no.uib.cipr.matrix.sparse.BiCG Maven / Gradle / Ivy

Go to download

Show more of this group Show more artifacts with this name
Show all versions of mtj Show documentation

A comprehensive collection of matrix data structures, linear solvers, least squares methods, eigenvalue, and singular value decompositions.

There is a newer version: 1.0.4

Show newest version

/*
 * Copyright (C) 2003-2006 Bjørn-Ove Heimsund
 * 
 * This file is part of MTJ.
 * 
 * This library is free software; you can redistribute it and/or modify it
 * under the terms of the GNU Lesser General Public License as published by the
 * Free Software Foundation; either version 2.1 of the License, or (at your
 * option) any later version.
 * 
 * This library 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 Lesser General Public License
 * for more details.
 * 
 * You should have received a copy of the GNU Lesser General Public License
 * along with this library; if not, write to the Free Software Foundation,
 * Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
 */
/*
 * Derived from public domain software at http://www.netlib.org/templates
 */

package no.uib.cipr.matrix.sparse;

import no.uib.cipr.matrix.Matrix;
import no.uib.cipr.matrix.NotConvergedException;
import no.uib.cipr.matrix.Vector;

/**
 * BiCG solver. BiCG solves the unsymmetric linear system Ax = b
 * using the Preconditioned BiConjugate Gradient method.
 * 
 * @author Templates
 */
public class BiCG extends AbstractIterativeSolver {

    /**
     * Vectors for use in the iterative solution process
     */
    private Vector z, p, q, r, ztilde, ptilde, qtilde, rtilde;

    /**
     * Constructor for BiCG. Uses the given vector as template for creating
     * scratch vectors. Typically, the solution or the right hand side vector
     * can be passed, and the template is not modified
     * 
     * @param template
     *            Vector to use as template for the work vectors needed in the
     *            solution process
     */
    public BiCG(Vector template) {
        z = template.copy();
        p = template.copy();
        q = template.copy();
        r = template.copy();
        ztilde = template.copy();
        ptilde = template.copy();
        qtilde = template.copy();
        rtilde = template.copy();
    }

    public Vector solve(Matrix A, Vector b, Vector x)
            throws IterativeSolverNotConvergedException {
        checkSizes(A, b, x);

        double rho_1 = 1, rho_2 = 1, alpha = 1, beta = 1;

        A.multAdd(-1, x, r.set(b));
        rtilde.set(r);

        for (iter.setFirst(); !iter.converged(r, x); iter.next()) {
            M.apply(r, z);
            M.transApply(rtilde, ztilde);
            rho_1 = z.dot(rtilde);

            if (rho_1 == 0.)
                throw new IterativeSolverNotConvergedException(
                        NotConvergedException.Reason.Breakdown, "rho", iter);

            if (iter.isFirst()) {
                p.set(z);
                ptilde.set(ztilde);
            } else {
                beta = rho_1 / rho_2;
                p.scale(beta).add(z);
                ptilde.scale(beta).add(ztilde);
            }

            A.mult(p, q);
            A.transMult(ptilde, qtilde);

            alpha = rho_1 / ptilde.dot(q);
            x.add(alpha, p);
            r.add(-alpha, q);
            rtilde.add(-alpha, qtilde);

            rho_2 = rho_1;
        }

        return x;
    }

}