{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Predicting Lid-driven cavity problem parameters with POD-RBF\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/mathLab/PINA/blob/master/tutorials/tutorial14/tutorial.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial we will show how to use the **PINA** library to predict the distributions of velocity and pressure the Lid-driven Cavity problem, a benchmark in Computational Fluid Dynamics. The problem consists of a square cavity with a lid on top moving with tangential velocity (by convention to the right), with the addition of no-slip conditions on the walls of the cavity and null static pressure on the lower left angle. \n", "\n", "Our goal is to predict the distributions of velocity and pressure of the fluid inside the cavity as the Reynolds number of the inlet fluid varies. To do so we're using a Reduced Order Model (ROM) based on Proper Orthogonal Decomposition (POD). The parametric solution manifold is approximated here with Radial Basis Function (RBF) Interpolation, a common mesh-free interpolation method that doesn't require trainers or solvers as the found radial basis functions are used to interpolate new points." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the necessary imports. We're particularly interested in the `PODBlock` and `RBFBlock` classes which will allow us to define the POD-RBF model." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/matte_b/PINA/pina/model/layers/__init__.py: DeprecationWarning: 'pina.model.layers' is deprecated and will be removed in future versions. Please use 'pina.model.block' instead.\n" ] } ], "source": [ "## routine needed to run the notebook on Google Colab\n", "try:\n", " import google.colab\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False\n", "if IN_COLAB:\n", " !pip install \"pina-mathlab\"\n", "\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import torch\n", "import pina\n", "import warnings\n", "\n", "from pina.model.layers import PODBlock, RBFBlock\n", "from pina import LabelTensor\n", "\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial we're gonna use the `LidCavity` class from the [Smithers](https://github.com/mathLab/Smithers) library, which contains a set of parametric solutions of the Lid-driven cavity problem in a square domain. The dataset consists of 300 snapshots of the parameter fields, which in this case are the magnitude of velocity and the pressure, and the corresponding parameter values $u$ and $p$. Each snapshot corresponds to a different value of the tangential velocity $\\mu$ of the lid, which has been sampled uniformly between 0.01 m/s and 1 m/s.\n", "\n", "Let's start by importing the dataset:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import smithers\n", "from smithers.dataset import LidCavity\n", "dataset = LidCavity()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot two the data points and the corresponding solution for both parameters at different snapshots, in order to better visualise the data we're using:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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aLVu26Ctf+YqGDh2qgoICLViwIO95An464YQTZFmWLr/8cr8XBfAU2Y8oI/sRVWQ/oozsR9TYbhA99thjmjVrlubOnav169drzJgxqq2t1c6dO5NOv3//fp1wwgm6++67VVVV5cg8AQDeIvsBIHrIfgCIFtu/YlZdXa3x48frgQcekCTFYjENGjRIM2fO1C233JL2uUOHDtWNN96oG2+80bF5AgDcR/YDQPSQ/QAQLcV2Jm5ra9O6des0Z86cjscKCwtVU1Oj+vr6nBYgl3m2traqtbW1479jsZh2796tvn37qqCgIKflAIAgsixL//jHPzRgwAAVFrrztXJkPwCYhewn+wFEixe5L9lsEO3atUvt7e2qrKxMeLyyslJvvfVWTguQyzznzZunu+66K6fXA4Aw2r59u4477jhX5k32A4CZyH4AiBY3c1+y2SAyxZw5czRr1qyO/25ubtbgwYM1cP4tKvtkgU6ratCQXh9Kkk4qa3T89U8uaXB8ngDC75225N/HYMdfPqrUe/v7asfecn3wwSdU/NeYts7/to4++mgHltBs6bJ/4AkHNPColo7sTyefukD+A3BStnUhnv2vN1Sp7R+lZD/ZDyDAcsr+/y3S9rnfcT33bTWI+vXrp6KiIjU2JgZsY2Njyi+ic2OepaWlKi0t7fZ4+dZyfVRcoo27+2p9+SGVlrcmeXan1z56X9LHjzuqOe3z/vDxbI/vvSvtdLk6uYwiBATFOx9ln31bW/ul/fvf91Z0/P9d/+idcrrWllIVthSrYluhev51v7ZKrl5mH4TsbyrupyYpq+yXyH8A+cs2/7fuyz77u+pcC8j+RF2zX5Lrx/7JuFUP4qgLgFlsHfunyX+72X9UU5skd3NfstkgKikp0bhx47Ry5UrV1dVJOnwf8MqVK3XdddfltABOzrPvlja1N5ao9ZhCSSVqKy9JOl3bx5/FLh2tgxWxjsdjHxeXHerT7TnJCs5GDUhZaNLJVIQyHUhk4nahAsIs3/0v27DvrLXlyIFvYcvhWO7R3P3e4pKPo+OoFql0T0yle9pU2LQ3j6XNTtiyX5I+qOj+WcTKD9nK/zi7dSBdDch3++uKegDYl89+mKoGJMt/sj+/eXbPfkmyd+wft6O8e/ZLmRtOkvT3o1PX/WQynQd0xXkB4K1c97lk+Z/p2D+e/VLq/I9nf9GutpyWyy7bt5jNmjVL06dP1+mnn64JEyZowYIF2rdvn6688kpJ0rRp0zRw4EDNmzdP0uEvo3vjjTc6/v+OHTu0ceNGHXXUUTrppJOymme2yv66U4Utlkr79JQktR6TfPUOF5LD2hI+iJKEE4i4gxUxHWzpPq9Y+SHtaOk+ohGXqqikuzIgl4ZTV+lOUOPsFicgjLLZVzJJtz9LiScAcYVd8qS0Uw7FTwRKWpLP7/DJwSGV7D6gwg9b1LbzA3sLnKMwZP/hv338Xm8v/Phk4oi2iu4nFqnyX+o0qJCiDuRSAyRn6kBcum2cOgAclk8tyHS1Z1ed879QR04ISjrtjsnyn+zvrmv2S7kc+3/8WJL8l6SDFenzX3K+Bkje1QGJWgBIudUBO/mfzbG/lDz/y//WppLdBxRrarK9jLmw3SCaMmWKmpqadMcdd6ihoUFjx47V8uXLO75sbtu2bQnfqv3+++/rU5/6VMd/33PPPbrnnns0efJkvfjii1nNMxfpThBK98Q+nqaw24dQ0qJuJw0lH3+A3ZpHzUeKSbLRiM4nFZ0LSTpdi0w2Ixe52PWP3o4WHyCIsjlISyXZgX9n8ULQ9TA03eiwlLox1PG6xxRKKlbJ7iwW0kFByf5MHMt/qaMGJMt/KbcaICXWAbdqgHRk+6cWBE8+J3RONMbDJpdakE0NcDL/yf78pMt+KXn+S7mfA0jqNrhgYh2QqAV+CGNTLui1xW4dSFcD7OZ/5mP/Ykk9VexNf0gFlmVZ3ryUe1paWlRRUaGawd9QYf/+auvTM22DSJJK9xzKbpQ5iWQFpONvWewbqQpJOnaKil1uF54woXjm11QxSaaD+1S6jgB0lawAxJWkOB7IVBi6Kt0T09H/+4+OUeQX9i9Rc3OzysvThFMIJct+KfkAQemeIxmaqT4cnsasGiBRB/xA5ufP9JqRSy3IpQ6kyn8p+xpA9h+WKvuzkU3+H54ueQ1Il/9SdjVAMrMOSNSCzsh/75hQJ+zUgnQ1INV5QLIaYCf7S/ccUvHb2/T8tv9wPfcD+StmTul8wtD9b4f/N/mJRvxvSQ4APv6g0xWQtCPSqWQYqc5HmEuB04XOhAALqlwbMm7JdICfTLrmj5T7CUDnkU04r2vWp8v+I9OkPpFwqgZI5tSBgy3Frp94eM2J/CfzveNnjbBTD3KtA3YHAuCObPL/8HT2zwGk7GqAlOO5gORqHZDCd06QTx0g/83hRX1wqg7k0wgyRWgbRJmvECrumC7TfDpPn/i37uEcLxiZNoS28vQnk92m/7iAZDowySRZQcnlRNlJbp6UmNaUgH1ebJ9296tM+242haBrftAcck7X/M8275PNp+s8Ev+e/AA91S0MncVPHvyoA1I0agH5H15ubat29q1860Dpnhi575CS3QdsXUWUrWQ140g9Sd2gyaYGSPbPBSRn64DUvRb4XQckZ2sBdSA6nNx2s9m/nDgXSKbj+NDHppL/KeCz1mOKsxxNTj9NNgXj8HTZNZDicjmJSHh+l5EJpwpKOnZHNUwoRgguJ7dpO/uZnctC4Y1MJwmdmzz5NIsyzztzHbBT+POtAxK1ANHhxLad7b6WywF8NjWhrTz1vNv69FTZhwEbjvZBPnmfTrp5uXUuIDlTByR/aoFkrx5QC+CUfLZvN+pAqoGBTFccei2Ue2D8JCHTVURx2TaJ0snm+YdfJ7uAzKV4xHXeyPItJEnnn+FyWK+KjZfcupTXZEH+HPPd7r1u/jCK7LxsriLNJrdLdh9I+bfOzahsa8Dhad2vAxK1wGlRrAPZMP1zzmfbd7MW5HqSkC6TkJzd4/xs3+OuAxJOnwscnt65OiC5UwukaNUDaoE9Jn32uWz/TtaBIDSHpBA2iAo/bFGsr/13OpeThc6FIf54utHrVPO3c+tC4vPS3/9sh52N063iEmf7fmwPmBRuYeX2dtXxOi6N+B6ZNrvGdFymL0NO/nPH4fquGCfkkv3Z5H5bn54pTxaSPe5UDTg8fe51QAp+LZDMqgfUAe+5uY25XQvSyeYkId1VRDgiVfZ3rsV2a2Y8xzM1ilL9Peh1QLJ/0urVMZwJNYFa4B83trNcfigmF/k2h0p2H5BXrcnQNYi6snOylk0hSXay0Pm/nSwWnZcp+fPsjUKnk+9BiJPdT6+KjF+cLm5hf7/ScergOZewT/8l96m/u6yzXH4lhVvWnJVtk0jKblTZ6RogeVcHJGf2KepB9rw82Qn7e+lXPcj3FxLt7C8MDuSm6+eS7fuYboAgHVPrwOH5eFcLJOevjghbjpnQ8OoqDO+xE9uvk8fb+eS+H0LfIMpFphMGOycLcbkUC8nebQup52FvA8/ldhe3R7lM35HsCEPw5srr0dB8w92pW0+T7aPcVuY+p28zzvVkQcr+VrVk/KgDR+ZrXj2QwlMTolwPJG9rQj71IPtfvkrfLAraSUJY2bnlLJ/c78rtOiC5VwsOz9vMeiAFd1+Keg3oyovtxa1aYOfuAdOFZ03SsHvLR7acKBr5FIu4fEYdks/PuxOJbAX1MmsvC1ZQ3yO7nOzoezEam21zyIRfLQgjk5pEqXhRB+K8qgeHX4uakA2n6kSY3pNsOH01pdv1IN/9gatHu4vt2i198lhJyX+kIF3++9UkSsWJOiC5VwsOz9vMeiCFM/+cqA1hfF+SMeHcIFXeBHFgIFQNos6FIl9+nizE2f1+i1ScGH3O7nXy2znDeEVFVII5F14d7Lp10J/Nz+rmcuVQ/HsnkhUQThCSy3SS4LRcriLNVa5Xn6bi9IBC+tfKf3sNY13oKup1Iui1IJmu+1FQvpg0jJwaJPYy97tyqnnUmVfnBkdejx/1sCuqtcHtmuBWLXCzOeT17cWhahB15sRJgp0mUfw13ZbpNdwsFHFuXULnxUFilAqLU0xtSrjZ+HGCneZQsi8nlaJ7cOAXu79048Wociom1ALJ/UuqvcofakN6ptYBybsD52x+jEQK120GQZPq2N/JOwn8zP1k3KoFknn1QPI+i6gN3VEPsuNcc8j79zsyVSzX4mDaJaiZuFko4kwsGNkyOdTgTbA7tY+6fZVK1+YQ2272up4k2P2xgqA0idLxohZIue+zJtUFif3LNG7Xglz3WaeuGrV7osD2mb+udSCfbczU3E/Gq1og5feemlYT4tj3/GXKeYHd7A96Y9HMvdEhXtxq0JXpRcPp2xWyEZYTCNjnVyff7X3QjVvLOuPKIee59V10kvm5n4wbtyzYQV2IDj9HdL3cL51uDlEHstf5p+7THfs7uS0GMfeT8bsWxIWxuYREYa0F2Wx/dgcF/M7/SO1RXlxFJAWzaHg5wpAtJ4OE4mGPSZdoJmPy/uV2c6h0zyGj199PnU8SkqFJlB0nRtPc4kY2UR+6M70GSGbVAX6pMprClPvJZLtuftWDODfzKqr1IQg1IM7PfdDtL6X26wq2UG716U4S3DxB6CxsRcPOuvhdKJIJUtBFnen7TbrtO8jfzxU2XnwXRVdu5n7hh8k7h+kaYm4Kek3ojPpgFlNrgBPbcS4nCvH8Zzs1k1u5nyrzM/GjJoSpHnTFfucPk+qAnW02LAMDoWwQdebUbWZ2ryKSwtckypbJo8/wTxj2hVyaQ04WCw5UvJFL3sd5nfvpTiL8ah51FZRRaLgryDXAbvbnm/t+314QdF5/xYQbuR/rW55TkyjZc0ypBVK4m0nILMh1oCs3bi2TzMj/0DeIkvHqKiLJnaIRD387xcOk4iDlFhAUCvOEKegzcfPKIROKQZR0bv64UQtMGRwIQvOoM+pCsJiwjXvB66tGO9eDrlePRuU9DyKTmkRdZZqHifVAym97pza4Lwp5lGo78uK2Yj+vHo1kg8hrTheNeMGwUzSymdbUAhEXlF+fCoqwBLsXTdJctxknikWq28ucOGgMu2xGkZMNGDhRjN3KfaeEoSZI7uRYWGtEWDK/Mzv7RC7bs9dXjaYaLOicSWS/uUxuEqUTlnrQmZt5F6QaEcbc78zNGuBnc6grrz/HyDaIvLyKSDJnRDmdMBaIZEz/HHCECQfCufxiGYKlcz0w+VduvDhR6CxoVyA5hRphBie3daebQ0AqQW0SZRLUq5DcQI3whp81wK/8T3dHQeGHLfLqG0kjcWbjx8/dJ+Nk0fCrWFAg4CS/D3gyyac55PTVQ3z/kLvcen+D3iRKJai3N8MMJmzD6eSa/W5cPYTsdP2BGj+P/cPaJEonKoPMyJ/X27GTzSE7Vw/l89P2fv84TSQaRKl4fRWRFI4mUTqcNEAy7+DfjdFjv64cYuQqvUw/de+HsDaJskFNiJagbJfp+JH9yZpDfp8gwDxByv5k3L4lFP4yddu0c1zoxy8VS9ndXuylSDeIpCNvfFBvEwlqsaBIBE8QtzMpuLcWcHLgDFOuIHVaULM/lVzWhdrgvjBsY3a2E7ebQyUtR0aVs71iiKtHg8mtr5YIW/ankus6UhecEaZtzPTmkIlCu7Z2R5GD/MtmYS8WFAlnhXlb6cqt5pDXhYIThOCL4i0Hbst33aNQI6K8fXj9nRPZ3l6WTWMo2QABV4/a5/cAAU0i7/n93WV+YpvozonmUDrpcr/zgEA6XWuCCQPEoW0Q5SJdk8jpEzSaRO7z8/3IFEh8Vu4L6pVDUvbFIdb0octLAifRJDIL7xvsiNoIMswWP8Yhx9zDextcJlw5avc7iLryc3A4MtUu21GEII/Uc6JgDj4Hf7nZHOIkAaYh+4Ejgjw4IGX34wQMDiSX7O6BsF5FFEf+A4mcbA6lk+mq0WyuIMrmitLO+RHbtTubRctb/j+zg5y5UbCCdjkk4LQwnRx0xS0GuTHpfXNrWyP7gfDcVozs0Swj/4E4p/cFt7K/pMXsHyegQeQzmkSAc9xuDvlxkpBsBJnRwvSi+v7E+paT/4isoA8OSKlPDkxqcsM+L7Yzsh9R5/T3zjlxzN+1CZSqMSRld/WoV0I3JBJr+lCF/fv6vRi+45JTRE0YDo5MGTkIokzZ7/dtBp1xywHgrKjcVsx+nRuT8t9NZD+8YOeqPa/Oyb3+UQI7sv3FSpOYU/U8YGqB4FcOgPzk2hxyMw9K98Sy/lUbGkNwGvmPXOR7u44fA3RhuHJI6l4H/B5BRjCR/cgkbLdlmtwcypZp5wGhbhDZ/an7MKJQIM6LguD1yUE++7fdApHLKHI2TaJ0RYEThPBy+yoiifwPOxMP8uPLZOqoMeAXLzI/juwPPhPzPRdu3tkThStH45nh9f5sxtrD1cIRpkIRlsAMKy9v8fSyOZSPdE0iOyMGfAcFoorcDx4vaoEXV456dZJg2uhxGJl6F4FbwnLsT/4jmbBcOSqZefVo5BpEUSsQcUEqFBQDZBK0UeNcDv5NKBBhY1r+cxVRd+Q/smHibcW5SlYfOuc/gwP2cPdAsFEDwsWNgQK3929Trh7yE79iZhC3D1xML5ixpg8pDAHnxdVD+W7HJp4gAG4yPfvjyP/wcPOWAlObQ7kNBHDlENwTlOyPowaEi0nNIY797aFBFDGmFguKQvCFuTnEaELwBOmqGS+Ymv1x1IBwKOzf16jvm8hHrt8758a0CAc/TlJNz/44akB4uFUHwtgcSlcH/Lx6NJINoqhfrhuUYoHgCEJzKEi4vcw9Uc5/k/chP379Cs5y8zMM0pWj2TR++HECf/id/369vsnZH0cNCIegDxDYGRjIt8mf6fZiP0WyQWQyrw5iTCsWFIbgCkpzyOQRhEz8PqhFeJiW/Qg+N68akoLVHIrr/qWjsYR/gNeCkP2cCwSXqVePmnrsb3odyKlBtHDhQg0dOlRlZWWqrq7W2rVr006/dOlSDR8+XGVlZRo9erSeeeaZhL/v3btX1113nY477jj17NlTI0aM0KJFi3JZNNhgWrGgMARPUJpDQZJp9MDPW6fIfudxy8ER1IDgMfWXykyQS0PIlNHjrsKU/X4OuPh9shrk/QnmMvE75yRv9jcnv3vOpPy33SB67LHHNGvWLM2dO1fr16/XmDFjVFtbq507dyadfvXq1Zo6dapmzJihDRs2qK6uTnV1ddq8eXPHNLNmzdLy5cv13//933rzzTd144036rrrrtOTTz6Z+5p9LNXJFCPyh5lWLDhBCAa3R4zjnNo+/T4oC4OgZX865L952R9HDQgGL2pA1K8clRKzyq/BgTBlf1yUa4Cp2R9HDQgOU68aMpnpVw7FFViWZdl5QnV1tcaPH68HHnhAkhSLxTRo0CDNnDlTt9xyS7fpp0yZon379umpp57qeOyMM87Q2LFjO0YLRo0apSlTpuj222/vmGbcuHH6whe+oO985zsZl6mlpUUVFRX6bK9LVVxQ0m1jTbWRmXrg4EfhMu0LXfmyOnN5VbydLA5O7OtefVF1shGEVCcJsaYPdchq0wv7l6i5uVnl5e4V1DBlv2RW/vv6RYSGZX8cNcBcURkc8OPHCbrmP9mfXKbslzJvQ37UAJMaU6Zmf2fUATOFeXAgn9xvPSb9dTeZmkOd8z9V9rft/MCT3Ld1BVFbW5vWrVunmpqaIzMoLFRNTY3q6+uTPqe+vj5hekmqra1NmH7SpEl68skntWPHDlmWpVWrVumdd97Rueeem3Sera2tamlpSfiH/JjWqWUEwTxeXTUkmdcc8opJl5d2FsbsN+lA3U+mZX8cNcA8XDnqLhPzP4zZH0cNMB91wCxcOZpesluKs73V2LT8t9Ug2rVrl9rb21VZWZnweGVlpRoaGpI+p6GhIeP0999/v0aMGKHjjjtOJSUlOu+887Rw4UKdddZZSec5b948VVRUdPwbNGiQndVAQFAYzOBlY0gy94TVLyYcxJL98IPX2YPkgjo4gPyR/eEVlH2NGuC/oA0O+C0MP0hgxK+Y3X///XrllVf05JNPat26dZo/f76uvfZaPf/880mnnzNnjpqbmzv+bd++PafXNeHEyyQm7picIPjHj/fe6W0wSCPIpo0eeMHt7M90Cb0JNcCEZTAx+zujBvgjyIMDQcp+KXr579dxf1de5q8JWd+V6dkfx7mAP4I4OBC07JfMzH9bN9r169dPRUVFamxsTHi8sbFRVVVVSZ9TVVWVdvoDBw7o1ltv1W9/+1udf/75kqTTTjtNGzdu1D333NPtMlVJKi0tVWlpqZ1FR5ZifcuNvC85HlDcj+wNPwpxUA5U3JBLcfByXyD7w8/U7I+jBniH/DdDqoYC2Q8nmZ79nRX270sN8EDQB4fDystt39YVRCUlJRo3bpxWrlzZ8VgsFtPKlSs1ceLEpM+ZOHFiwvSStGLFio7pDx48qIMHD6qwMHFRioqKFIu5f2mWiR19v5m8ozKC4C6/Rmnc2OacHkVwq8Nv4shBV2HM/jhqwBEmZ38cI8nuCUv+O5X9XmWzyTUgzNkf50UNML3OBCH746gB7gn6nQNBvHooGRPywvZXdc+aNUvTp0/X6aefrgkTJmjBggXat2+frrzySknStGnTNHDgQM2bN0+SdMMNN2jy5MmaP3++zj//fC1ZskSvvfaaFi9eLEkqLy/X5MmTNXv2bPXs2VNDhgzRSy+9pJ///Oe69957HVnJwg9bAhV+JjB5RIGRZOf5WWzZN1PrWiT83CeDmP2wz+Ts74yRZOeQ//7JtjlE9rurZPeB0JxcRgXnAs7xqwZEPf8lcwcIbDeIpkyZoqamJt1xxx1qaGjQ2LFjtXz58o4vpNu2bVvCqMCkSZP06KOP6rbbbtOtt96qYcOGadmyZRo1alTHNEuWLNGcOXP0z//8z9q9e7eGDBmi7373u7rmmmscWMXMKAzJmX6iQHHIn9+jMEErDqV7Djn608emFoZkwpj9cX7VABNGiYKMGpAf8h/ZCEL2x5o+zHt7dqsOBCXnTT/mT4U6kDsGB/yVzTmAX/tkgWVZli+v7KCWlhZVVFTos70uVXFBSdINPtOGaFKDyKRiEqRiQXHIjt8nBXFuFwc392knmkTZFIZ0VxDFt/dDVpte2L9Ezc3NKi+PVsF1IvvjaBAlClL2x1EDsmNCDXAr/93Yj50cFOgsXQ0g+9Prmv1S8u06l+3MyW3I5IxPJYjZ3xl1IL2w5r+T+61bmd9VqhrQOTe6Zr9Xue/NOxAAXEWUXJBGFBhFSM+EohAX5OaQdCTUcyki2V41FMQDS7/lM4rsdQ0w/fMNUvbHdf7sqQOJopT/TnP6ytH4PGGmeDbnWw9Mz/iw4lwgOVNqQNDy3y3ZNIf8RIPIMKZsGJ0F7USB4nCEKQWhszAVB7snDpwUeM/Od9B51SQyMeeTCVr2d0YdOMy0GhDU/HejSQSz5dooCkq+pxLk3O+MAQPyP1du530QzgVCWe1yHUXmKqLUglgwolwcTCsKcUEpDnZ0Dfp4UQlCAUB31IFwiWIdIP/d4cRJQy63FsNfnT+PZLUhjJ9XEI/504nSgEEU89+NY7aoDwpEd81T8PPkIIxFxhRROEkwtSjEBf3kIFtONIbIAn9F/ctKOwvTiUKY6wD57833iOVz0sCgQfAFMcNxRFhrAPkfHEGpAzSIkvCjSRSEohOWE4WwFAjTC0JnFIf8hWHfCxKnvoei6/yCKCzZ31nQ6wD57x+730EXlBOCMLJzizEShTH3O+uaoUGqA+S/N7z+5WKTjhMj0yCyWyS8bBKZtEFkEraCEaQCEaSC0FmQiwOQb6MoSPkeVUGoA+S/edxo/CTLizAdcyFYwnbMn46pdSCo2S+FI/+9urXYNJFpEOWC76KIHlMKRJALQmdhKA5eo6FgpkzfQ5Fq2rCI8omC5F0tCEv2S+Q/gOBKlcVu1YIwZb8Urvz34peLk/HzmIsGUQZuNomCehIR9ROFOCeKRNgKQmdhKg4INqdvMwhqdiN3mbI623oQ5szvjPwHwiFKx/zZiEqG5yOs+Z9toyiXppBpx5U0iLLgRpPItA3BLgoGRQJAtJD7qVEPjgjryYHbgn5cCABRyP8g3jJmV6HfCxAUJbsPOFK8nZoPYLIoFAggiti3kQ7bB0xDUzt/7NfIBttJeETqCiInbjOw8z0UyZ4TJowmIxkKRO5SZQX7GQDTkf0AEE3kf+5M7BNEqkHkNBM/UK/RJEJnFIjckScICnIfJgryD4swOADTkftIhWP/8OEWMwCOMKlA0GxBVxzYAu4xKf8BAN4g+/Nj6uAADSLkjXAA20B+aGghaNjnEce2kB/y331+n2wBQJBErkFEkQCigYNuAHCXac0hch9wj2n7O/zF9pAfO/Uq1vShi0vSXeQaRHAHIRFdfPb5yeWExutCERYMEADOIfvzZzf/yX4AJjAp/xkYcB4NIgA5M6lAJGN60TB9+YB0TN//EU1BydWgLCcAdEbtz5/p+U+DCI4hMKIlKJ+36SGcCVe9ADBNUPI/yMh+ezJdXcX7CYRX0I/1TUODCAB8QDFDGNAoiJ4gfOam56vpywekEoT9H+7h889fpvw3oZkdyQaRCW88EGRBKxCmHYybtjxhwigyAMncnDV1uQAgHdOP/YOQrUFYRimiDSK4x/TwQHSZEsqmLAcA2BW0Gm9a3pq2PFHDAAEQbmSsM0LbIOKXHgB3BO0EobOS3Qd8LR52X5uDWQDIjyknDKYsBwDYFaRjf1Oz1tTlSia0DaJMOPEC7AtSgUjH65D2uzEFAPkKcv77nb8MDgAIqiBmv9+Z35Vpy5NJZBtEcE8QgwTR40XThsaQmTj5chaZH35h+Iz9ymJqgFnIfyAaTMleO8thSj4V+70AAOCnzsHd1qen4/MEAJjBjbzP5rUAIIiCPjhQsvuA61mf7rWDKtINosIPWwK/4QNeicK+0jXMsy0qbhQBU0YRwor8B7IT1v0knttOnzwE+aQgKsh/IDrcyvpsXjOoIt0gAoB0gh7wAID0nLiqyMlaweAAABOErYnqRaMon1pgUvbTIAKQUdiKBCAxiuwUkw5qgHwwKBBssaYPVdi/b1bTkv9ANDl9q3EY60bkG0QUCACm4YQbgAk4PjJHrOlDvxcB4PgEoZKsuZOpaeR1Q8iP7I98gwgAgoSThMwYRQYQRJx8e4v8B5KL8n7hxxVBpmU/P3Mv8z4UAAAAAO7iHCB7vFdANIS6QcRIO5C/KI8i+IEDMO/xnueO9w4AACA8Qt0gsoODXOfwXgIAAGSPYyf/8N5nxnsEuMPEfYsGEQAg8kws0KbjPQMQFuRZarw3QLTQIOqEAASA6KIGAEB0UQO64z0BoienBtHChQs1dOhQlZWVqbq6WmvXrk07/dKlSzV8+HCVlZVp9OjReuaZZ7pN8+abb+qCCy5QRUWFevfurfHjx2vbtm25LF5eCML88P4BuTN9/wlz9seZ/hmYgvcJcI7p+1MUsj/O9M/CS7wXgLtM3cdsN4gee+wxzZo1S3PnztX69es1ZswY1dbWaufOnUmnX716taZOnaoZM2Zow4YNqqurU11dnTZv3twxzV//+ledeeaZGj58uF588UW9/vrruv3221VWVpb7muXB1A/LdLxvQO5M33+ikP1xpn8WfuP9AaIjaNnvxA/UkHG8B0CUFViWZdl5QnV1tcaPH68HHnhAkhSLxTRo0CDNnDlTt9xyS7fpp0yZon379umpp57qeOyMM87Q2LFjtWjRIknSpZdeqh49eugXv/hFTivR0tKiiooKfbbXpSouKEn4W2H/vjnNk19uso9iEk7sC97IZv9JduB7yGrTC/uXqLm5WeXl7n1WUcn+ztj2uyPno4V9wH1kv33psl9yJv+l6G7/5Dyiuu17KZfs9yr3bV1B1NbWpnXr1qmmpubIDAoLVVNTo/r6+qTPqa+vT5hekmprazumj8Vievrpp3XyySertrZWn/zkJ1VdXa1ly5bZXBVnEY728H6FF5+t+0x/j4OY/YwiO4/3A4iWIGa/kwo/bIlU7kVtfQEkZ6tBtGvXLrW3t6uysjLh8crKSjU0NCR9TkNDQ9rpd+7cqb179+ruu+/Weeedp+eee04XXnihvvzlL+ull15KOs/W1la1tLQk/Esln5MEQjI7vE9AuAUx+51Cvh3G+wA4z/T9KsrZ31kUGidhXz/Yw/bgLtPf32K/FyAWi0mSvvSlL+mb3/ymJGns2LFavXq1Fi1apMmTJ3d7zrx583TXXXd5snyFH7ZwmV0apm/ggOmiug+Znv2dRbkORHX7xGFR3vbdFtV9K0jZ31UY94eobocAUrN1BVG/fv1UVFSkxsbGhMcbGxtVVVWV9DlVVVVpp+/Xr5+Ki4s1YsSIhGlOPfXUlL9mMGfOHDU3N3f82759u53VsC0KIwe54D2JDj7raItq9ncWtToQtfUF0B3Z3108G4Ocj2FYB7iP7cMdQXhfbTWISkpKNG7cOK1cubLjsVgsppUrV2rixIlJnzNx4sSE6SVpxYoVHdOXlJRo/PjxevvttxOmeeeddzRkyJCk8ywtLVV5eXnCPy8E4QP1AkUlmvjMnReU9zTq2d9Z2PMv7OsH+9genBeU95TsTy9IeUlTCEC2bN9iNmvWLE2fPl2nn366JkyYoAULFmjfvn268sorJUnTpk3TwIEDNW/ePEnSDTfcoMmTJ2v+/Pk6//zztWTJEr322mtavHhxxzxnz56tKVOm6KyzztI555yj5cuX63e/+51efPFFZ9bSQWG8vNQOCgvgjKDtS1HP/q7in19Y6kHQtkd4K+rHPlEWxOyPNX3o2C+ZZaNrfpqyr5DryBfZ76yg7JO2G0RTpkxRU1OT7rjjDjU0NGjs2LFavnx5xxfSbdu2TYWFRy5MmjRpkh599FHddtttuvXWWzVs2DAtW7ZMo0aN6pjmwgsv1KJFizRv3jxdf/31OuWUU/T444/rzDPPdGAVnRe2E4NsBGWDhrsoFM4I4v4UxOz34iQh6PUgiNsiEGR29zknfpExH0HMfr/50TAiy+EWjv2dEaTsL7Asy/Lt1R3S0tKiiooKfbbXpSouKOn2d7dPEMK601BskEpYt3kv5LpfpSoUh6w2vbB/iZqbm4257N4rmbJfcj//kzF5/yDXkQ+Tt+0gyGX/I/u7MzX7nRLrW05Wwyhkf36cyn6vct/3XzHzgtujyJ0/9DDsQBQlZMJoQm7Yt6LBpNsN2ObgJLI/d+yLyBbbCkxD9ucuiPtzJBpEXgrq7QZB3HjhL4oFkJ1U+erk/kOGwytBPc7xE/sngKAj++0LavbTIHKJSSPIqQR1o4U5aBJlh30NybBdIMjI/+ywnwMIE7I/O0HOfhpEHkm2kXi1cwV5A4X5GFFIj/0PQFhxopAa2Q8grMj+9IKe/zSIfJTNxpNp5wv6BojwoFGUiH0TQBSQ/d2R//7z+qfugagh+5NzIv/9/vVKGkSG4yADQUPBcH6/9btQBBknCYA3yP7DnMx/sh+A6cj+w8J0zh6ZBhEnCYC3olgwwlQcACAXZD8ARE8Us18KZ/5HpkEEwB9RKBhhLA4AkI8oZL9E/gNAZ2R/8NEgAuCJzkEahqIR5sIAAE4JW/ZL5H9QcPcA4J+wNoqikP80iAB4LqgnDFEoCgDglqBmv0T+A0Augpz7cVHLfxpEAHzVNXRNKh5RKwhhxSgyYB6Ts1/yP//5gmoAYWN67nfmVw0wIfsj1SDiJAEwX7pAdquQ+H0ikI4JhQIA3JYqh704gTC5BgBAWCXLXr+aRtSBIyLVIAIQbIQ3AEQLuY98MDgMBItbA8XUkuzRIAIAhB4nCQAAAMFFk8cbhX4vAAAAAAAAQFSZ8rUSkWsQmfLGA0Am5BUARA/Z7yzeTwDIXuQaRACAaOIkAQAAAEiNBhEAAAAAAIAPTBrEjGSDyKQPAACSIacAIHrIfnfwvgJAdiLZIAIARBMnCQAAAEByNIgAAAAAAAA8ZtrgZWQbRKZ9EAAQRz4BQPSQ/e7i/QWAzCLbIAIARBMnCQAAAEB3kW4QcZIAAAAARAPH/gBMYmImRbpBBACmMbFQhBHvMwCTkEne4b0GgNQi3yCiSAAAAAAAgKiLfIMIABBNDBAAMAFZ5D3ecwB+MzWHaBDJ3A8HQLSQRd7jPQcAAAAOo0EEAAagUQEA0UP2+4f3HoBfTM4fGkQfM/lDAgC4h/wHgGgi/wF4zfTcoUHUiekfFoBwInsAIHrIfgCAaWgQAQAijxM1AIgm8h+AV4KQNzSIugjChwYgPMgcc/BZAPAKeWMWPg8AOIwGURIUCQBeIGvMw2cCwG3kjJn4XAC4KSgZQ4MohaB8gAAAZ5H/ANxCvpiNzweAG4KULTk1iBYuXKihQ4eqrKxM1dXVWrt2bdrply5dquHDh6usrEyjR4/WM888k3Laa665RgUFBVqwYEEui+aoIH2QAIIliPkSleyXgvn5AIAbopT9EvkPwFlByxTbDaLHHntMs2bN0ty5c7V+/XqNGTNGtbW12rlzZ9LpV69eralTp2rGjBnasGGD6urqVFdXp82bN3eb9re//a1eeeUVDRgwwP6auCRoHygA8wUxV6KW/VIwPycA5gpipkQx+6XDn1UQPy8AZglijthuEN1777266qqrdOWVV2rEiBFatGiRevXqpYceeijp9D/60Y903nnnafbs2Tr11FP17//+7/r0pz+tBx54IGG6HTt2aObMmfrlL3+pHj165LY2LgniBwvATEHNkyhmvxTczwuAWYKaJVHN/rigfm4AkCtbDaK2tjatW7dONTU1R2ZQWKiamhrV19cnfU59fX3C9JJUW1ubMH0sFtMVV1yh2bNna+TIkXYWyTMUCAD5CmqORDn7peB+bgDMENQMiXr2xwX18wPgr6BmR7GdiXft2qX29nZVVlYmPF5ZWam33nor6XMaGhqSTt/Q0NDx39///vdVXFys66+/PqvlaG1tVWt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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(14, 3))\n", "for ax, par, u in zip(axs, dataset.params[:3], dataset.snapshots['mag(v)'][:3]):\n", " ax.tricontourf(dataset.triang, u, levels=16)\n", " ax.set_title(f'$u$ field for $\\mu$ = {par[0]:.4f}')\n", "fig, axs = plt.subplots(1, 3, figsize=(14, 3))\n", "for ax, par, u in zip(axs, dataset.params[:3], dataset.snapshots['p'][:3]):\n", " ax.tricontourf(dataset.triang, u, levels=16)\n", " ax.set_title(f'$p$ field for $\\mu$ = {par[0]:.4f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train the model we only need the snapshots for the two parameters. In order to be able to work with the snapshots in **PINA** we first need to assure they're in a compatible format, hence why we start by casting them into `LabelTensor` objects:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "'''velocity magnitude data, 5041 for each snapshot'''\n", "u=torch.tensor(dataset.snapshots['mag(v)']).float() \n", "u = LabelTensor(u, labels=[f's{i}' for i in range(u.shape[1])])\n", "'''pressure data, 5041 for each snapshot'''\n", "p=torch.tensor(dataset.snapshots['p']).float()\n", "p = LabelTensor(p, labels=[f's{i}' for i in range(p.shape[1])])\n", "'''mu corresponding to each snapshot'''\n", "mu=torch.tensor(dataset.params).float()\n", "mu = LabelTensor(mu, labels=['mu'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of our training is to be able to predict the solution for new test parameters. The first thing we need to do is validate the accuracy of the model, and in order to do so we split the 300 snapshots in training and testing dataset. In the example we set the training `ratio` to 0.9, which means that 90% of the total snapshots is used for training and the remaining 10% for testing." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "'''number of snapshots'''\n", "n = u.shape[0]\n", "'''training over total snapshots ratio and number of training snapshots'''\n", "ratio = 0.9 \n", "n_train = int(n*ratio)\n", "'''split u and p data'''\n", "u_train, u_test = u[:n_train], u[n_train:] #for mag(v)\n", "p_train, p_test = p[:n_train], p[n_train:] #for p\n", "'''split snapshots'''\n", "mu_train, mu_test = mu[:n_train], mu[n_train:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now proceed by defining the model we intend to use. We inherit from the `torch.nn.Module` class, but in addition we require a `pod_rank` for the POD part and a function `rbf_kernel` in order to perform the RBF part:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class PODRBF(torch.nn.Module):\n", " \"\"\"\n", " Proper orthogonal decomposition with Radial Basis Function interpolation model.\n", " \"\"\"\n", " def __init__(self, pod_rank, rbf_kernel):\n", " \n", " super().__init__()\n", " self.pod = PODBlock(pod_rank)\n", " self.rbf = RBFBlock(kernel=rbf_kernel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We complete our model by adding two crucial methods. The first is `forward`, and it expands the input POD coefficients. After being expanded the POD layer needs to be fit, hence why we add a `fit` method that gives us the POD basis (current **PINA** default is by performing truncated Singular Value Decomposition). The same method then uses the basis to fit the RBF interpolation. Overall, the completed class looks like this:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "class PODRBF(torch.nn.Module):\n", " \"\"\"\n", " Proper orthogonal decomposition with Radial Basis Function interpolation model.\n", " \"\"\"\n", " def __init__(self, pod_rank, rbf_kernel):\n", " \n", " super().__init__()\n", " self.pod = PODBlock(pod_rank)\n", " self.rbf = RBFBlock(kernel=rbf_kernel)\n", "\n", " def forward(self, x):\n", " \"\"\"\n", " Defines the computation performed at every call.\n", " :param x: The tensor to apply the forward pass.\n", " :type x: torch.Tensor\n", " :return: the output computed by the model.\n", " :rtype: torch.Tensor\n", " \"\"\"\n", " coefficients = self.rbf(x)\n", " return self.pod.expand(coefficients)\n", " def fit(self, p, x):\n", " \"\"\"\n", " Call the :meth:`pina.model.layers.PODBlock.fit` method of the\n", " :attr:`pina.model.layers.PODBlock` attribute to perform the POD,\n", " and the :meth:`pina.model.layers.RBFBlock.fit` method of the\n", " :attr:`pina.model.layers.RBFBlock` attribute to fit the interpolation.\n", " \"\"\"\n", " self.pod.fit(x)\n", " self.rbf.fit(p, self.pod.reduce(x))\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've built our class, we can fit the model and ask it to predict the parameters for the remaining snapshots. We remember that we don't need to train the model, as it doesn't involve any learnable parameter. The only things we have to set are the rank of the decomposition and the radial basis function (here we use thin plate). Here we focus on predicting the magnitude of velocity:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "'''create the model'''\n", "pod_rbfu = PODRBF(pod_rank=20, rbf_kernel='thin_plate_spline')\n", "\n", "'''fit the model to velocity training data'''\n", "pod_rbfu.fit(mu_train, u_train)\n", "\n", "'''predict the parameter using the fitted model'''\n", "u_train_rbf = pod_rbfu(mu_train)\n", "u_test_rbf = pod_rbfu(mu_test)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we can calculate the relative error for our model:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error summary for POD-RBF model:\n", " Train: 8.186904e-03\n", " Test: 5.140561e-02\n" ] } ], "source": [ "relative_u_error_train = torch.norm(u_train_rbf - u_train)/torch.norm(u_train)\n", "relative_u_error_test = torch.norm(u_test_rbf - u_test)/torch.norm(u_test)\n", "\n", "print('Error summary for POD-RBF model:')\n", "print(f' Train: {relative_u_error_train.item():e}')\n", "print(f' Test: {relative_u_error_test.item():e}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results are promising! Now let's visualise them, comparing four random predicted snapshots to the true ones:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "idx = torch.randint(0, len(u_test), (4,))\n", "u_idx_rbf = pod_rbfu(mu_test[idx])\n", "fig, axs = plt.subplots(3, 4, figsize=(14, 10))\n", "\n", "relative_u_error_rbf = np.abs(u_test[idx] - u_idx_rbf.detach())\n", "relative_u_error_rbf = np.where(u_test[idx] < 1e-7, 1e-7, relative_u_error_rbf/u_test[idx])\n", " \n", "for i, (idx_, rbf_, rbf_err_) in enumerate(\n", " zip(idx, u_idx_rbf, relative_u_error_rbf)):\n", " axs[0, i].set_title('Prediction for ' f'$\\mu$ = {mu_test[idx_].item():.4f}')\n", " axs[1, i].set_title('True snapshot for ' f'$\\mu$ = {mu_test[idx_].item():.4f}')\n", " axs[2, i].set_title('Error for ' f'$\\mu$ = {mu_test[idx_].item():.4f}')\n", "\n", " cm = axs[0, i].tricontourf(dataset.triang, rbf_.detach()) # POD-RBF prediction\n", " plt.colorbar(cm, ax=axs[0, i])\n", " \n", " cm = axs[1, i].tricontourf(dataset.triang, u_test[idx_].flatten()) # Truth\n", " plt.colorbar(cm, ax=axs[1, i])\n", "\n", " cm = axs[2, i].tripcolor(dataset.triang, rbf_err_, norm=matplotlib.colors.LogNorm()) # Error for POD-RBF\n", " plt.colorbar(cm, ax=axs[2, i])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overall we have reached a good level of approximation while avoiding time-consuming training procedures. Let's try doing the same to predict the pressure snapshots:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error summary for POD-RBF model:\n", " Train: 5.242423e-02\n", " Test: 2.334622e+06\n" ] } ], "source": [ "'''create the model'''\n", "pod_rbfp = PODRBF(pod_rank=20, rbf_kernel='thin_plate_spline')\n", "\n", "'''fit the model to pressure training data'''\n", "pod_rbfp.fit(mu_train, p_train)\n", "\n", "'''predict the parameter using the fitted model'''\n", "p_train_rbf = pod_rbfp(mu_train)\n", "p_test_rbf = pod_rbfp(mu_test)\n", "\n", "relative_p_error_train = torch.norm(p_train_rbf - p_train)/torch.norm(p_train)\n", "relative_p_error_test = torch.norm(p_test_rbf - p_test)/torch.norm(p_test)\n", "\n", "print('Error summary for POD-RBF model:')\n", "print(f' Train: {relative_p_error_train.item():e}')\n", "print(f' Test: {relative_p_error_test.item():e}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately here we obtain a very high relative test error, although this is likely due to the nature of the available data. Looking at the plots we can see that the pressure field is subject to high variations between subsequent snapshots, especially here: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(14, 6))\n", "for ax, par, u in zip(axs.ravel(), dataset.params[66:72], dataset.snapshots['p'][66:72]):\n", " cm = ax.tricontourf(dataset.triang, u, levels=16)\n", " plt.colorbar(cm, ax=ax)\n", " ax.set_title(f'$p$ field for $\\mu$ = {par[0]:.4f}')\n", "plt.tight_layout()\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or here:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(14, 6))\n", "for ax, par, u in zip(axs.ravel(), dataset.params[98:104], dataset.snapshots['p'][98:104]):\n", " cm = ax.tricontourf(dataset.triang, u, levels=16)\n", " plt.colorbar(cm, ax=ax)\n", " ax.set_title(f'$p$ field for $\\mu$ = {par[0]:.4f}')\n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scrolling through the velocity snapshots we can observe a more regular behaviour, with no such variations in subsequent snapshots. Moreover, if we decide not to consider the abovementioned \"problematic\" snapshots, we can already observe a huge improvement:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error summary for POD-RBF model:\n", " Train: 3.663579e-02\n", " Test: 1.704214e-01\n" ] } ], "source": [ "'''excluding problematic snapshots'''\n", "data = list(range(300))\n", "data_to_consider = data[:67] + data[71:100] + data[102:]\n", "'''proceed as before'''\n", "newp=torch.tensor(dataset.snapshots['p'][data_to_consider]).float()\n", "newp = LabelTensor(newp, labels=[f's{i}' for i in range(newp.shape[1])])\n", "\n", "newmu=torch.tensor(dataset.params[data_to_consider]).float()\n", "newmu = LabelTensor(newmu, labels=['mu'])\n", "\n", "newn = newp.shape[0]\n", "ratio = 0.9 \n", "new_train = int(newn*ratio)\n", "\n", "new_p_train, new_p_test = newp[:new_train], newp[new_train:] \n", "\n", "new_mu_train, new_mu_test = newmu[:new_train], newmu[new_train:]\n", "\n", "new_pod_rbfp = PODRBF(pod_rank=20, rbf_kernel='thin_plate_spline')\n", "\n", "new_pod_rbfp.fit(new_mu_train, new_p_train)\n", "\n", "new_p_train_rbf = new_pod_rbfp(new_mu_train)\n", "new_p_test_rbf = new_pod_rbfp(new_mu_test)\n", "\n", "new_relative_p_error_train = torch.norm(new_p_train_rbf - new_p_train)/torch.norm(new_p_train)\n", "new_relative_p_error_test = torch.norm(new_p_test_rbf - new_p_test)/torch.norm(new_p_test)\n", "\n", "print('Error summary for POD-RBF model:')\n", "print(f' Train: {new_relative_p_error_train.item():e}')\n", "print(f' Test: {new_relative_p_error_test.item():e}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What's next?\n", "\n", "Congratulations on completing the **PINA** tutorial on building and using a custom POD class! Now you can try:\n", "\n", "1. Varying the inputs of the model (for a list of the supported RB functions look at the `rbf_layer.py` file in `pina.layers`)\n", "\n", "2. Changing the POD model, for example using Artificial Neural Networks. For a more in depth overview of POD-NN and a comparison with the POD-RBF model already shown, look at [Tutorial: Reduced order model (POD-RBF or POD-NN) for parametric problems](https://colab.research.google.com/github/mathLab/PINA/blob/master/tutorials/tutorial9/tutorial.ipynb)\n", "\n", "3. Building your own classes or adapt the one shown to other datasets/problems" ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }