162 lines
293 KiB
Plaintext
162 lines
293 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# ISYE 6669 Deterministic Optimization \n",
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"# Homework 5\n",
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"# September 3rd, 2020"
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]
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},
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{
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"attachments": {
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"image.png": {
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"a-b) \n",
|
|
"\n",
|
|
"Based on our output of the drawing, we can see that the constraints line up to the following contour plot, which is a hyerplane, that is maximized based on the constraints. I would anticipate that our optimal plot would look something like this where the optimal value would be the \n",
|
|
"\n",
|
|
"upper left: (0,2), middle: (2,0.5) and lower portion of the graph: (2,0)."
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"image-3.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"c) Provided is the result of the cvpxy script, where the optimal value can be found at 9.66"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"c:\\users\\mjpearl\\desktop\\omsa\\isye-6669-oan\\env_isye6669\\lib\\site-packages\\ipykernel\\ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n",
|
|
" and should_run_async(code)\n",
|
|
"c:\\users\\mjpearl\\desktop\\omsa\\isye-6669-oan\\env_isye6669\\lib\\site-packages\\ipykernel_launcher.py:4: PendingDeprecationWarning: the matrix subclass is not the recommended way to represent matrices or deal with linear algebra (see https://docs.scipy.org/doc/numpy/user/numpy-for-matlab-users.html). Please adjust your code to use regular ndarray.\n",
|
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" after removing the cwd from sys.path.\n",
|
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"c:\\users\\mjpearl\\desktop\\omsa\\isye-6669-oan\\env_isye6669\\lib\\site-packages\\cvxpy\\expressions\\expression.py:550: UserWarning: \n",
|
|
"This use of ``*`` has resulted in matrix multiplication.\n",
|
|
"Using ``*`` for matrix multiplication has been deprecated since CVXPY 1.1.\n",
|
|
" Use ``*`` for matrix-scalar and vector-scalar multiplication.\n",
|
|
" Use ``@`` for matrix-matrix and matrix-vector multiplication.\n",
|
|
" Use ``multiply`` for elementwise multiplication.\n",
|
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"\n",
|
|
" warnings.warn(__STAR_MATMUL_WARNING__, UserWarning)\n",
|
|
"c:\\users\\mjpearl\\desktop\\omsa\\isye-6669-oan\\env_isye6669\\lib\\site-packages\\cvxpy\\expressions\\expression.py:550: UserWarning: \n",
|
|
"This use of ``*`` has resulted in matrix multiplication.\n",
|
|
"Using ``*`` for matrix multiplication has been deprecated since CVXPY 1.1.\n",
|
|
" Use ``*`` for matrix-scalar and vector-scalar multiplication.\n",
|
|
" Use ``@`` for matrix-matrix and matrix-vector multiplication.\n",
|
|
" Use ``multiply`` for elementwise multiplication.\n",
|
|
"\n",
|
|
" warnings.warn(__STAR_MATMUL_WARNING__, UserWarning)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"9.666666665944806"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"from cvxpy import *\n",
|
|
"\n",
|
|
"A = np.matrix([[2, 2], [4, 1], [2, 4]])\n",
|
|
"x = Variable(2)\n",
|
|
"c = np.array([4, 3])\n",
|
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"b = np.array([5, 9, 9])\n",
|
|
"\n",
|
|
"LP = Problem(Minimize(c.T * x),\n",
|
|
"[A * x <= b, x >= 0])\n",
|
|
"\n",
|
|
"LP.solve()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"2) See the 2nd constraint because we also need to account for the flow between houses as well, not just from each water source to the house. "
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
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"image-2.png": {
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"3.\n",
|
|
"\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": "3.7.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|