Task: Numerical integration_Gauss-Legendre Quadrature


C++: #include <iostream>
#include <iomanip>
#include <cmath>

namespace Rosetta {

    
    template <int N>
    class GaussLegendreQuadrature {
    public:
        enum {eDEGREE = N};

        
        template <typename Function>
        double integrate(double a, double b, Function f) {
            double p = (b - a) / 2;
            double q = (b + a) / 2;
            const LegendrePolynomial& legpoly = s_LegendrePolynomial;

            double sum = 0;
            for (int i = 1; i <= eDEGREE; ++i) {
                sum += legpoly.weight(i) * f(p * legpoly.root(i) + q);
            }
        
            return p * sum;
        }

        
        void print_roots_and_weights(std::ostream& out) const {
            const LegendrePolynomial& legpoly = s_LegendrePolynomial;
            out << "Roots:  ";
            for (int i = 0; i <= eDEGREE; ++i) {
                out << ' ' << legpoly.root(i);
            }
            out << std::endl;
            out << "Weights:";
            for (int i = 0; i <= eDEGREE; ++i) {
                out << ' ' << legpoly.weight(i);
            }
            out << std::endl;
        }
    private:
        
        class LegendrePolynomial {
        public:
            LegendrePolynomial () {
                
                for (int i = 0; i <= eDEGREE; ++i) {
                    double dr = 1;

                    
                    Evaluation eval(cos(M_PI * (i - 0.25) / (eDEGREE + 0.5)));
                    do {
                        dr = eval.v() / eval.d();
                        eval.evaluate(eval.x() - dr);
                    } while (fabs (dr) > 2e-16);

                    this->_r[i] = eval.x();
                    this->_w[i] = 2 / ((1 - eval.x() * eval.x()) * eval.d() * eval.d());
                }
            }

            double root(int i) const { return this->_r[i]; }
            double weight(int i) const { return this->_w[i]; }
        private:
            double _r[eDEGREE + 1];
            double _w[eDEGREE + 1];

            
            class Evaluation {
            public:
                explicit Evaluation (double x) : _x(x), _v(1), _d(0) {
                    this->evaluate(x);
                }

                void evaluate(double x) {
                    this->_x = x;

                    double vsub1 = x;
                    double vsub2 = 1;
                    double f     = 1 / (x * x - 1);
                
                    for (int i = 2; i <= eDEGREE; ++i) {
                        this->_v = ((2 * i - 1) * x * vsub1 - (i - 1) * vsub2) / i;
                        this->_d = i * f * (x * this->_v - vsub1);

                        vsub2 = vsub1;
                        vsub1 = this->_v;
                    }
                }

                double v() const { return this->_v; }
                double d() const { return this->_d; }
                double x() const { return this->_x; }

            private:
                double _x;
                double _v;
                double _d;
            };
        };

        
        static LegendrePolynomial s_LegendrePolynomial;
    };

    template <int N>
    typename GaussLegendreQuadrature<N>::LegendrePolynomial GaussLegendreQuadrature<N>::s_LegendrePolynomial;
}


double RosettaExp(double x) {
    return exp(x);
}

int main() {
    Rosetta::GaussLegendreQuadrature<5> gl5;
    
    std::cout << std::setprecision(10);

    gl5.print_roots_and_weights(std::cout);
    std::cout << "Integrating Exp(X) over [-3, 3]: " << gl5.integrate(-3., 3., RosettaExp) << std::endl;
    std::cout << "Actual value:                    " << RosettaExp(3) - RosettaExp(-3) << std::endl; 
}




Java: import static java.lang.Math.*;
import java.util.function.Function;

public class Test {
    final static int N = 5;

    static double[] lroots = new double[N];
    static double[] weight = new double[N];
    static double[][] lcoef = new double[N + 1][N + 1];

    static void legeCoef() {
        lcoef[0][0] = lcoef[1][1] = 1;

        for (int n = 2; n <= N; n++) {

            lcoef[n][0] = -(n - 1) * lcoef[n - 2][0] / n;

            for (int i = 1; i <= n; i++) {
                lcoef[n][i] = ((2 * n - 1) * lcoef[n - 1][i - 1]
                        - (n - 1) * lcoef[n - 2][i]) / n;
            }
        }
    }

    static double legeEval(int n, double x) {
        double s = lcoef[n][n];
        for (int i = n; i > 0; i--)
            s = s * x + lcoef[n][i - 1];
        return s;
    }

    static double legeDiff(int n, double x) {
        return n * (x * legeEval(n, x) - legeEval(n - 1, x)) / (x * x - 1);
    }

    static void legeRoots() {
        double x, x1;
        for (int i = 1; i <= N; i++) {
            x = cos(PI * (i - 0.25) / (N + 0.5));
            do {
                x1 = x;
                x -= legeEval(N, x) / legeDiff(N, x);
            } while (x != x1);

            lroots[i - 1] = x;

            x1 = legeDiff(N, x);
            weight[i - 1] = 2 / ((1 - x * x) * x1 * x1);
        }
    }

    static double legeInte(Function<Double, Double> f, double a, double b) {
        double c1 = (b - a) / 2, c2 = (b + a) / 2, sum = 0;
        for (int i = 0; i < N; i++)
            sum += weight[i] * f.apply(c1 * lroots[i] + c2);
        return c1 * sum;
    }

    public static void main(String[] args) {
        legeCoef();
        legeRoots();

        System.out.print("Roots: ");
        for (int i = 0; i < N; i++)
            System.out.printf(" %f", lroots[i]);

        System.out.print("\nWeight:");
        for (int i = 0; i < N; i++)
            System.out.printf(" %f", weight[i]);

        System.out.printf("%nintegrating Exp(x) over [-3, 3]:%n\t%10.8f,%n"
                + "compared to actual%n\t%10.8f%n",
                legeInte(x -> exp(x), -3, 3), exp(3) - exp(-3));
    }
}