{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Composite corrected Trapezoid rule" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# n = number of intervals\n", "# There are n+1 points\n", "def trapz(a,b,n,f,df):\n", " h = (b-a)/n\n", " x = np.linspace(a,b,n+1)\n", " y = f(x)\n", " res = np.sum(y[1:n]) + 0.5*(y[0] + y[n])\n", " return h*res, h*res - (h**2/12)*(df(b) - df(a))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example\n", "$$\n", "f(x) = \\exp(x)\\cos(x), \\qquad x \\in [0,\\pi]\n", "$$\n", "The exact integral is $-\\frac{1}{2}(1+\\exp(\\pi))$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 4 -1.26567653098185e+00 0.00000 -2.47437900765224e-02 0.00000\n", " 8 -3.11816113365945e-01 4.05905 -1.58292813961225e-03 15.63166\n", " 16 -7.76577835071954e-02 4.01526 -9.94872006128134e-05 15.91087\n", " 32 -1.93958006245669e-02 4.00385 -6.22654792081789e-06 15.97791\n", " 64 -4.84778281250620e-03 4.00096 -3.89293344227326e-07 15.99449\n", " 128 -1.21187271271594e-03 4.00024 -2.43329250082525e-08 15.99863\n", " 256 -3.02963615787633e-04 4.00006 -1.52084034255040e-09 15.99966\n", " 512 -7.57406187865683e-05 4.00002 -9.50493017626286e-11 16.00054\n", " 1024 -1.89351368735657e-05 4.00000 -5.94013727095444e-12 16.00120\n", " 2048 -4.73378310594796e-06 4.00000 -3.73034936274053e-13 15.92381\n" ] } ], "source": [ "f = lambda x: np.exp(x)*np.cos(x)\n", "df = lambda x: np.exp(x)*(np.cos(x) - np.sin(x))\n", "qe = -0.5*(1.0 + np.exp(np.pi)) # Exact integral\n", "\n", "n,N = 4,10\n", "e1,e2 = np.zeros(N),np.zeros(N)\n", "for i in range(N):\n", " e1[i],e2[i] = trapz(0.0,np.pi,n,f,df) - qe\n", " if i > 0:\n", " print('%6d %24.14e %10.5f %24.14e %10.5f'%(n,e1[i],e1[i-1]/e1[i],e2[i],e2[i-1]/e2[i]))\n", " else:\n", " print('%6d %24.14e %10.5f %24.14e %10.5f'%(n,e1[i],0,e2[i],0))\n", " n = 2*n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }