eu.crisis_economics.abm.markets.clearing.heterogeneous.BoundedQuadraticEstimationClearingAlgorithm.java Source code

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Here is the source code for eu.crisis_economics.abm.markets.clearing.heterogeneous.BoundedQuadraticEstimationClearingAlgorithm.java

Source

/*
 * This file is part of CRISIS, an economics simulator.
 * 
 * Copyright (C) 2015 John Kieran Phillips
 *
 * CRISIS is free software: you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation, either version 3 of the License, or
 * (at your option) any later version.
 *
 * CRISIS is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 *
 * You should have received a copy of the GNU General Public License
 * along with CRISIS.  If not, see <http://www.gnu.org/licenses/>.
 */
package eu.crisis_economics.abm.markets.clearing.heterogeneous;

import org.apache.commons.math3.linear.ArrayRealVector;
import org.apache.commons.math3.linear.RealVector;
import org.apache.commons.math3.optim.InitialGuess;
import org.apache.commons.math3.optim.MaxEval;
import org.apache.commons.math3.optim.PointValuePair;
import org.apache.commons.math3.optim.SimpleBounds;
import org.apache.commons.math3.optim.nonlinear.scalar.GoalType;
import org.apache.commons.math3.optim.nonlinear.scalar.ObjectiveFunction;
import org.apache.commons.math3.optim.nonlinear.scalar.noderiv.BOBYQAOptimizer;

import com.google.common.base.Preconditions;

import eu.crisis_economics.utilities.ArrayUtil;

final class BoundedQuadraticEstimationClearingAlgorithm extends NumericalDerivativeClearingAlgorithm {

    private final int maximumEvaluations;

    public BoundedQuadraticEstimationClearingAlgorithm( // Immutable
            final int maximumIterations, final int maximumEvaluations, final double absErrorTarget,
            final double relErrorTarget) {
        this.maximumEvaluations = maximumEvaluations;
    }

    @Override
    public double applyToNetwork(final MixedClearingNetwork network) {
        Preconditions.checkNotNull(network);
        final int dimension = network.getNumberOfEdges();

        final ResidualCostFunction aggregateCostFunction = super.getResidualScalarCostFunction(network);
        final RealVector start = new ArrayRealVector(network.getNumberOfEdges());
        start.set(1.0); // Initial rate guess.

        final BOBYQAOptimizer optimizer = new BOBYQAOptimizer(2 * dimension + 1, 1.2, 1.e-8);
        final PointValuePair result = optimizer.optimize(new MaxEval(maximumEvaluations),
                new ObjectiveFunction(aggregateCostFunction), GoalType.MINIMIZE,
                new SimpleBounds(new double[dimension], ArrayUtil.ones(dimension)),
                new InitialGuess(start.toArray()));

        final double residualCost = result.getValue();
        System.out.println("Network cleared: residual cost: " + residualCost + ".");

        return residualCost;
    }

    /**
      * @return The maximum number of network cost evaluations.
      */
    public int getMaximumEvaluations() {
        return maximumEvaluations;
    }

    /*
     * Returns a brief description of this object. The exact details of the
     * string are subject to change, and as such should not be regarded as fixed.
     */
    @Override
    public String toString() {
        return "Powell Quadratic Estimation Clearing Algorithm.";
    }
}