
    Engine engine = new Engine();
    engine.setName("sltbu");

    InputVariable inputVariable1 = new InputVariable();
    inputVariable1.setEnabled(true);
    inputVariable1.setName("distance");
    inputVariable1.setRange(0.000, 25.000);
    inputVariable1.addTerm(new ZShape("near", 1.000, 2.000));
    inputVariable1.addTerm(new SShape("far", 1.000, 2.000));
    engine.addInputVariable(inputVariable1);

    InputVariable inputVariable2 = new InputVariable();
    inputVariable2.setEnabled(true);
    inputVariable2.setName("control1");
    inputVariable2.setRange(-0.785, 0.785);
    engine.addInputVariable(inputVariable2);

    InputVariable inputVariable3 = new InputVariable();
    inputVariable3.setEnabled(true);
    inputVariable3.setName("control2");
    inputVariable3.setRange(-0.785, 0.785);
    engine.addInputVariable(inputVariable3);

    OutputVariable outputVariable = new OutputVariable();
    outputVariable.setEnabled(true);
    outputVariable.setName("control");
    outputVariable.setRange(-0.785, 0.785);
    outputVariable.fuzzyOutput().setAccumulation(new Maximum());
    outputVariable.setDefuzzifier(new WeightedAverage());
    outputVariable.setDefaultValue(Double.NaN);
    outputVariable.setLockValidOutput(false);
    outputVariable.setLockOutputRange(false);
    outputVariable.addTerm(
        Linear.create("out1mf1", engine.getInputVariables(), 0.000, 0.000, 1.000, 0.000));
    outputVariable.addTerm(
        Linear.create("out1mf2", engine.getInputVariables(), 0.000, 1.000, 0.000, 0.000));
    engine.addOutputVariable(outputVariable);

    RuleBlock ruleBlock = new RuleBlock();
    ruleBlock.setEnabled(true);
    ruleBlock.setName("");
    ruleBlock.setConjunction(new AlgebraicProduct());
    ruleBlock.setDisjunction(new Maximum());
    ruleBlock.setActivation(new AlgebraicProduct());
    ruleBlock.addRule(Rule.parse("if distance is near then control is out1mf1", engine));
    ruleBlock.addRule(Rule.parse("if distance is far then control is out1mf2", engine));
    engine.addRuleBlock(ruleBlock);
  }