{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 3D example\n", "The procedure for three-dimensional design space identification is exactly the same as in the two-dimensional problem. The only difference is in the dataset and the labels, `vn`, given into `ds.find_DSp(vn)` having three system variables." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Imports\n", "from dside import DSI\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## The problem\n", "The design space identification technique used here is based on point cloud analysis using alpha shapes. The input into the DSI entity is simply a pandas dataframe containing the system variables and the outputs (key performance indicators - KPIs). Here, we consider an example problem where we will be generating our input and outputs using some simple non-linear constraints." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " SV1 SV2 SV3 KPI1 KPI2\n", "0 0.000 0.000 0.000 0.000000 0.000000\n", "1 0.500 0.500 0.500 5.312500 4.843750\n", "2 0.750 0.250 0.250 7.519531 7.490234\n", "3 0.250 0.750 0.750 4.082031 1.708984\n", "4 0.375 0.375 0.625 3.848877 4.032593\n" ] } ], "source": [ "# ----- Generate Inputs ----- #\n", "def Sobol_sequence(lbd, ubd, power_no):\n", " \"\"\"\n", " Create 2^power_no of inputs for sampling based on the lists\n", " of lbd (lower bound) and ubd (upper bound).\n", " \"\"\"\n", " from scipy.stats import qmc\n", " sampler = qmc.Sobol(d = len(lbd), scramble = False)\n", " inputs = sampler.random_base2(m = power_no)\n", " inputs = qmc.scale(inputs, lbd, ubd)\n", " return inputs\n", "\n", "# Preparing example dataset\n", "SV1_bounds = [0, 1]\n", "SV2_bounds = [0, 1]\n", "SV3_bounds = [0, 1]\n", "\n", "lbd = [SV1_bounds[0], SV2_bounds[0], SV3_bounds[0]]\n", "ubd = [SV1_bounds[1], SV2_bounds[1], SV3_bounds[1]]\n", "\n", "# Use Sobol sequence to generate inputs\n", "pwr = 10\n", "inputs = Sobol_sequence(lbd, ubd, pwr)\n", "SV1 = inputs[:, 0]\n", "SV2 = inputs[:, 1]\n", "SV3 = inputs[:, 2]\n", "\n", "# ----- Create Outputs and dataframe ----- #\n", "# Create example KPIs\n", "KPI1 = SV1*10 + 5*SV2**4\n", "KPI2 = SV1*10 - 5*SV2**4 + 2.5*SV3**4\n", "\n", "d = np.array([SV1, SV2, SV3, KPI1, KPI2]).T\n", "l = ['SV1', 'SV2', 'SV3', 'KPI1', 'KPI2']\n", "data = pd.DataFrame(d, columns = l)\n", "print(data.head(5))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So we have created a dataframe containing the system variables: SV1, SV2, & SV3 with the outputs: KPI1 & KPI2. Let's visualize our data by creating some plots." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs = 14\n", "fig = plt.figure(figsize = (8, 3))\n", "ax1 = fig.add_subplot(1, 2, 1, projection = '3d')\n", "s1 = ax1.scatter(SV1, SV2, SV3, c = KPI1, marker = '.')\n", "cbar1 = fig.colorbar(s1, ax = ax1, fraction = 0.03, pad = 0.25)\n", "ax1.view_init(15, 145)\n", "ax1.set_title('KPI1', fontsize = fs + 2, y = 0.95)\n", "ax1.set_xlabel('SV1', fontsize = fs)\n", "ax1.set_ylabel('SV2', fontsize = fs)\n", "ax1.set_zlabel('SV3', fontsize = fs)\n", "ax1.set_xticks([0, 0.5, 1])\n", "ax1.set_yticks([0, 0.5, 1])\n", "ax1.set_zticks([0, 0.5, 1])\n", "\n", "ax2 = fig.add_subplot(1, 2, 2, projection = '3d')\n", "s2 = ax2.scatter(SV1, SV2, SV3, c = KPI2, marker = '.')\n", "cbar2 = fig.colorbar(s2, ax = ax2, fraction = 0.03, pad = 0.25)\n", "ax2.view_init(15, 145)\n", "ax2.set_title('KPI2', fontsize = fs + 2, y = 0.95)\n", "ax2.set_xlabel('SV1', fontsize = fs)\n", "ax2.set_ylabel('SV2', fontsize = fs)\n", "ax2.set_zlabel('SV3', fontsize = fs)\n", "ax2.set_xticks([0, 0.5, 1])\n", "ax2.set_yticks([0, 0.5, 1])\n", "ax2.set_zticks([0, 0.5, 1])\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Design Space Identification\n", "As shown from the plots, we can see clearly that the outputs are non-linear with respect to the system variables. However, the design space identification method used in the package allows for the identification of non-convex hulls using alpha shapes. So let's go ahead and identify our design space by first defining some constraints on the KPIs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.00e-03 maxiter: 50\n", " lb: 1.00e-30 ub: 5.00e+00\n", " maxvp: 0.00e+00 maxvnum: 0.00\n", "____________________________________________________________________________________________\n", " No iter | alpha multiplier | Violation Flag | Number vio inside | Bisection Gap \n", "____________________________________________________________________________________________\n", " 1 | 2.500e+00 | True | 90 | 2.500e+00 \n", " 2 | 1.250e+00 | True | 89 | 1.250e+00 \n", " 3 | 6.250e-01 | True | 11 | 6.250e-01 \n", " 4 | 3.125e-01 | False | 0 | 3.125e-01 \n", " 5 | 4.688e-01 | True | 2 | 1.562e-01 \n", " 6 | 3.906e-01 | True | 1 | 7.812e-02 \n", " 7 | 3.516e-01 | True | 1 | 3.906e-02 \n", " 8 | 3.320e-01 | True | 1 | 1.953e-02 \n", " 9 | 3.223e-01 | False | 0 | 9.766e-03 \n", " 10 | 3.271e-01 | True | 1 | 4.883e-03 \n", " 11 | 3.247e-01 | False | 0 | 2.441e-03 \n", " 12 | 3.259e-01 | True | 1 | 1.221e-03 \n", " 13 | 3.253e-01 | True | 1 | 6.104e-04 \n", " 14 | 3.250e-01 | True | 1 | 3.052e-04 \n", " 15 | 3.249e-01 | False | 0 | 1.526e-04 \n", "____________________________________________________________________________________________\n", "[15] Optimal amul: 3.2486e-01 alpha: 3.239e-01\n", "Tol: 1.000e-03 Bisection Gap: 1.526e-04\n", "vnum: 0 maxvnum: 0.00\n", "========================================== Results =========================================\n", "No. satisfied points : 590\n", "No. violated points : 434\n", "No. violated points inside DSp : 0\n", "No. of regions : 1\n", "No. of simplices : 3297\n", "Size of design space : 4.827e-01\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [SV1, SV2, SV3, KPI1, KPI2, SatFlag]\n", "Index: []\n" ] } ], "source": [ "# Define our system variable labels\n", "vn = ['SV1', 'SV2', 'SV3']\n", "# Define the KPI constraints as a dictionary\n", "# the keys corresponds to the column of the dataframe\n", "constraints = {'KPI1': [0, 20], 'KPI2': [0, 6]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn)\n", "# Plot the design space\n", "ds.plot()\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(30, -120)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the alpha shapes can capture the non-convexity of the design space without any violated points inside the design space. Here, we used a bisection search to find the alpha radius value which gives no violation inside our design space. \n", "\n", "We can check the details of the identified design space by calling `ds.report` and also `ds.send_output()` to output a text file with the details." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Design space size: 0.48273571404089566\n" ] } ], "source": [ "# Print out the size of the identified design space\n", "print('Design space size:', ds.report['space_size'])\n", "\n", "# Output the details about the design space as a .txt file\n", "ds.send_output('example_3D_1')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Further Analysis\n", "We can also use the same dataset with different constraints to identify a different design space. This time, lets print out the alpha radius search iterations by giving some options." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.00e-03 maxiter: 50\n", " lb: 1.00e-30 ub: 5.00e+00\n", " maxvp: 0.00e+00 maxvnum: 0.00\n", "____________________________________________________________________________________________\n", " No iter | alpha multiplier | Violation Flag | Number vio inside | Bisection Gap \n", "____________________________________________________________________________________________\n", " 1 | 2.500e+00 | True | 1 | 2.500e+00 \n", " 2 | 1.250e+00 | False | 0 | 1.250e+00 \n", " 3 | 1.875e+00 | False | 0 | 6.250e-01 \n", " 4 | 2.188e+00 | True | 1 | 3.125e-01 \n", " 5 | 2.031e+00 | True | 1 | 1.562e-01 \n", " 6 | 1.953e+00 | True | 1 | 7.812e-02 \n", " 7 | 1.914e+00 | True | 1 | 3.906e-02 \n", " 8 | 1.895e+00 | False | 0 | 1.953e-02 \n", " 9 | 1.904e+00 | True | 1 | 9.766e-03 \n", " 10 | 1.899e+00 | True | 1 | 4.883e-03 \n", " 11 | 1.897e+00 | True | 1 | 2.441e-03 \n", " 12 | 1.896e+00 | True | 1 | 1.221e-03 \n", " 13 | 1.895e+00 | True | 1 | 6.104e-04 \n", " 14 | 1.895e+00 | True | 1 | 3.052e-04 \n", " 15 | 1.895e+00 | False | 0 | 1.526e-04 \n", "____________________________________________________________________________________________\n", "[15] Optimal amul: 1.8947e+00 alpha: 1.889e+00\n", "Tol: 1.000e-03 Bisection Gap: 1.526e-04\n", "vnum: 0 maxvnum: 0.00\n", "========================================== Results =========================================\n", "No. satisfied points : 617\n", "No. violated points : 407\n", "No. violated points inside DSp : 0\n", "No. of regions : 1\n", "No. of simplices : 3753\n", "Size of design space : 5.437e-01\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [SV1, SV2, SV3, KPI1, KPI2, SatFlag]\n", "Index: []\n" ] } ], "source": [ "# New constraints\n", "constraints = {'KPI1': [0, 8], 'KPI2': [0, 8]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn, opt = {'printF': True})\n", "# Plot the design space\n", "ds.plot()\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(55, -140)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "ax.set_box_aspect(None, zoom = 0.80) # adjust zoom of the plot to fix clipping of labels\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In addition, we can identify acceptable operating regions with respect to any nominal point. Let's assume we have a nominal point of interest at `[0.4, 0.4, 0.5]`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AOR size: 0.16443289909511805\n" ] } ], "source": [ "# The find_AOR function plots the AOR boundary\n", "# therefore if we call ds.find_AOR() after ds.plot()\n", "# the boudary will be drawn over the design space plot.\n", "x = [0.4, 0.4, 0.5]\n", "ds.plot()\n", "ds.find_AOR(x)\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(55, -140)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "ax.set_box_aspect(None, zoom = 0.80) # adjust zoom of the plot to fix clipping of labels\n", "plt.show()\n", "\n", "# Call ds.all_x[str(x)] to access the details on the AOR\n", "print('AOR size:', ds.all_x[str(x)]['space_size'])\n", "\n", "# When we call ds.send_output() the details of any identified\n", "# AOR will also be outputted in the text file.\n", "ds.send_output('example_3D_2')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As shown, we can identify acceptable operating regions with respect to any nominal points. This allows for the quantification of acceptable ranges with respect to the nominal point. In other words, we can obtain +- value of the system variable axes where operation is guaranteed to still be inside of the design space." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.9 ('env')", "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": "3.10.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "f97846fb61c50dd60f2e72d1c5999fbf63d4268113ccf00e52371827c98df6d2" } } }, "nbformat": 4, "nbformat_minor": 2 }