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Home/ Questions/Q 6759217
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Editorial Team
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Editorial Team
Asked: May 26, 20262026-05-26T13:54:34+00:00 2026-05-26T13:54:34+00:00

How to set decision variables types like binary, int , double in Apache Commons

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How to set decision variables types like binary, int, double in Apache Commons Math SimplexSolver? The output of the program below is this:

332.6666666666667
1.0
8331.666666666668

I want decision variables to be of type int not double; output should be 333, 0, 8325 if solved as integer decision variables.

public static void testSample() throws OptimizationException {
    LinearObjectiveFunction f = new LinearObjectiveFunction(new double[]{25, 15}, 0);
    Collection<LinearConstraint> constraints = new ArrayList<LinearConstraint>();
    constraints.add(new LinearConstraint(new double[]{5, 8}, Relationship.LEQ, 5000));
    constraints.add(new LinearConstraint(new double[]{1, 4}, Relationship.LEQ, 1500));
    constraints.add(new LinearConstraint(new double[]{3, 2}, Relationship.LEQ, 1000));
    constraints.add(new LinearConstraint(new double[]{1, 0}, Relationship.GEQ, 1));
    constraints.add(new LinearConstraint(new double[]{0, 1}, Relationship.GEQ, 1));

    SimplexSolver solver = new SimplexSolver();
    RealPointValuePair solution = solver.optimize(f, constraints, GoalType.MAXIMIZE, true);

    System.out.println(solution.getPoint()[0]);
    System.out.println(solution.getPoint()[1]);
    System.out.println(solution.getValue());
}
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  1. Editorial Team
    Editorial Team
    2026-05-26T13:54:34+00:00Added an answer on May 26, 2026 at 1:54 pm

    NumberFormat is convenient for this:

    NumberFormat nf = NumberFormat.getIntegerInstance();
    System.out.println(nf.format(solution.getPoint()[0]));
    System.out.println(nf.format(solution.getPoint()[1]));
    System.out.println(nf.format(solution.getValue()));
    

    Console:

    333
    1
    8,332
    

    Addendum: This approach assumes that the simplex algorithm is applied using real numbers and the result(s) rounded to integer. The package containing SimplexSolver, org.apache.commons.math.optimization.linear, offers no other implementation. As an alternative, consider a different approach or Maxtrix<Rational>, available in JScience.

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