CoFFe_Electrolyzer
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Electrolyzer case"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a tutorial for using the datasets we offer. This dataset is from Ansys simulations of electrolyzer. The dataset is made of 1603 training cases and 283 test cases in different conditions.\n",
"\n",
"The dataset is composed by 3 parts:\n",
"- U: operation conditions in different cases; #(n_cases, n_conditions)\n",
"- Y: grid points of the 2D mesh; #(n_cases, n_points, 2)\n",
"- G: field value in different cases; #(n_cases, n_points, n_fields)\n",
"\n",
"To load the data please use the following code:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The shape of U_train is torch.Size([1603, 9])\n",
"The shape of U_test is torch.Size([283, 9])\n",
"The shape of Y_train is torch.Size([1603, 2500, 2])\n",
"The shape of Y_test is torch.Size([283, 2500, 2])\n",
"The shape of G_train is torch.Size([1603, 2500, 4])\n",
"The shape of G_test is torch.Size([283, 2500, 4])\n"
]
}
],
"source": [
"import numpy as np\n",
"import os\n",
"import pickle\n",
"import torch\n",
"\n",
"with open(os.path.join('SPLIT_2', 'Cathode', f'data_split.pic'), 'rb') as fp:\n",
" data_split = pickle.load(fp)\n",
" U_train = data_split.U_train\n",
" Y_train = data_split.Y_train\n",
" G_train = data_split.G_train\n",
" \n",
" U_test = data_split.U_test\n",
" Y_test = data_split.Y_test\n",
" G_test = data_split.G_test\n",
" \n",
"field_names = ['vof', 'j', 'vel_p1', 'vel_p2']\n",
"\n",
"print('The shape of U_train is ', U_train.shape)\n",
"print('The shape of U_test is ', U_test.shape)\n",
"print('The shape of Y_train is ', Y_train.shape)\n",
"print('The shape of Y_test is ', Y_test.shape)\n",
"print('The shape of G_train is ', G_train.shape)\n",
"print('The shape of G_test is ', G_test.shape)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The operation conditions are:\n",
"'current_density', 'electrolyte_flow_velocity', 'working_temperature', 'operating_pressure', 'thickness_cathode_electrode', 'thickness_anode_electrode', 'thickness_separator', 'width_electrolyzer', 'height_electrolyzer'\n",
"\n",
"For each simulation they are in the column of U:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" current_density electrolyte_flow_velocity working_temperature \\\n",
"Case \n",
"Case 0 tensor(0.1383) tensor(0.7191) tensor(0.2479) \n",
"Case 1 tensor(0.0510) tensor(0.0221) tensor(0.3198) \n",
"Case 2 tensor(0.1742) tensor(0.0472) tensor(0.5928) \n",
"Case 3 tensor(0.6728) tensor(0.1554) tensor(0.1843) \n",
"Case 4 tensor(0.8028) tensor(0.0626) tensor(0.4072) \n",
"Case 5 tensor(0.9901) tensor(0.1962) tensor(0.5059) \n",
"Case 6 tensor(0.8907) tensor(0.3070) tensor(0.9715) \n",
"Case 7 tensor(0.1517) tensor(0.3833) tensor(0.5219) \n",
"Case 8 tensor(0.1278) tensor(0.2936) tensor(0.3560) \n",
"\n",
" operating_pressure thickness_cathode_electrode \\\n",
"Case \n",
"Case 0 tensor(0.0155) tensor(0.9200) \n",
"Case 1 tensor(0.9483) tensor(0.9914) \n",
"Case 2 tensor(0.0855) tensor(0.9986) \n",
"Case 3 tensor(0.3969) tensor(0.1161) \n",
"Case 4 tensor(0.8748) tensor(0.1160) \n",
"Case 5 tensor(0.4446) tensor(0.4322) \n",
"Case 6 tensor(0.5406) tensor(0.6838) \n",
"Case 7 tensor(0.8862) tensor(0.3965) \n",
"Case 8 tensor(0.3682) tensor(0.8187) \n",
"\n",
" thickness_anode_electrode thickness_separator width_electrolyzer \\\n",
"Case \n",
"Case 0 tensor(0.8046) tensor(0.2886) tensor(0.9159) \n",
"Case 1 tensor(0.4783) tensor(0.4214) tensor(0.0978) \n",
"Case 2 tensor(0.4714) tensor(0.7783) tensor(0.1339) \n",
"Case 3 tensor(0.0375) tensor(0.5613) tensor(0.4204) \n",
"Case 4 tensor(0.6439) tensor(0.1289) tensor(0.5549) \n",
"Case 5 tensor(0.7162) tensor(0.5142) tensor(0.9247) \n",
"Case 6 tensor(0.0064) tensor(0.3011) tensor(0.3451) \n",
"Case 7 tensor(0.9172) tensor(0.8326) tensor(0.4846) \n",
"Case 8 tensor(0.7171) tensor(0.8775) tensor(0.1638) \n",
"\n",
" height_electrolyzer \n",
"Case \n",
"Case 0 tensor(0.0019) \n",
"Case 1 tensor(0.1662) \n",
"Case 2 tensor(0.7993) \n",
"Case 3 tensor(0.5500) \n",
"Case 4 tensor(0.6985) \n",
"Case 5 tensor(0.7369) \n",
"Case 6 tensor(0.6501) \n",
"Case 7 tensor(0.9147) \n",
"Case 8 tensor(0.4264) \n"
]
}
],
"source": [
"import pandas as pd\n",
"df = pd.DataFrame(U_test, columns=['current_density', 'electrolyte_flow_velocity', 'working_temperature', 'operating_pressure', 'thickness_cathode_electrode', 'thickness_anode_electrode', 'thickness_separator', 'width_electrolyzer', 'height_electrolyzer'])\n",
"df.insert(0, 'Case', [f'Case {i}' for i in range(len(df))])\n",
"df.set_index('Case', inplace=True)\n",
"print(df.head(9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The field considered are:\n",
"'Iye velocity','Current density','Gas fraction' and 'Bubble velocity'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EXAMPLE"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is the visualization of different fields (Take training fields as examples)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1080x720 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import griddata\n",
"\n",
"G = G_train.cpu().numpy() # (n_case, n_points, n_fields)\n",
"Y = Y_train.cpu().numpy() # (n_case, n_points, 2)\n",
"\n",
"\n",
"field_names = ['Iye velocity', 'Current density', 'Gas fraction', 'Bubble velocity']\n",
"\n",
"\n",
"case_index = 0 \n",
"G_case = G[case_index] \n",
"Y_case = Y[case_index] \n",
"\n",
"\n",
"x = Y_case[:, 0]\n",
"y = Y_case[:, 1]\n",
"\n",
"\n",
"grid_x, grid_y = np.mgrid[min(x):max(x):100j, min(y):max(y):100j]\n",
"\n",
"plt.figure(figsize=(15, 10))\n",
"\n",
"\n",
"for i, field_name in enumerate(field_names):\n",
"\n",
" z = G_case[:, i]\n",
" \n",
" grid_z = griddata((x, y), z, (grid_x, grid_y), method='cubic')\n",
" \n",
" plt.subplot(2, 2, i+1)\n",
" plt.imshow(grid_z.T, extent=(min(x), max(x), min(y), max(y)), origin='lower',cmap= 'Spectral')\n",
" plt.colorbar(label=field_name)\n",
" plt.title(field_name)\n",
" plt.xlabel(\"X coordinate\")\n",
" plt.ylabel(\"Y coordinate\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}