326 lines
7.8 KiB
Plaintext
326 lines
7.8 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "4ec40081b048ce2f34f3f4fedbb0be10",
|
|
"grade": false,
|
|
"grade_id": "cell-98f724ece1aacb67",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"# CDS: Numerical Methods Assignments\n",
|
|
"\n",
|
|
"- See lecture notes and documentation on Brightspace for Python and Jupyter basics. If you are stuck, try to google or get in touch via Discord.\n",
|
|
"\n",
|
|
"- Solutions must be submitted via the Jupyter Hub.\n",
|
|
"\n",
|
|
"- Make sure you fill in any place that says `YOUR CODE HERE` or \"YOUR ANSWER HERE\".\n",
|
|
"\n",
|
|
"## Submission\n",
|
|
"\n",
|
|
"1. Name all team members in the the cell below\n",
|
|
"2. make sure everything runs as expected\n",
|
|
"3. **restart the kernel** (in the menubar, select Kernel$\\rightarrow$Restart)\n",
|
|
"4. **run all cells** (in the menubar, select Cell$\\rightarrow$Run All)\n",
|
|
"5. Check all outputs (Out[\\*]) for errors and **resolve them if necessary**\n",
|
|
"6. submit your solutions **in time (before the deadline)**"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"team_members = \"\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "8d0c880a11cb08c365c8a5a0bc8750c1",
|
|
"grade": false,
|
|
"grade_id": "cell-1b0eaa56e11e9ee9",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"## Polynomial Interpolation\n",
|
|
"\n",
|
|
"In the following you will construct the interpolating polynomial for the pairs $x_k = [2,3,4,5,6]$ and $y_k = [2,5,5,5,6]$ using the \"inversion method\" via the Vandermonde matrix, as discussed in the lecture."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "2feb26161cc0cb2cd68dfcdb824c5034",
|
|
"grade": true,
|
|
"grade_id": "cell-03d68671ffed6d3f",
|
|
"locked": false,
|
|
"points": 0,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Import packages here ...\n",
|
|
"\n",
|
|
"# YOUR CODE HERE\n",
|
|
"raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "8471a9dfca81ede1c2a5a3e96bd9a5b1",
|
|
"grade": false,
|
|
"grade_id": "cell-a043a4a71f63e04c",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"### Task 1\n",
|
|
"\n",
|
|
"Set up the Vandermonde matrix and calculate its determinant using $\\text{numpy.linalg.det()}$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "75732084734cc585054a50eb35a45827",
|
|
"grade": true,
|
|
"grade_id": "cell-5422fc642d5dd1a2",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def GetVDMMatrix(xk):\n",
|
|
" \"\"\"Don't forget to write a docstring ...\n",
|
|
" \"\"\"\n",
|
|
" # YOUR CODE HERE\n",
|
|
" raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "9a83af8015896074e35c9a31957ea086",
|
|
"grade": true,
|
|
"grade_id": "cell-20597ab664ee3afc",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# print the Vandermonde matrix here in an appropriate format and calculate the determinant\n",
|
|
"\n",
|
|
"# YOUR CODE HERE\n",
|
|
"raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "b41de80100548f69650f668d59f707c2",
|
|
"grade": false,
|
|
"grade_id": "cell-05663ca6826fc2c9",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"Check that GetVDMMatrix returns the correct output\"\"\"\n",
|
|
"assert np.allclose( GetVDMMatrix([2.0, 4.0]), [[1.0, 2.0], [1.0, 4.0]] )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "96ebac1440af331d7a371bd30481acad",
|
|
"grade": false,
|
|
"grade_id": "cell-f82a1e148106b1b2",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"### Task 2\n",
|
|
"\n",
|
|
"Write a function that constructs the interpolating polynomial for $\\text{x}$ (a user-defined array of $x$ values) using the Vandermonde matrix from the previous task and $\\text{numpy.linalg.inv()}$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "ecc32ad2047b7640f5aa1468928cd40b",
|
|
"grade": true,
|
|
"grade_id": "cell-2a4f7faec05fc668",
|
|
"locked": false,
|
|
"points": 3,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"def interpVDM(xk, yk, x):\n",
|
|
" # YOUR CODE HERE\n",
|
|
" raise NotImplementedError()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "e55a10a7432f2d237665d21ef40eeeab",
|
|
"grade": false,
|
|
"grade_id": "cell-acca6ad272b2c314",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"Check that interpVDM returns the correct output\"\"\"\n",
|
|
"assert np.allclose( interpVDM([1.0, 3.0], [4.0, 6.0], [2.5]), [5.5] )\n",
|
|
"assert np.allclose( interpVDM([5.0, 14.0], [12.0, -3.0], [6.5]), [9.5] )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"deletable": false,
|
|
"editable": false,
|
|
"nbgrader": {
|
|
"cell_type": "markdown",
|
|
"checksum": "e8bd4c442b5a3c4a460cbfe6dcf7902b",
|
|
"grade": false,
|
|
"grade_id": "cell-fbcb6833bbbfd55b",
|
|
"locked": true,
|
|
"schema_version": 3,
|
|
"solution": false,
|
|
"task": false
|
|
}
|
|
},
|
|
"source": [
|
|
"### Task 3\n",
|
|
"\n",
|
|
"Plot the interpolating polynomial from $x=2$ to $x=6$ using $x$-step-sizes of $0.01$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"deletable": false,
|
|
"nbgrader": {
|
|
"cell_type": "code",
|
|
"checksum": "7611dec42118b986d676adb6f74acce9",
|
|
"grade": true,
|
|
"grade_id": "cell-ee4e03d4534c01b4",
|
|
"locked": false,
|
|
"points": 1,
|
|
"schema_version": 3,
|
|
"solution": true,
|
|
"task": false
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# YOUR CODE HERE\n",
|
|
"raise NotImplementedError()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.8.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|