Пример #1
2
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   */
  public void evaluate(Solution solution) {
    double fitness1, fitness2;
    int x, y;
    fitness1 = 0.0;
    fitness2 = 0.0;

    for (int i = 0; i < (numberOfCities_); i++) {
      for (int j = 0; j < (numberOfCities_); j++) {
        x = ((Permutation) solution.getDecisionVariables().variables_[0]).vector_[i];
        y = ((Permutation) solution.getDecisionVariables().variables_[0]).vector_[j];

        fitness1 += distanceMatrix_[i][j] * flujo1[x][y];
      }
    }

    for (int i = 0; i < (numberOfCities_); i++) {
      for (int j = 0; j < (numberOfCities_); j++) {
        x = ((Permutation) solution.getDecisionVariables().variables_[0]).vector_[i];
        y = ((Permutation) solution.getDecisionVariables().variables_[0]).vector_[j];

        fitness2 += distanceMatrix_[i][j] * flujo2[x][y];
      }
    }

    solution.setObjective(0, fitness1);
    solution.setObjective(1, fitness2);
  } // evaluate
Пример #2
0
  //  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --  --
  @Override
  public void evaluate(Solution solution) {
    double fitness0 = 0.0;
    double fitness1 = 0.0;
    double fitness2 = 0.0;
    double fitness3 = 0.0;
    boolean verificador;
    int x;
    int y;

    // percorre o vetor de solucoes
    for (int i = 0; i < numberOfElements_; i++) {

      // pega o id da classe
      x = ((Permutation) solution.getDecisionVariables()[0]).vector_[i];

      // percorre as colunas da matrix de dependencia
      for (int k = 0; k < numberOfElements_; k++) {

        // verifica se existe dependencia de x para k
        if (dependency_matrix_[x][k] == 1) {
          verificador = false;

          // verifica se a classe já exite
          for (int j = 0; j <= i; j++) {
            y = ((Permutation) solution.getDecisionVariables()[0]).vector_[j];
            if (y == k) {
              verificador = true;
            }
          }

          // adiciona os valores ao fitnesse se a classe não tiver sido testada ainda
          if (verificador == false) {
            fitness0 += attribute_coupling_matrix_[x][k];
            fitness1 += method_coupling_matrix_[x][k];
            fitness2 += method_return_type_matrix_[x][k];
            fitness3 += method_param_type_matrix_[x][k];
          }
        }
      }
    }

    // System.out.println(fitness0+" "+fitness1+" "+fitness2+" "+fitness3);
    solution.setObjective(0, fitness0);
    solution.setObjective(1, fitness1);
    solution.setObjective(2, fitness2);
    solution.setObjective(3, fitness3);
  }
Пример #3
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    DecisionVariables gen = solution.getDecisionVariables();

    double[] x = new double[numberOfVariables_];
    double[] f = new double[numberOfObjectives_];
    double[] theta = new double[numberOfObjectives_ - 1];
    int k = numberOfVariables_ - numberOfObjectives_ + 1;

    for (int i = 0; i < numberOfVariables_; i++) x[i] = gen.variables_[i].getValue();

    double g = 0.0;
    for (int i = numberOfVariables_ - k; i < numberOfVariables_; i++)
      g += java.lang.Math.pow(x[i], 0.1);

    double t = java.lang.Math.PI / (4.0 * (1.0 + g));
    theta[0] = x[0] * java.lang.Math.PI / 2;
    for (int i = 1; i < (numberOfObjectives_ - 1); i++) theta[i] = t * (1.0 + 2.0 * g * x[i]);

    for (int i = 0; i < numberOfObjectives_; i++) f[i] = 1.0 + g;

    for (int i = 0; i < numberOfObjectives_; i++) {
      for (int j = 0; j < numberOfObjectives_ - (i + 1); j++) f[i] *= java.lang.Math.cos(theta[j]);
      if (i != 0) {
        int aux = numberOfObjectives_ - (i + 1);
        f[i] *= java.lang.Math.sin(theta[aux]);
      } // if
    } // for

    for (int i = 0; i < numberOfObjectives_; i++) solution.setObjective(i, f[i]);
  } // evaluate
Пример #4
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    XReal x = new XReal(solution);

    double[] f = new double[numberOfObjectives_];
    double sum1 = 0.0;
    for (int var = 0; var < numberOfVariables_; var++) {
      sum1 +=
          StrictMath.pow(
              x.getValue(var) - (1.0 / StrictMath.sqrt((double) numberOfVariables_)), 2.0);
    }
    double exp1 = StrictMath.exp((-1.0) * sum1);
    f[0] = 1 - exp1;

    double sum2 = 0.0;
    for (int var = 0; var < numberOfVariables_; var++) {
      sum2 +=
          StrictMath.pow(
              x.getValue(var) + (1.0 / StrictMath.sqrt((double) numberOfVariables_)), 2.0);
    }
    double exp2 = StrictMath.exp((-1.0) * sum2);
    f[1] = 1 - exp2;

    solution.setObjective(0, f[0]);
    solution.setObjective(1, f[1]);
  } // evaluate
Пример #5
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws Exception
   */
  public void evaluate(Solution solution) throws Exception {
    ProblemVariables decisionVariables = solution.getProblemVariables();

    double[] f = new double[numberOfObjectives_];
    f[0] = decisionVariables.variables[0].getValue();
    double g = this.evalG(decisionVariables);
    double h = this.evalH(f[0], g);
    f[1] = h * g;

    solution.setObjective(0, f[0]);
    solution.setObjective(1, f[1]);
  } // evaluate
Пример #6
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    Variable[] variable = solution.getDecisionVariables();

    double[] f = new double[numberOfObjectives_];

    double x1 = variable[0].getValue();
    double x2 = variable[1].getValue();
    f[0] = 2.0 + (x1 - 2.0) * (x1 - 2.0) + (x2 - 1.0) * (x2 - 1.0);
    f[1] = 9.0 * x1 - (x2 - 1.0) * (x2 - 1.0);

    solution.setObjective(0, f[0]);
    solution.setObjective(1, f[1]);
  } // evaluate
Пример #7
0
  /**
   * Evaluates a solution.
   *
   * @param solution The solution to evaluate.
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    Variable[] decisionVariables = solution.getDecisionVariables();

    double[] x = new double[numberOfVariables_];
    for (int i = 0; i < numberOfVariables_; i++) x[i] = decisionVariables[i].getValue();

    int count1, count2, count3;
    double sum1, sum2, sum3, yj, hj;
    sum1 = sum2 = sum3 = 0.0;
    count1 = count2 = count3 = 0;

    for (int j = 3; j <= numberOfVariables_; j++) {
      yj =
          x[j - 1] - 2.0 * x[1] * Math.sin(2.0 * Math.PI * x[0] + j * Math.PI / numberOfVariables_);
      hj = 4.0 * yj * yj - Math.cos(8.0 * Math.PI * yj) + 1.0;
      if (j % 3 == 1) {
        sum1 += hj;
        count1++;
      } else if (j % 3 == 2) {
        sum2 += hj;
        count2++;
      } else {
        sum3 += hj;
        count3++;
      }
    }

    solution.setObjective(
        0,
        Math.cos(0.5 * Math.PI * x[0]) * Math.cos(0.5 * Math.PI * x[1])
            + 2.0 * sum1 / (double) count1);
    solution.setObjective(
        1,
        Math.cos(0.5 * Math.PI * x[0]) * Math.sin(0.5 * Math.PI * x[1])
            + 2.0 * sum2 / (double) count2);
    solution.setObjective(2, Math.sin(0.5 * Math.PI * x[0]) + 2.0 * sum3 / (double) count3);
  } // evaluate
Пример #8
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    Variable[] gen = solution.getDecisionVariables();

    Vector<Double> x = new Vector<Double>(numberOfVariables_);
    Vector<Double> y = new Vector<Double>(numberOfObjectives_);

    for (int i = 0; i < numberOfVariables_; i++) {
      x.addElement(gen[i].getValue());
      y.addElement(0.0);
    } // for

    LZ09_.objective(x, y);

    for (int i = 0; i < numberOfObjectives_; i++) solution.setObjective(i, y.get(i));
  } // evaluate
Пример #9
0
  /**
   * Evaluates a solution
   *
   * @param solution The solution to evaluate
   * @throws JMException
   */
  public void evaluate(Solution solution) throws JMException {
    DecisionVariables decisionVariables = solution.getDecisionVariables();

    double[] x = new double[numberOfVariables_];
    double[] fx = new double[numberOfVariables_];
    double g;
    double h;
    double sum;
    for (int i = 0; i < numberOfVariables_; i++) x[i] = decisionVariables.variables_[i].getValue();

    fx[0] = x[0];

    sum = 0.0;
    for (int i = 1; i < numberOfVariables_; i++) sum += (x[i] * x[i] - x[0]) * (x[i] * x[i] - x[0]);

    g = 1.0 + 9.0 * sum / (numberOfVariables_ - 1.0);
    h = 1.0 - Math.sqrt(x[0] / g);

    fx[1] = g * h;

    solution.setObjective(0, fx[0]);
    solution.setObjective(1, fx[1]);
  } // evaluate