{ "cells": [ { "cell_type": "markdown", "id": "402b3eb9-4672-4b02-a3fa-19f5004ce666", "metadata": {}, "source": [ "![CC](https://i.creativecommons.org/l/by/4.0/88x31.png)\n", "\n", "This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/).\n", "\n", "# Higher-order DMD\n", "\n", "Sometimes, it is not possible to approximate the temporal evolution of the state with linear dynamics, e.g., because we only have access to a limited view/observation of the state. In such a scenario, it is still possible to linearize the dynamics by extending the observed state. The higher-order DMD (HODMD), introduced by [Le Clainche et al. (2017)](https://doi.org/10.1137/15M1054924), employs time delay embeddings to extend state. To limit the size increase introduced by the time delays, the data matrix is projected on the first $r$ POD modes before creating the embedding. This notebook reproduces a simple 1D example from the original article (signal (3.5) from section 3.1).\n", "\n", "## Creating the test data" ] }, { "cell_type": "code", "execution_count": 1, "id": "65e38a94-6c9f-4e5e-90af-53c12a8b8c73", "metadata": {}, "outputs": [], "source": [ "from math import sqrt, log\n", "from numpy import pi\n", "import torch as pt\n", "import matplotlib.pyplot as plt\n", "from flowtorch.analysis import DMD, HODMD\n", "\n", "# increase resolution of plots\n", "plt.rcParams['figure.dpi'] = 160" ] }, { "cell_type": "markdown", "id": "564f70f6-b7c8-478e-9a79-8a40465e6237", "metadata": {}, "source": [ "The test signal is defined as (see eq. (3.5)):\n", "$$\n", " f(t) = \\sqrt{1+\\frac{1}{2}\\sin{(t)}\\sin{(\\sqrt{2}t)}}\n", "$$\n", "The two frequencies inherent to the nonlinear system are $1/(2\\pi)$ and $\\sqrt{2}/(2\\pi)$.\n", "We create a dataset consisting of $3000$ samples. The first $2000$ samples are used to compute the DMD, and the remaining data are used for validation. " ] }, { "cell_type": "code", "execution_count": 2, "id": "4e688648-19c3-4534-b33a-dcbbfc3129b2", "metadata": {}, "outputs": [], "source": [ "def test_signal(time):\n", " return pt.sqrt(1 + 0.5*pt.sin(time)*pt.sin((sqrt(2)*time)))" ] }, { "cell_type": "code", "execution_count": 3, "id": "4e9aaa08-720d-4a08-a750-318400c37ab0", "metadata": {}, "outputs": [], "source": [ "n_train, n_val = 2000, 1000\n", "t_end = 32\n", "t_train = pt.linspace(0, t_end, n_train)\n", "dt = t_train[1] - t_train[0]\n", "t_val = pt.linspace(t_end, t_end+n_val*dt, n_val)\n", "f_train = test_signal(t_train)\n", "f_val = test_signal(t_val)" ] }, { "cell_type": "markdown", "id": "599ece07-f613-457c-a379-48df81b3eaea", "metadata": {}, "source": [ "## Comparison of DMD and HODMD\n", "First, we reproduce the results from the original article using DMD and HODMD with the settings suggested in the reference. Since the data come from a scalar signal, the data must be reshaped into a matrix with one row (a row vector)." ] }, { "cell_type": "code", "execution_count": 4, "id": "8e95c507-0f51-4a5a-a47b-95f43c448ab2", "metadata": {}, "outputs": [], "source": [ "dm = f_train.reshape((1, n_train))\n", "dmd = DMD(dm, dt)\n", "hodmd = HODMD(dm[:, :2000], dt, rank_dr=1, rank=27, delay=800)\n", "dmd_val = dmd.predict(f_train[-1].reshape((1, 1)), n_val-1)\n", "hodmd_val = hodmd.predict(dm[:, -800:], n_val-1)" ] }, { "cell_type": "code", "execution_count": 5, "id": "305538c5-9db5-48b1-8564-98da70688aec", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax, = plt.subplots()\n", "\n", "ax.plot(t_train, f_train, c=\"k\", ls=\"-\", label=\"reference\")\n", "ax.fill_between(t_val, 0.7, 1.3, color=\"C0\", alpha=0.2, label=\"validation\")\n", "ax.plot(t_val, f_val, c=\"k\", ls=\"-\")\n", "ax.plot(t_train, dmd.reconstruction.squeeze(), c=\"C1\", ls=\"--\", label=\"DMD\")\n", "ax.plot(t_train, hodmd.reconstruction.squeeze(), c=\"C2\", ls=\"-.\", label=\"HODMD\")\n", "ax.plot(t_val, dmd_val.squeeze(), c=\"C1\", ls=\"--\")\n", "ax.plot(t_val, hodmd_val.squeeze(), c=\"C2\", ls=\"-.\")\n", "\n", "ax.set_xlim(0, t_val[-1])\n", "ax.set_ylim(0.7, 1.3)\n", "ax.legend(ncol=4)\n", "ax.set_xlabel(r\"$t$ in $s$\")\n", "ax.set_ylabel(r\"$f(t)$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "064b585e-44f1-43fc-918d-d474df76a3e4", "metadata": {}, "source": [ "Next, we inspect the frequencies found by the HODMD and compare them to the frequencies used to create the data. As can been in the plot above, the HODMD creates an accurate approximation of the true dynamical system. However, the HODMD finds a different set of more than two frequencies to create the approximation. The two pronounced frequencies with the highest amplitude are distinct from the ones of the underlying nonlinear dynamical system." ] }, { "cell_type": "code", "execution_count": 6, "id": "5a2611a9-6c99-4491-a591-b5442106c92d", "metadata": {}, "outputs": [], "source": [ "fr = hodmd.frequency\n", "pos = fr > 1e-3\n", "fr = fr[pos]\n", "a = hodmd.amplitude[pos].abs()" ] }, { "cell_type": "code", "execution_count": 7, "id": "fd94b072-a784-409c-9905-90b6cfe6d49a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "markerline, stemlines, baseline = ax.stem(fr.numpy(), a.numpy(), basefmt=\"none\", linefmt=f\"k-\", markerfmt=\"x\", label=\"HODMD\")\n", "plt.setp(stemlines, \"linewidth\", 1)\n", "plt.setp(markerline, markersize=6)\n", "ax.axvline(1/(2*pi), c=\"k\", ls=\":\", label=\"nonlinear system\")\n", "ax.axvline(sqrt(2)/(2*pi), c=\"k\", ls=\":\")\n", "ax.set_xlim(0, 1.0)\n", "ax.set_ylim(0)\n", "ax.set_xlabel(r\"$f$ in $Hz$\")\n", "ax.set_ylabel(r\"$|b|$\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5a9eeb40-43ac-4fde-a638-1a72583725e7", "metadata": {}, "source": [ "## Sensitivity to hyperparameters\n", "\n", "For this 1D system, there are only two hyperparameter to tune the HODMD, namely the number of time delays (`delay`) and the number of modes to keep (`rank`). For high-dimensional data, the number of POD modes on which to project the data (`rank_dr`) is an additional degree of freedom. The original reference article suggests using approximately one-third of the number of snapshots as the number of delays, which would be around $d=667$ for the present dataset. To get an intuition for the sensitivity to rank and delay parameters, we perform a parameter study and visualize the error norms for training and validation data. Relative errors larger than $100\\%$ are set to `nan`." ] }, { "cell_type": "code", "execution_count": 8, "id": "ead11fbc-53ba-45a5-a994-c1563e36d1fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Testing configuration 16000/16000" ] } ], "source": [ "delays = list(range(2, 1600, 5))\n", "ranks = list(range(1, 51, 1))\n", "error_map_train = pt.zeros((len(delays), len(ranks)))\n", "error_map_val = pt.zeros((len(delays), len(ranks)))\n", "norm_train, norm_val = f_train.norm(), f_val.norm()\n", "opt_rank = []\n", "count, total = 1, len(delays)*len(ranks)\n", "for i, d in enumerate(delays):\n", " for j, r in enumerate(ranks):\n", " print(f\"\\rTesting configuration {count:4d}/{total:4d}\", end=\"\")\n", " if r <= d:\n", " hodmd = HODMD(dm[:, :2000], dt, rank_dr=1, rank=r, delay=d)\n", " rec_err = hodmd.reconstruction_error.norm() / norm_train\n", " error_map_train[i, j] = rec_err if rec_err < 1.0 else pt.nan\n", " val_err = (f_val - hodmd.predict(dm[:, -d:], n_val-1)).norm() / norm_val\n", " error_map_val[i, j] = val_err if val_err < 1.0 else pt.nan\n", " if r == ranks[0]:\n", " opt_rank.append(hodmd.svd.opt_rank)\n", " else:\n", " error_map_train[i, j] = pt.nan\n", " error_map_val[i, j] = pt.nan\n", " count += 1" ] }, { "cell_type": "markdown", "id": "fccff90e-e425-48a4-89e7-de3958b39d2f", "metadata": {}, "source": [ "The error maps below show the following trends:\n", "- both maps yield qualitatively the same results; the training errors are slightly lower on average\n", "- there exists a range $600 < d < 1200$ and $20 < r < 35$ in which the error is consistenly low\n", "- small values of $r$ lead to larger errors; however, the outcomes are never extreme\n", "- larger values of $r$ lead to extreme outcomes (overfitting); the singular value hard thresholding (SVHT) algorithm consistently yields ranks that are too large (for the present dataset); taking about $50\\%$ of the SVHT rank seems to be a better choice\n", "- increasing the number of time delays reduces the error up to the point that the Hankel matrix's number of columns becomes larger than the number of snapshots; for values of approximately $d>1200$, the error starts to increase again" ] }, { "cell_type": "code", "execution_count": 9, "id": "7f56cbf3-4bea-44c9-a1a7-54a6e03e4829", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, sharey=True)\n", "dd, rr = pt.meshgrid(pt.tensor(delays), pt.tensor(ranks), indexing=\"ij\")\n", "ax1.pcolormesh(dd, rr, error_map_train.log().numpy(), vmin=log(1e-5), vmax=0)\n", "cont2 = ax2.pcolormesh(dd, rr, error_map_val.log().numpy(), vmin=log(1e-5), vmax=0)\n", "plt.colorbar(cont2, ax=(ax1, ax2), label=r\"$\\mathrm{log}(L_2)$\")\n", "ax1.plot(delays, opt_rank, ls=\"--\", c=\"C3\", label=\"opt. rank (SVHT)\")\n", "ax2.plot(delays, opt_rank, ls=\"--\", c=\"C3\")\n", "ax1.legend()\n", "ax1.set_title(\"training error\")\n", "ax2.set_title(\"validation error\")\n", "ax1.set_xlabel(r\"$d$\")\n", "ax2.set_xlabel(r\"$d$\")\n", "ax1.set_ylabel(r\"$r$\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "9bb9b1ee-e208-4005-9de2-cfb8a582dc2d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": 5 }