{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using backend: pytorch\n", "Other supported backends: tensorflow.compat.v1, tensorflow, jax, paddle.\n", "paddle supports more examples now and is recommended.\n" ] } ], "source": [ "import deepxde as dde\n", "from deepxde.backend import torch\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def VGM(psi, theta_r, theta_s, alpha, K_s):\n", " \"\"\"\n", " this function calculates volumetric water content and hydraulic conductivity\n", " from matric potential (psi: negative) given VGM (van-Genuchen and Mualem model) parameters\n", " output: (theta, K)\n", " theta: volumetric water content\n", " K: hydraulic conductivity\n", " By default, alpha, n, and K_s are the parameters to be estiated.\n", " \"\"\"\n", " l = 0.5\n", " n = 10.4\n", "\n", " m = 1 - 1/n\n", " S_e = (1 + (-alpha*psi)**n)**(-m)\n", " theta = S_e * (theta_s - theta_r) + theta_r\n", " K = K_s*S_e**l*(1-(1-S_e**(1/m))**m)**2\n", " return theta, K\n", "# parameter values\n", "alpha = dde.Variable(0.1) #0.79# /cm\n", "K_s = dde.Variable(1.08) #1.08 cm/hour\n", "theta_s = dde.Variable(0.1) #0.25\n", "theta_r = dde.Variable(0.153)\n", "L_star = dde.Variable(10.0) # cm" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "def pde(x,y):\n", " psi = y[:,0:1]\n", " theta = y[:,1:2]\n", " K = y[:,2:3]\n", " theta_t = dde.grad.jacobian(y,x,i=1,j=1)\n", " psi_z = dde.grad.jacobian(y,x,i=0,j=0)\n", " psi_zz = dde.grad.hessian(y,x,component=0,i=0,j=0)\n", " K_z = dde.grad.jacobian(y,x,i=2,j=0)\n", "\n", " residual = theta_t - K_z*psi_z - K*psi_zz - K_z\n", " l = 0.5\n", " n = 10.4\n", "\n", " m = 1 - 1/n\n", " S_e = (1 + (-alpha*psi)**n)**(-m)\n", " vg_theta = S_e * (theta_s - theta_r) + theta_r\n", " vg_k = K_s*S_e**l*(1-(1-S_e**(1/m))**m)**2\n", "\n", " residual_1 = K - vg_k\n", " residual_2 = theta - vg_theta\n", " #print(residual)\n", " return [residual,residual_1,residual_2] " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "class Outputifier:\n", " def __init__(self, f1,f2,f3):\n", " self.f1 = f1\n", " self.f2 = f2\n", " self.f3 = f3\n", "\n", " def __call__(self, x,y):\n", " psi = self.f1(y[:,0:1])\n", " theta = self.f2(y[:,1:2])\n", " K = self.f3(y[:,2:3])\n", "\n", " return torch.hstack((psi,theta,K))\n", "\n", "# Example\n", "out_transform_org = Outputifier(lambda x: -torch.exp(x), torch.sigmoid, torch.exp)\n", "out_transform = Outputifier(lambda x: -torch.abs(x), torch.sigmoid, torch.abs)\n", "\n", "out_transform2 = Outputifier(lambda x: -torch.pow(x,2), torch.sigmoid, torch.exp)\n", "def output_transform(x,y):\n", " psi = -torch.exp(y[:,0:1])\n", " theta = torch.sigmoid(y[:,1:2])\n", " K = torch.exp(y[:,2:3])\n", "\n", " return torch.hstack((psi,theta,K))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, '$\\\\psi$ [m]')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dz=0.1\n", "ProfileDepth=5.0\n", "z=np.arange(dz/2.0,ProfileDepth,dz)\n", "n=z.size\n", "\n", "# Grid in time\n", "t = np.linspace(0,10,101)\n", "\n", "\n", "\n", "\n", "psi = np.load(\"test1112_HSS.npy\")\n", "\n", "\n", "for i in range(0,t.size-1):\n", " #plt.subplot(121)\n", " plt.plot(psi[i,:],z)\n", " #plt.subplot(122)\n", " #plt.plot(theta[i,:],z)\n", "\n", "#pl.subplot(121)\n", "plt.ylabel('Elevation [m]',fontsize=20)\n", "plt.xlabel(r'$\\psi$ [m]',fontsize=20)\n", "#pl.subplot(122)#\n", "#pl.xlabel(r'$\\theta$ [-]',fontsize=20)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Dataset = []\n", "for i,time_step in enumerate(t):\n", " for j,k in enumerate(z):\n", " Dataset.append([k,time_step,psi[i][j]])\n", "\n", "Dataset = np.array(Dataset)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "X_train = Dataset[:,0:2]\n", "U_train = Dataset[:,2:3]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "geom = dde.geometry.Interval(0, 5)\n", "timedomain = dde.geometry.TimeDomain(0, 10)\n", "geomtime = dde.geometry.GeometryXTime(geom, timedomain)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "observe_y = dde.icbc.PointSetBC(X_train, U_train,component=0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "data = dde.data.TimePDE(\n", " geomtime,\n", " pde,\n", " [observe_y],\n", " num_domain=100,\n", " num_boundary=100,\n", " num_initial=100,\n", " anchors=X_train,\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#import itertools\n", "\n", "#combs = itertools.combinations_with_replacement([torch.exp, torch.sigmoid, torch.tanh], 3)\n", "#for c in combs:\n", "# out_transform = Outputifier(lambda x: -torch.exp(x), torch.sigmoid, torch.exp)\n", "\n", "#print(list(combs))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "layer_size = [2] + [128] * 8 + [3]\n", "activation = \"swish\"\n", "initializer = \"Glorot uniform\"\n", "net = dde.nn.FNN(layer_size, activation, initializer)\n", "net.apply_output_transform(out_transform_org)\n", "model = dde.Model(data, net)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling model...\n", "'compile' took 0.000556 s\n", "\n", "Training model...\n", "\n", "Step Train loss Test loss Test metric\n", "0 [7.40e-08, 5.48e-03, 1.61e-01, 8.85e-01] [7.40e-08, 5.48e-03, 1.61e-01, 8.85e-01] [] \n", "1000 [2.16e-03, 3.95e-02, 3.19e-02, 2.30e-01] [2.16e-03, 3.95e-02, 3.19e-02, 2.30e-01] [] \n", "2000 [3.75e-03, 1.63e-02, 3.19e-03, 1.11e-01] [3.75e-03, 1.63e-02, 3.19e-03, 1.11e-01] [] \n", "3000 [8.03e-03, 1.86e-02, 3.83e-03, 7.70e-02] [8.03e-03, 1.86e-02, 3.83e-03, 7.70e-02] [] \n", "4000 [1.13e-02, 1.16e-02, 4.28e-03, 5.02e-02] [1.13e-02, 1.16e-02, 4.28e-03, 5.02e-02] [] \n", "5000 [9.88e-03, 5.78e-03, 3.38e-03, 3.49e-02] [9.88e-03, 5.78e-03, 3.38e-03, 3.49e-02] [] \n", "6000 [7.94e-03, 5.10e-03, 2.49e-03, 2.28e-02] [7.94e-03, 5.10e-03, 2.49e-03, 2.28e-02] [] \n", "7000 [6.21e-03, 4.42e-03, 2.38e-03, 1.83e-02] [6.21e-03, 4.42e-03, 2.38e-03, 1.83e-02] [] \n", "8000 [4.98e-03, 3.88e-03, 2.19e-03, 1.49e-02] [4.98e-03, 3.88e-03, 2.19e-03, 1.49e-02] [] \n", "9000 [3.95e-03, 3.29e-03, 2.07e-03, 1.27e-02] [3.95e-03, 3.29e-03, 2.07e-03, 1.27e-02] [] \n", "10000 [3.29e-03, 2.82e-03, 1.89e-03, 1.12e-02] [3.29e-03, 2.82e-03, 1.89e-03, 1.12e-02] [] \n", "11000 [2.84e-03, 2.15e-03, 1.63e-03, 1.02e-02] [2.84e-03, 2.15e-03, 1.63e-03, 1.02e-02] [] \n", "12000 [2.52e-03, 2.12e-03, 1.38e-03, 8.56e-03] [2.52e-03, 2.12e-03, 1.38e-03, 8.56e-03] [] \n", "13000 [2.21e-03, 1.83e-03, 1.17e-03, 7.35e-03] [2.21e-03, 1.83e-03, 1.17e-03, 7.35e-03] [] \n", "14000 [1.92e-03, 1.59e-03, 1.00e-03, 6.14e-03] [1.92e-03, 1.59e-03, 1.00e-03, 6.14e-03] [] \n", "15000 [1.64e-03, 1.38e-03, 8.61e-04, 4.91e-03] [1.64e-03, 1.38e-03, 8.61e-04, 4.91e-03] [] \n", "16000 [1.38e-03, 1.19e-03, 7.33e-04, 3.73e-03] [1.38e-03, 1.19e-03, 7.33e-04, 3.73e-03] [] \n", "17000 [1.14e-03, 9.95e-04, 6.15e-04, 2.83e-03] [1.14e-03, 9.95e-04, 6.15e-04, 2.83e-03] [] \n", "18000 [9.36e-04, 8.19e-04, 5.09e-04, 2.19e-03] [9.36e-04, 8.19e-04, 5.09e-04, 2.19e-03] [] \n", "19000 [7.57e-04, 6.66e-04, 4.14e-04, 1.70e-03] [7.57e-04, 6.66e-04, 4.14e-04, 1.70e-03] [] \n", "20000 [6.00e-04, 5.61e-04, 3.29e-04, 1.31e-03] [6.00e-04, 5.61e-04, 3.29e-04, 1.31e-03] [] \n", "\n", "Best model at step 20000:\n", " train loss: 2.80e-03\n", " test loss: 2.80e-03\n", " test metric: []\n", "\n", "'train' took 1245.054950 s\n", "\n" ] } ], "source": [ "# callbacks for storing results\n", "fnamevar = \"variables_test0302.dat\"\n", "variable = dde.callbacks.VariableValue([alpha,theta_s,K_s], period=1000, filename=fnamevar)\n", "\n", "# Compile, train and save model\n", "model.compile(\"adam\", lr=1e-5,external_trainable_variables=[alpha,theta_s,K_s])\n", "loss_history, train_state = model.train(\n", " iterations=20000 ,display_every=1000,callbacks=[variable]\n", ")\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Compiling model...\n", "'compile' took 0.002612 s\n", "\n", "Training model...\n", "\n", "Step Train loss Test loss Test metric\n", "20000 [6.00e-04, 5.61e-04, 3.29e-04, 1.31e-03] [6.00e-04, 5.61e-04, 3.29e-04, 1.31e-03] [] \n", "21000 [6.02e-04, 5.32e-04, 3.21e-04, 1.26e-03] [6.02e-04, 5.32e-04, 3.21e-04, 1.26e-03] [] \n", "22000 [6.00e-04, 5.26e-04, 3.11e-04, 1.14e-03] [6.00e-04, 5.26e-04, 3.11e-04, 1.14e-03] [] \n", "23000 [5.95e-04, 5.21e-04, 3.00e-04, 1.04e-03] [5.95e-04, 5.21e-04, 3.00e-04, 1.04e-03] [] \n", "24000 [5.89e-04, 5.23e-04, 2.93e-04, 9.48e-04] [5.89e-04, 5.23e-04, 2.93e-04, 9.48e-04] [] \n", "25000 [5.82e-04, 5.21e-04, 2.89e-04, 8.77e-04] [5.82e-04, 5.21e-04, 2.89e-04, 8.77e-04] [] \n", "\n", "Best model at step 25000:\n", " train loss: 2.27e-03\n", " test loss: 2.27e-03\n", " test metric: []\n", "\n", "'train' took 306.687042 s\n", "\n" ] } ], "source": [ "model.compile(\"adam\", lr=1e-5)\n", "loss_history, train_state = model.train(\n", " iterations=5000,display_every=1000\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "Preds = model.predict(X_train)\n", "theta,K = VGM(psi,0.153,0.25,0.79,1.08)\n", "theta_preds,k_preds = VGM(Preds[:,0],0.154,0.26,0.79,1.08)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(psi)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'PINN prediction for hydraulic pressure (psi)')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3,figsize=(20,5),tight_layout=True)\n", "\n", "im0=ax[0].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),Preds[:,0].reshape((101,50)),levels=[-6,-5.5,-5,-4.5,-4,-3.5,-3,-2.5,-2,-1.5,-1,-0.5,0],vmin=-6,vmax=0)\n", "\n", "fig.colorbar(im0)\n", "\n", "im1 = ax[1].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),psi,levels=[-6,-5.5,-5,-4.5,-4,-3.5,-3,-2.5,-2,-1.5,-1,-0.5,0],vmin=-6,vmax=0)\n", "fig.colorbar(im1)\n", "\n", "im2 = ax[2].scatter(X_train[:,1],X_train[:,0],c = np.abs((psi.reshape(5050)-Preds[:,0])),marker=\".\",s=100,vmin=0,vmax=0.5)\n", "fig.colorbar(im2)\n", "\n", "\n", "ax[0].set_title(\"PINN prediction\",fontsize=15)\n", "ax[0].set_xlabel(\"t\",fontsize=15)\n", "ax[0].set_ylabel(\"x\",fontsize=15)\n", "\n", "ax[1].set_title(\"Ground truth\",fontsize=15)\n", "ax[1].set_xlabel(\"t\",fontsize=15)\n", "ax[1].set_ylabel(\"x\",fontsize=15)\n", "ax[2].set_title(\"Pointwise error\",fontsize=15)\n", "ax[2].set_xlabel(\"t\",fontsize=15)\n", "ax[2].set_ylabel(\"x\",fontsize=15)\n", "\n", "\n", "\n", "ax[0].xaxis.set_tick_params(labelsize=15)\n", "ax[0].yaxis.set_tick_params(labelsize=15)\n", "ax[1].xaxis.set_tick_params(labelsize=15)\n", "ax[1].yaxis.set_tick_params(labelsize=15)\n", "ax[2].xaxis.set_tick_params(labelsize=15)\n", "ax[2].yaxis.set_tick_params(labelsize=15)\n", "\n", "fig.suptitle(\"PINN prediction for hydraulic pressure (psi)\",fontsize=15)\n", "#fig.savefig(\"vgpsi.pdf\",dpi=500)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'PINN prediction for volumetric water content (theta)')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3,figsize=(20,5),tight_layout=True)\n", "\n", "im0=ax[0].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),theta_preds.reshape((101,50)),levels=np.linspace(0,0.3,10))\n", "\n", "fig.colorbar(im0)\n", "\n", "im1 = ax[1].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),theta,levels=np.linspace(0,0.3,10))\n", "fig.colorbar(im1)\n", "\n", "im2 = ax[2].scatter(X_train[:,1],X_train[:,0],c = np.abs((theta.reshape(5050)-theta_preds.reshape(5050))),marker=\".\",s=100,vmin=0,vmax=0.01)\n", "fig.colorbar(im2)\n", "\n", "\n", "ax[0].set_title(\"PINN prediction\",fontsize=15)\n", "ax[0].set_xlabel(\"t\",fontsize=15)\n", "ax[0].set_ylabel(\"x\",fontsize=15)\n", "\n", "ax[1].set_title(\"Ground truth\",fontsize=15)\n", "ax[1].set_xlabel(\"t\",fontsize=15)\n", "ax[1].set_ylabel(\"x\")\n", "ax[2].set_title(\"Pointwise error\",fontsize=15)\n", "ax[2].set_xlabel(\"t\",fontsize=15)\n", "ax[2].set_ylabel(\"x\",fontsize=15)\n", "\n", "\n", "\n", "ax[0].xaxis.set_tick_params(labelsize=15)\n", "ax[0].yaxis.set_tick_params(labelsize=15)\n", "ax[1].xaxis.set_tick_params(labelsize=15)\n", "ax[1].yaxis.set_tick_params(labelsize=15)\n", "ax[2].xaxis.set_tick_params(labelsize=15)\n", "ax[2].yaxis.set_tick_params(labelsize=15)\n", "\n", "fig.suptitle(\"PINN prediction for volumetric water content (theta)\",fontsize=15)\n", "#fig.savefig(\"vgtheta.pdf\",dpi=500)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'PINN prediction for hydraulic conductivity (K)')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3,figsize=(20,5),tight_layout=True)\n", "\n", "im0=ax[0].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),k_preds.reshape((101,50)),levels=np.linspace(0,0.03,10))\n", "\n", "fig.colorbar(im0)\n", "\n", "im1 = ax[1].contourf(X_train[:,1].reshape((101,50)),X_train[:,0].reshape((101,50)),K,levels=np.linspace(0,0.03,10))\n", "fig.colorbar(im1)\n", "\n", "\n", "\n", "im2 = ax[2].scatter(X_train[:,1],X_train[:,0],c =0.1*np.abs((K.reshape(5050)-k_preds.reshape(5050))),marker=\".\",s=100,vmin=0,vmax=0.01)\n", "fig.colorbar(im2)\n", "\n", "\n", "ax[0].set_title(\"PINN prediction\",fontsize=15)\n", "ax[0].set_xlabel(\"t\",fontsize=15)\n", "ax[0].set_ylabel(\"x\",fontsize=15)\n", "\n", "ax[1].set_title(\"Ground truth\",fontsize=15)\n", "ax[1].set_xlabel(\"t\",fontsize=15)\n", "ax[1].set_ylabel(\"x\",fontsize=15)\n", "ax[2].set_title(\"Pointwise error\",fontsize=15)\n", "ax[2].set_xlabel(\"t\",fontsize=15)\n", "ax[2].set_ylabel(\"x\",fontsize=15)\n", "\n", "\n", "\n", "\n", "ax[0].xaxis.set_tick_params(labelsize=15)\n", "ax[0].yaxis.set_tick_params(labelsize=15)\n", "ax[1].xaxis.set_tick_params(labelsize=15)\n", "ax[1].yaxis.set_tick_params(labelsize=15)\n", "ax[2].xaxis.set_tick_params(labelsize=15)\n", "ax[2].yaxis.set_tick_params(labelsize=15)\n", "\n", "fig.suptitle(\"PINN prediction for hydraulic conductivity (K)\",fontsize=15)\n", "#fig.savefig(\"vgK.pdf\",dpi=500)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.17 ('newtorch')", "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": "3.9.17" }, "vscode": { "interpreter": { "hash": "813e009bea45919a754463d31638190cf3c033fdb5fd5c2966a42653051a1217" } } }, "nbformat": 4, "nbformat_minor": 2 }