{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Polynomial chaos Kriging\n", "\n", "We start by defining a problem. Here we borrow the formulation from [uqlab](https://www.uqlab.com/pc-kriging-introduction)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.597173Z", "iopub.status.busy": "2021-05-18T10:57:28.596786Z", "iopub.status.idle": "2021-05-18T10:57:28.606518Z", "shell.execute_reply": "2021-05-18T10:57:28.606796Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 7.035 , -10.8878, -2.1434, -3.4407, 6.9566, 0.4665,\n", " 1.7889, 0.909 , -7.9987, 14.0233])" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy\n", "import chaospy\n", "\n", "distribution = chaospy.Uniform(0, 15)\n", "samples = distribution.sample(10, rule=\"sobol\")\n", "evaluations = samples*numpy.sin(samples)\n", "evaluations.round(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal is to create a so called \"polynomial chaos kriging\" model as defined in [the paper with the same name](https://arxiv.org/abs/1502.03939). We are going to do this using the following steps:\n", "\n", "* Create a pool of orthogonal polynomials using `chaospy`.\n", "* Use `scikit-learn`'s least angular regression model to reduce the pool.\n", "* Use `gstools` to create an universal Kriging model with the orthogonal polynomials as drift terms.\n", "\n", "The result is what is what the paper defines as \"sequential polynomial chaos kriging\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by creating a pool of orthonormal polynomials to be selected from:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.609759Z", "iopub.status.busy": "2021-05-18T10:57:28.609437Z", "iopub.status.idle": "2021-05-18T10:57:28.807228Z", "shell.execute_reply": "2021-05-18T10:57:28.807502Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot\n", "\n", "expansion = chaospy.generate_expansion(9, distribution, normed=True)\n", "\n", "t = numpy.linspace(0, 15, 200)\n", "pyplot.rc(\"figure\", figsize=[15, 6])\n", "pyplot.plot(t, expansion(t).T)\n", "pyplot.axis([0, 15, -3, 3])\n", "pyplot.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As `chaospy` does not support least angular regression, we use the [scikit-learn](https://scikit-learn.org/) implementation.\n", "But still pass the job to `chaospy` to perform the fitting, as it also gives an fitted expansion:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.810270Z", "iopub.status.busy": "2021-05-18T10:57:28.809945Z", "iopub.status.idle": "2021-05-18T10:57:28.885333Z", "shell.execute_reply": "2021-05-18T10:57:28.884996Z" } }, "outputs": [ { "data": { "text/plain": [ "polynomial(0.01*q0**6-0.17*q0**5+1.42*q0**4-5.19*q0**3+5.89*q0**2+4.46*q0-5.32)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LarsCV\n", "\n", "lars = LarsCV(fit_intercept=False, max_iter=5)\n", "pce, coeffs = chaospy.fit_regression(\n", " expansion, samples, evaluations, model=lars, retall=True)\n", "expansion_ = expansion[coeffs != 0]\n", "\n", "pce.round(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the same coefficients can be created from the `lars` model directly, but that does not yield a fitted expansion:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.887865Z", "iopub.status.busy": "2021-05-18T10:57:28.887551Z", "iopub.status.idle": "2021-05-18T10:57:28.901639Z", "shell.execute_reply": "2021-05-18T10:57:28.901339Z" } }, "outputs": [ { "data": { "text/plain": [ "array([ 0.0000e+00, 0.0000e+00, 0.0000e+00, 5.5500e-01, 0.0000e+00,\n", " -1.1415e+00, -5.2567e+00, -2.9271e+00, 0.0000e+00, 4.2000e-03])" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lars = LarsCV(fit_intercept=False, max_iter=5)\n", "lars.fit(expansion(samples).T, evaluations)\n", "expansion_ = expansion[lars.coef_ != 0]\n", "\n", "lars.coef_.round(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This resulted in a reduction of the number of polynomials:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.903838Z", "iopub.status.busy": "2021-05-18T10:57:28.903514Z", "iopub.status.idle": "2021-05-18T10:57:28.912200Z", "shell.execute_reply": "2021-05-18T10:57:28.912459Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of expansion terms total: 10\n", "number of expansion terms included: 5\n" ] } ], "source": [ "print(\"number of expansion terms total:\", len(expansion))\n", "print(\"number of expansion terms included:\", len(expansion_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the number of polynomials reduced, we can create our kriging model.\n", "In this case we use the excellent [gstools](https://geostat-framework.readthedocs.io/) library:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.914974Z", "iopub.status.busy": "2021-05-18T10:57:28.914601Z", "iopub.status.idle": "2021-05-18T10:57:28.970086Z", "shell.execute_reply": "2021-05-18T10:57:28.969775Z" } }, "outputs": [], "source": [ "import gstools\n", "\n", "model = gstools.Gaussian(dim=1, var=1)\n", "pck = gstools.krige.Universal(model, samples, evaluations, list(expansion_))\n", "\n", "pck(samples)\n", "assert numpy.allclose(pck.field, evaluations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For reference, we also create a more traditional universal kriging model with linear drift." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.972560Z", "iopub.status.busy": "2021-05-18T10:57:28.972233Z", "iopub.status.idle": "2021-05-18T10:57:28.982756Z", "shell.execute_reply": "2021-05-18T10:57:28.982453Z" } }, "outputs": [], "source": [ "uk = gstools.krige.Universal(model, samples, evaluations, \"linear\")\n", "uk(samples)\n", "assert numpy.allclose(uk.field, evaluations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly we visually compare the models by plotting the mean and standard deviations against each other:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-05-18T10:57:28.986104Z", "iopub.status.busy": "2021-05-18T10:57:28.985777Z", "iopub.status.idle": "2021-05-18T10:57:29.086545Z", "shell.execute_reply": "2021-05-18T10:57:29.086803Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pck(t)\n", "mu, sigma = pck.field, numpy.sqrt(pck.krige_var)\n", "pyplot.plot(t, mu, label=\"pck\")\n", "pyplot.fill_between(t, mu-sigma, mu+sigma, alpha=0.4)\n", "\n", "uk(t)\n", "mu, sigma = uk.field, numpy.sqrt(uk.krige_var)\n", "pyplot.plot(t, mu, label=\"uk\")\n", "pyplot.fill_between(t, mu-sigma, mu+sigma, alpha=0.4)\n", "\n", "pyplot.plot(t, pce(t), label=\"pce\")\n", "\n", "pyplot.scatter(samples, evaluations, color=\"k\", label=\"samples\")\n", "\n", "pyplot.axis([0, 15, -12, 15])\n", "pyplot.legend(loc=\"upper left\")\n", "pyplot.show()" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "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": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }