{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Engy-5310: Computational Continuum Transport Phenomena Fall 2021 UMass Lowell; Prof. V. F. de Almeida **05Oct21**\n", "\n", "# Homework 03 (05Oct21)\n", "\n", "$ \n", " \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n", " \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n", " \\newcommand{\\Mmtrx}{\\boldsymbol{\\mathsf{M}}}\n", " \\newcommand{\\Imtrx}{\\boldsymbol{\\mathsf{I}}}\n", " \\newcommand{\\Pmtrx}{\\boldsymbol{\\mathsf{P}}}\n", " \\newcommand{\\Lmtrx}{\\boldsymbol{\\mathsf{L}}}\n", " \\newcommand{\\Umtrx}{\\boldsymbol{\\mathsf{U}}}\n", " \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n", " \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n", " \\newcommand{\\avec}{\\boldsymbol{\\mathsf{a}}}\n", " \\newcommand{\\bvec}{\\boldsymbol{\\mathsf{b}}}\n", " \\newcommand{\\cvec}{\\boldsymbol{\\mathsf{c}}}\n", " \\newcommand{\\rvec}{\\boldsymbol{\\mathsf{r}}}\n", " \\newcommand{\\fvec}{\\boldsymbol{\\mathsf{f}}}\n", " \\newcommand{\\mvec}{\\boldsymbol{\\mathsf{m}}}\n", " \\newcommand{\\gvec}{\\boldsymbol{\\mathsf{g}}}\n", " \\newcommand{\\zerovec}{\\boldsymbol{\\mathsf{0}}}\n", " \\newcommand{\\norm}[1]{\\bigl\\lVert{#1}\\bigr\\rVert}\n", " \\newcommand{\\transpose}[1]{{#1}^\\top}\n", " \\DeclareMathOperator{\\rank}{rank}\n", " \\newcommand{\\Reals}{\\mathbb{R}}\n", " \\newcommand{\\thetavec}{\\boldsymbol{\\theta}}\n", "$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Name: `your name`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rubric for each assignment: \n", "\n", "| Context | Points |\n", "| ----------------------- | ------- |\n", "| Precision of the answer | 80% |\n", "| Answer Markdown readability | 10% |\n", "| Code readability | 10% |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Guidance:\n", "\n", "+ \n", " Save your work frequently to a file locally to your computer.\n", " \n", "+ \n", " During your work and before submitting the final version do: Kernel -> Restart & Run All, to verify your notebook runs correctly.\n", " \n", "+ \n", " Save your file again.\n", " \n", "+ \n", " Upload the notebook file in the Blackboard submission portal as: \n", " \n", " \n", " **lastname-firstname-labwork-xx.ipynb**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Table of Assignments\n", "* [Assignment 1 (30 pts)](#a1) Function approximation with constrained end-points.\n", " - [1.1)](#a11)(5 pts) Generate the target function.\n", " - [1.2)](#a12)(10 pts) Compute parameters for a given error level.\n", " - [1.3)](#a13)(15 pts) Using the same basis functions, approximate the target function continuously ($m\\rightarrow\\infty$) and constrain the end points.\n", "* [Assignment 2 (65 pts)](#a2) Function approximation with constrained end-point derivatives.\n", " - [2.1)](#a21)(35 pts) Constrained Fourier basis function approximation.\n", " - [2.2)](#a22)(30 pts) Demonstrate why the approximation results for the end point derivatives can't be improved.\n", "* [Assignment 3 (5 pts)](#a3) .\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Assignment 1 (30 pts)](#toa)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [1.1)](#toa)(5 pts) Generate the following piecewise linear function on these shape points:\n", "
\n", "\n", " $\\{(-8,1),(-6,10),(-5,-7),(0,-5),(1,9),(2,-8),(3,28),(5,-23),(7,12),(9,1),(10,10),(12,15),(14,18),(15,10)\\}$.\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Generate the target function f'''\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [1.2)](#toa)(10 pts) Compute \"the best\" approximant function $g$ using Wavelet basis functions with adequate parameters to approximate $f$ with a relative $L_2$ norm below 30% error; use a continuous approximation equivalent to an infinite number of collocation points ($m\\rightarrow\\infty$). Report the number of packets, modes, and other parameters used, show a comparison plot, compute the $L_2$ norm relative error. Explain why the end points of the approximation do not match the given data.\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Build the basis functions'''\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Plot comparison of f and g_best_vec'''\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "||f||_L2 = 49.50757504512813\n", "\n", "||g||_L2 = 47.542489771475196\n", "\n", "||f-g||_L2 = 13.829895030557248\n", "\n", "Relative error [%] = 27.934906967167645\n" ] } ], "source": [ "'''L2 norm error'''\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Explanation:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [1.3)](#toa)(15 pts) Constrain the end points of the approximation in 1.2) and compute the relative error. Show in a plot a comparison of the constrained and unconstrained results. Explain the method to constrain the end points and whether the method was effective in this case.\n", "" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Plot comparison of f and g_best_vec with constrained end points'''\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "||f||_L2 = 49.50757504512813\n", "\n", "||g||_L2 = 47.33222868382351\n", "\n", "||f-g||_L2 = 13.985082393854283\n", "\n", "Relative error [%] = 28.24836882256164\n" ] } ], "source": [ "'''L2 norm error'''\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Code for comparison of methods'''\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Explanation:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Assignment 2 (65 pts)](#toa)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [2.1)](#toa)(35 pts) Approximate the piecewise linear function of 1.1) using Fourier Basis functions using 8 modes so that both the end points and the derivative at the end points are constrained by the corresponding values of the target function. Compute the relative error. Explain the method you developed and your results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Build the basis functions list'''\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "'''Plot comparison of f and g_best_vec with constrained values and derivative at end points'''\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "||f||_L2 = 49.50757504512813\n", "\n", "||g||_L2 = 47.070537224432805\n", "\n", "||f-g||_L2 = 13.682389998914829\n", "\n", "Relative error [%] = 27.636962599042235\n" ] } ], "source": [ "'''L2 norm error'''\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Explanation:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [2.2)](#toa)(30 pts) Show numerically why the derivative at the end points cannot match the target function derivatives. Explain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Explanation:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [Assignment 3 (5 pts)](#toa)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Describe the most unclear point in the content presented so far. Then, make an effort to clarify the point on your own." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Answer:**" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.6" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 2 }