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177 lines
6.4 KiB
C++
177 lines
6.4 KiB
C++
#include <iostream>
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#include <cmath>
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#include <cstdlib>
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#include <cassert>
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#include <functional>
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#include <map>
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/*!
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* @file
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* @brief Implementation of the Composite Simpson Rule for the approximation
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*
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* @details The following is an implementation of the Composite Simpson Rule for the approximation of
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* definite integrals. More info -> wiki: https://en.wikipedia.org/wiki/Simpson%27s_rule#Composite_Simpson's_rule
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*
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* The idea is to split the interval in an EVEN number N of intervals and use as interpolation points the xi
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* for which it applies that xi = x0 + i*h, where h is a step defined as h = (b-a)/N where a and b are the
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* first and last points of the interval of the integration [a, b].
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*
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* We create a table of the xi and their corresponding f(xi) values and we evaluate the integral by the formula:
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* I = h/3 * {f(x0) + 4*f(x1) + 2*f(x2) + ... + 2*f(xN-2) + 4*f(xN-1) + f(xN)}
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*
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* That means that the first and last indexed i f(xi) are multiplied by 1,
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* the odd indexed f(xi) by 4 and the even by 2.
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*
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* In this program there are 4 sample test functions f, g, k, l that are evaluated in the same interval.
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*
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* Arguments can be passed as parameters from the command line argv[1] = N, argv[2] = a, argv[3] = b
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*
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* N must be even number and a<b.
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*
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* In the end of the main() i compare the program's result with the one from mathematical software with
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* 2 decimal points margin.
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*
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* Add sample function by replacing one of the f, g, k, l and the assert
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*
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* @author ggkogkou
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*
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*/
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/**
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* @namespace simpson_method
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* @brief Contains the Simpson's method implementation
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*/
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namespace simpson_method{
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/**
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* @fn double evaluate_by_simpson(int N, double h, double a, std::function<double (double)> func)
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* @brief Calculate integral or assert if integral is not a number (Nan)
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* @param N: number of intervals
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* @param h: step
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* @param a: x0
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* @param func: choose the function that will be evaluated
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* @returns the result of the integration
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*/
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double evaluate_by_simpson(int N, double h, double a, std::function<double (double)> func);
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} // simspon_method end
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/**
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* @fn double f(double x)
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* @brief A function f(x) that will be used to test the method
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* @param x The independent variable xi
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* @returns the value of the dependent variable yi = f(xi)
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*/
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double f(double x);
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/**
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* @brief Another test function
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*/
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double g(double x);
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/**
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* @brief Another test function
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*/
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double k(double x);
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/**
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* @brief Another test function
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*/
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double l(double x);
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int main(int argc, char** argv){
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int N = 16; /// Number of intervals to divide the integration interval. MUST BE EVEN
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double a = 1, b = 3; /// Starting and ending point of the integration in the real axis
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double h; /// Step, calculated by a, b and N
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bool used_argv_parameters = false; // If argv parameters are used then the assert must be omitted for the tst cases
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// Get user input (by the command line parameters or the console after displaying messages)
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if(argc == 4){
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N = std::atoi(argv[1]);
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a = (double) std::atof(argv[2]);
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b = (double) std::atof(argv[3]);
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// Check if a<b else abort
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assert(a < b && "a has to be less than b");
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assert(N > 0 && "N has to be > 0");
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if(N<16 || a!=1 || b!=3) used_argv_parameters = true;
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std::cout << "You selected N=" << N << ", a=" << a << ", b=" << b << std::endl;
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}
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else
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std::cout << "Default N=" << N << ", a=" << a << ", b=" << b << std::endl;
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// Find the step
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h = (b-a)/N;
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// Call the functions and find the integral of each function
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double result_f = simpson_method::evaluate_by_simpson(N, h, a, f);
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assert((used_argv_parameters || (result_f >= 4.09 && result_f <= 4.10)) && "The result of f(x) is wrong");
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std::cout << "The result of integral f(x) on interval [" << a << ", " << b << "] is equal to: " << result_f << std::endl;
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double result_g = simpson_method::evaluate_by_simpson(N, h, a, g);
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assert((used_argv_parameters || (result_g >= 0.27 && result_g <= 0.28)) && "The result of g(x) is wrong");
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std::cout << "The result of integral g(x) on interval [" << a << ", " << b << "] is equal to: " << result_g << std::endl;
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double result_k = simpson_method::evaluate_by_simpson(N, h, a, k);
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assert((used_argv_parameters || (result_k >= 9.06 && result_k <= 9.07)) && "The result of k(x) is wrong");
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std::cout << "The result of integral k(x) on interval [" << a << ", " << b << "] is equal to: " << result_k << std::endl;
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double result_l = simpson_method::evaluate_by_simpson(N, h, a, l);
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assert((used_argv_parameters || (result_l >= 7.16 && result_l <= 7.17)) && "The result of l(x) is wrong");
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std::cout << "The result of integral l(x) on interval [" << a << ", " << b << "] is equal to: " << result_l << std::endl;
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return 0;
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}
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double simpson_method::evaluate_by_simpson(int N, double h, double a, std::function<double (double)> func){
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std::map<int, double> data_table; /// Contains the data points. key: i, value: f(xi)
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double xi = a; // Initialize xi to the starting point x0 = a
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// Create the data table
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double temp;
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for(int i=0; i<=N; i++){
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temp = func(xi);
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data_table.insert(std::pair<int ,double>(i, temp)); /// add i and f(xi)
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xi += h; // Get the next point xi for the next iteration
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}
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// Evaluate the integral.
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// Remember: f(x0) + 4*f(x1) + 2*f(x2) + ... + 2*f(xN-2) + 4*f(xN-1) + f(xN)
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double evaluate_integral = 0;
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for(int i=0; i<=N; i++){
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if(i == 0 || i == N) evaluate_integral += data_table.at(i);
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else if(i%2 == 1) evaluate_integral += 4 * data_table.at(i);
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else evaluate_integral += 2 * data_table.at(i);
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}
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// Multiply by the coefficient h/3
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evaluate_integral *= h/3;
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// If the result calculated is nan, then the user has given wrong input interval.
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assert(!std::isnan(evaluate_integral) && "The definite integral can't be evaluated. Check the validity of your input.\n");
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// Else return
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return evaluate_integral;
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}
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/*
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------------ Test sample functions below ----------------------------
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*/
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// Sample function f(x) = sqrt(x) + log(x)
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double f(double x){
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return std::sqrt(x) + std::log(x);
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}
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// Sample function g(x) = e^-x * (4 - x^2)
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double g(double x){
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return std::exp(-x) * (4 - std::pow(x, 2));
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}
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// Sample function k(x) = sqrt(2x^3+3)
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double k(double x){
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return std::sqrt(2*std::pow(x, 3)+3);
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}
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// Sample function l(x) = x+ln(2x+1)
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double l(double x){
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return x + std::log(2*x+1);
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} |