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  1. Commons Math
  2. MATH-813

SimplexSolver bug?

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Details

    • Bug
    • Status: Closed
    • Major
    • Resolution: Duplicate
    • 3.0
    • 3.1
    • None
    • None
    • Windows 7, JDK 1.7.0_03

    Description

      I am trying to use the SimplexSolver in commons-math3-3.0 and am getting unpredictable results. I am pasting the problem code below. Basically swapping the sequence of the last two constraints results in two different results (of which one is pure sub-optimal). Am I not using the solver correctly?

      ------------------------------
      import java.util.ArrayList;
      import java.util.Collection;

      import org.apache.commons.math3.optimization.*;
      import org.apache.commons.math3.optimization.linear.*;

      public class Commons_Solver {
      public static void main(String[] args) {

      // describe the optimization problem

      LinearObjectiveFunction f = new LinearObjectiveFunction(new double[]

      { 1, 1, 1, 1, 1, 1, 0, 0 }

      , 0);
      Collection <LinearConstraint>constraints = new ArrayList<LinearConstraint>();

      //variables upper bounds
      constraints.add(new LinearConstraint(new double[]

      { 1, 0, 0, 0, 0, 0, 0, 0 }, Relationship.LEQ, 38));
      constraints.add(new LinearConstraint(new double[] { 0, 1, 0, 0, 0, 0, 0, 0 }, Relationship.LEQ, 34));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 1, 0, 0, 0, 0, 0 }, Relationship.LEQ, 1));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 0, 1, 0, 0, 0, 0 }, Relationship.LEQ, 6));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 0, 0, 1, 0, 0, 0 }, Relationship.LEQ, 17));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 0, 0, 0, 1, 0, 0 }, Relationship.LEQ, 11));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 0, 0, 0, 0, 1, 0 }, Relationship.LEQ, 101));
      constraints.add(new LinearConstraint(new double[] { 0, 0, 0, 0, 0, 0, 0, 1 }, Relationship.LEQ, 1e10));

      //variables lower bounds
      constraints.add(new LinearConstraint(new double[] { 1, 0, 0, 0, 0, 0, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 1, 0, 0, 0, 0, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 1, 0, 0, 0, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 1, 0, 0, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 1, 0, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 0, 1, 0, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 0, 0, 1, 0 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 0, 0, 0, 1 }

      , Relationship.GEQ, 0));

      constraints.add(new LinearConstraint(new double[]

      { -1,-1, -1, -1, -1, -1, 1, 0 }

      , Relationship.EQ, 0));

      constraints.add(new LinearConstraint(new double[]

      { -1, -1, -1, -1, -1, -1,0 , 1 }

      , Relationship.EQ, 0));

      constraints.add(new LinearConstraint(new double[]

      { 1, 0, 0, 0, 0, 0, 0, -0.2841121495327103 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 1, 0, 0, 0, 0, 0, -0.25420560747663556 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 1, 0, 0, 0, -0.04485981308411215 }

      , Relationship.GEQ, 0));

      /*---------------
      Swapping the sequence of the below two constraints produces two different results
      ------------------*/
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 1, 0, 0, -0.12710280373831778 }

      , Relationship.GEQ, 0));
      constraints.add(new LinearConstraint(new double[]

      { 0, 0, 0, 0, 0, 1, 0, -0.08224299065420561 }

      , Relationship.GEQ, 0));
      /------------------/

      PointValuePair solution = new SimplexSolver().optimize(f, constraints, GoalType.MAXIMIZE, false);

      // get the solution
      for (int i = 0 ; i < solution.getPoint().length; i++)
      System.out.println("x[" + i + "] = " + solution.getPoint()[i]);

      System.out.println("value = " + solution.getValue());
      }
      }
      ----------------------------------

      Attachments

        1. Commons_Solver.java
          4 kB
          Raghu Rangarajan

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              Unassigned Unassigned
              vidyaraghu Raghu Rangarajan
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                Created:
                Updated:
                Resolved: