package bisection; /* * Benjamin Culkin * 1/16/2018 * CS 479 * Bisection * * Use the bisection method to find bracketed roots of arbitrary real-valued functions. */ import bjc.utils.math.Dual; import bjc.utils.math.DualExpr; import bjc.utils.math.DualExpr.ExprType; /** * Bisect a curve to find bracketed roots of arbitrary real-valued functions. * @author bjculkin * */ public class Bisection { /** * Maximum number of iterations to attempt. */ public static final int MAXITR = 500; /** * Main method. * @param args Unused CLI args. */ public static void main(String[] args) { /* The variable to manipulate in the expressions. */ Dual varX = new Dual(); DualExpr varXExpr = new DualExpr(varX); /* The functions to find the roots of. */ DualExpr dualA = new DualExpr(ExprType.SUBTRACTION, new DualExpr(ExprType.COS, varXExpr), varXExpr); DualExpr dualB; { /* Construct the second function. */ DualExpr tempA = new DualExpr(ExprType.POWER, varXExpr, new DualExpr(new Dual(5))); DualExpr tempB = new DualExpr(ExprType.MULTIPLICATION, new DualExpr(new Dual(3)), new DualExpr(ExprType.POWER, varXExpr, new DualExpr(new Dual(4)))); DualExpr tempC = new DualExpr(ExprType.MULTIPLICATION, new DualExpr(new Dual(4)), new DualExpr(ExprType.POWER, varXExpr, new DualExpr(new Dual(3)))); dualB = new DualExpr(ExprType.ADDITION, new DualExpr(ExprType.SUBTRACTION, tempA, tempB), new DualExpr(ExprType.SUBTRACTION, tempC, new DualExpr(new Dual(1)))); } DualExpr dualC = new DualExpr(ExprType.SUBTRACTION, new DualExpr(ExprType.MULTIPLICATION, varXExpr, varXExpr), new DualExpr(new Dual(3))); /* The approximated roots, using Newton's method. */ double newtonA = newton(dualA, varX, 0, 1, 0.0001); double newtonB = newton(dualB, varX, 0, 1, 0.0001); double newtonC = newton(dualC, varX, 1, 2, 0.0000001); /* Print out the answers + their function. */ System.out.printf("Newton's Method:\n"); System.out.printf("\tx = cos(x) => %.4f\n", newtonA); System.out.printf("\tx^5 - 3x^4 + 4x^2 - 1 => %.4f\n", newtonB); System.out.printf("\tx^2 - 3 => %.7f\n", newtonC); /* The approximated roots, using the secant method. */ double secantA = secant(dualA, varX, 0, 1, 0.0001); double secantB = secant(dualB, varX, 0, 1, 0.0001); double secantC = secant(dualC, varX, 1, 2, 0.0000001); /* Print out the answers + their function. */ System.out.printf("Secant Method:\n"); System.out.printf("\tx = cos(x) => %.4f\n", secantA); System.out.printf("\tx^5 - 3x^4 + 4x^2 - 1 => %.4f\n", secantB); System.out.printf("\tx^2 - 3 => %.7f\n", secantC); } /** * Use Newton's method to find the root of an equation. * * @param func * The function to find a root for. * * @param var * The variable in the function. * * @param lo * The lower bound for the root * * @param hi * The higher bound for the root * * @param tol * The tolerance for the answer * * @return The estimated value for the equation. */ public static double newton(DualExpr func, Dual var, double lo, double hi, double tol) { /* Initial guess for root. */ double newmid = (lo + hi) / 2; for (int i = 0; i < MAXITR; i++) { /* Previous root guess. */ double prevmid = newmid; /* Set the variable properly. */ var.real = newmid; var.dual = 1; /* Evaluate the function and its derivative. */ Dual res = func.evaluate(); /* Use Newton's method to refine our solution. */ newmid = prevmid - (res.real / res.dual); /* Hand back the solution if it's good enough. */ if (Math.abs(newmid - prevmid) < tol) { return newmid; } } System.out.println("Newton's method iteration limit reached."); /* Give back the solution. */ return newmid; } /** * Bisect an arbitrary expression using the secant method. * @param func The expression to bisect. * @param var The variable to manipulate. * @param lo The lower bounding value. * @param hi The higher bounding value. * @param tol The tolerance to find the answer to. * @return The bisected root for the expression, within the specified tolerance. */ public static double secant(DualExpr func, Dual var, double lo, double hi, double tol) { /* Initial guesses for root. */ double guess1 = (lo + hi) / 3; // 1/3 into the range double guess2 = ((lo + hi) / 3) * 2; // 2/3 into the range for (int i = 0; i < MAXITR; i++) { var.real = guess1; var.dual = 1; /* Evaluate the first guess. */ Dual res1 = func.evaluate(); var.real = guess2; var.dual = 1; /* Evaluate the first guess. */ Dual res2 = func.evaluate(); { double top1 = guess1 * res2.real; double top2 = guess2 * res1.real; double top = top1 - top2; double bot = res2.real - res1.real; /* Use the secant method to refine our guesses. */ guess1 = guess2; guess2 = top / bot; } /* Hand back the solution if it's good enough. */ if (Math.abs(guess1 - guess2) < tol) { return guess2; } } System.out.println("Secant method iteration limit reached."); /* Give back the solution. */ return guess2; } }