package edu.northwestern.at.utils.math.rootfinders; /* Please see the license information at the end of this file. */ import edu.northwestern.at.utils.math.*; /** Find roots of equations using Bisection. * * <p> * The Method of Bisection is a root-finding method which requires an * initial interval [x0,x1] bracketing a root and that the function be * continuous in that interval. * </p> * * <p> * An updated estimate of the root value is computed by * using the midpoint of the two previous values. Depending * upon the sign of the function at the interval midpoint, * the midpoint replaces either the lower interval value * (if f(midpoint) < 0) or the upper interval value * (if f(midpoint) > 0). This bisection process halves the * search interval on each iteration * </p> * * <p> * If the function whose root is being sought has a derivative * at each point in the interval, the Method of Secants or * Brent's Method is a better choice. * </p> */ public class Bisection implements MonadicFunctionRootFinder { /** Find root using the Method of Bisection. * * @param x0 First approximation to root value. * @param x1 Second approximation to root value. * @param tol Desired accuracy for root value. * @param maxIter Maximum number of iterations. * @param function Class implementing MonadicFunction * interface to provide function values. * @param convergenceTest RootFinderConvergenceTest which * tests for convergence of the root-finding * process. * @param iterationInformation Class implementing * RootFinderIterationInformation * for retrieving information about * each iteration of root finding * process. Set to null if you don't * want this information. * * @return Approximation to root of function. * * @throws IllegalArgumentException * if [x0,x1] cannot be expanded * to bracket a root or function * is null. * * <p> * This implementation always starts by attempting to expand the root * bracketing interval to enclose a root. * </p> */ public static double bisection ( double x0 , double x1 , double tol , int maxIter , MonadicFunction function , RootFinderConvergenceTest convergenceTest , RootFinderIterationInformation iterationInformation ) throws IllegalArgumentException { /* Calculated value of x at each iteration. */ double x; /* Function value at x0 . */ double f0; /* Function value at x1 . */ double f1; /* Function value at calculated value of x . */ double fx; /* Ratio of function values at two successive approximants. */ double r; /* Root, if within desired tolerance. */ double root; // Make sure function is not null. if ( function == null ) { throw new IllegalArgumentException( "Function cannot be null" ); } // Set initial function values. f0 = function.f( x0 ); f1 = function.f( x1 ); // Test if there is a root in the // provided interval. // For this to be true, the function values // at the left and right end of the interval // must have different signs. If the signs // are the same, try expanding the interval // geometrically and see if we can find a // new interval bracketing the root. if ( ( ( f0 > 0.0 ) && ( f1 > 0.0 ) ) || ( ( f0 < 0.0 ) && ( f1 < 0.0 ) ) ) { double[] bracket = new double[]{ x0 , x1 }; if ( !BracketRoot.bracketRoot( bracket, function, maxIter, 1.6 ) ) { // Give up if we can't find a new interval // bracketing a root. throw new IllegalArgumentException( "Cannot expand interval [x0,x1] to contain root." ); } // Use new bracketing interval. else { x0 = bracket[ 0 ]; x1 = bracket[ 1 ]; f0 = function.f( x0 ); f1 = function.f( x1 ); } } // Begin method of secants loop. x = 0.0D; for( int iter = 0; iter < maxIter; iter++ ) { // Compute new approximant at midpoint of // previous two approximants. x = ( x0 + x1 ) / 2.0D; fx = function.f( x ); // Post updated iteration information. if ( iterationInformation != null ) { iterationInformation.iterationInformation( x , fx , Double.NaN , iter ); } // Check if new approximant is accurate enough. if ( convergenceTest.converged( x1 , x0 , fx , tol , tol ) ) break; // Update root estimate if convergence // not yet achieved. if ( ( fx * f0 ) > 0.0D ) { x0 = x; f0 = fx; } else { x1 = x; f1 = fx; } } return x; } /** Find root using the Method of Bisection. * * @param x0 First approximation to root value. * @param x1 Second approximation to root value. * @param tol Desired accuracy for root value. * @param maxIter Maximum number of iterations. * @param function Class implementing MonadicFunction * interface to provide function values. * * @return Approximation to root of function. * * @throws IllegalArgumentException * if [x0,x1] cannot be expanded * to bracket a root or function * is null. * * <p> * This implementation always starts by attempting to expand the root * bracketing interval to enclose a root. * </p> */ public static double bisection ( double x0 , double x1 , double tol , int maxIter , MonadicFunction function ) throws IllegalArgumentException { return bisection( x0 , x1 , tol , maxIter , function , new StandardRootFinderConvergenceTest() , null ); } /** Find root using the Method of Bisection. * * @param x0 First approximation to root value. * @param x1 Second approximation to root value. * @param function Class implementing MonadicFunction * interface to provide function values. * * @return Approximation to root of function. * * @throws IllegalArgumentException * if [x0,x1] cannot be expanded * to bracket a root or function * is null. * * <p> * This implementation always starts by attempting to expand the root * bracketing interval to enclose a root. Up to 250 iterations are * attempted with the convergence tolerance set to Constants.MACHEPS . * </p> */ public static double bisection ( double x0 , double x1 , MonadicFunction function ) throws IllegalArgumentException { return bisection( x0 , x1 , Constants.MACHEPS , 250 , function , new StandardRootFinderConvergenceTest() , null ); } /** Implementation for {@link MonadicFunctionRootFinder} interface. */ public double findRoot ( double x0 , double x1 , double tol , int maxIter , MonadicFunction function , MonadicFunction derivativeFunction , RootFinderConvergenceTest convergenceTest , RootFinderIterationInformation iterationInformation ) throws IllegalArgumentException { return bisection( x0 , x1 , tol , maxIter , function , convergenceTest , iterationInformation ); } /** Constructor if RootFinder interface used. */ public Bisection() { } } /* Copyright (c) 2008, 2009 by Northwestern University. All rights reserved. Developed by: Academic and Research Technologies Northwestern University http://www.it.northwestern.edu/about/departments/at/ Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal with the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimers. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimers in the documentation and/or other materials provided with the distribution. * Neither the names of Academic and Research Technologies, Northwestern University, nor the names of its contributors may be used to endorse or promote products derived from this Software without specific prior written permission. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS WITH THE SOFTWARE. */