{ "cells": [ { "cell_type": "markdown", "id": "1865dca9-aa54-4fbe-8a61-c0fab84a006e", "metadata": {}, "source": [ "# Example: Cylinder Flow - Part 3/3\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 10/14/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "b903cd69-d5fd-42c6-89bf-1f14482a6762", "metadata": {}, "source": [ "As the last part of the example, we show some modal analysis results of the previously learned model. The results from linear models coincide with classical DMD analysis, while the nonlinear one show something different." ] }, { "cell_type": "markdown", "id": "a05377c0-a000-44ea-8ed9-1a7d9f5c9db4", "metadata": {}, "source": [ "## Preparation" ] }, { "cell_type": "code", "execution_count": 17, "id": "a2e7cf5d-c415-4831-8d3b-e590e8b58dce", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.linalg as spl\n", "\n", "from dymad.io import load_model\n", "from dymad.models import DKBF, KBF\n", "from dymad.numerics import complex_plot\n", "from dymad.sako import SpectralAnalysis\n", "from dymad.utils import animate, plot_contour, plot_trajectory, setup_logging" ] }, { "cell_type": "markdown", "id": "3778f6cb-fc88-4570-9ce9-a7381d9fcfec", "metadata": {}, "source": [ "Import data and estimate the base frequency." ] }, { "cell_type": "code", "execution_count": 18, "id": "972aa358-8ebe-4b6a-931f-42f05d3cd878", "metadata": {}, "outputs": [], "source": [ "Nx, Ny = 199, 449\n", "dat = np.load('data/cylinder.npz')\n", "t_grid = dat['t']\n", "xs = dat['x']\n", "dt = t_grid[1] - t_grid[0]\n", "\n", "_tmp = xs - np.mean(xs, axis=0)\n", "u, _, _ = spl.svd(_tmp, full_matrices=False)\n", "_tmp = u[:,0] - np.mean(u[:,0])\n", "sp = np.fft.fft(_tmp)\n", "fr = np.fft.fftfreq(len(t_grid))/dt*(2*np.pi)\n", "ii = np.argmax(np.abs(sp))\n", "w0 = np.abs(fr[ii])\n", "wc = np.array([-1,1]) * (1j*w0)\n", "wa = np.exp(wc*dt)" ] }, { "cell_type": "markdown", "id": "25e50753-6439-4945-b645-397360bd3231", "metadata": {}, "source": [ "Instantiate the four Koopman models from the previous part. Here the `SpectralAnalysis` class, introduced in earlier examples, is used." ] }, { "cell_type": "code", "execution_count": null, "id": "4b5e869a-758b-4848-8a8a-f88bf92e9e5b", "metadata": {}, "outputs": [], "source": [ "sact = SpectralAnalysis(KBF, 'kp_kbf_node.pt', dt=dt, reps=1e-10, etol=1e-12, remove_one=False)\n", "sand = SpectralAnalysis(DKBF, 'kp_dkbf_ln.pt', dt=dt, reps=1e-10, etol=1e-12, remove_one=False)\n", "saae = SpectralAnalysis(DKBF, 'kp_dkbf_ae.pt', dt=dt, reps=1e-10, etol=1e-12, remove_one=False)\n", "sadm = SpectralAnalysis(DKBF, 'kp_dkbf_dm.pt', dt=dt, reps=1e-10, etol=1e-12, remove_one=False)\n", "\n", "sas = [sact, sand, saae, sadm]\n", "lbs = ['CT-ND', 'DT-LN', 'DT-AE', 'DT-DM']\n", "Nsa = len(sas)" ] }, { "cell_type": "markdown", "id": "399ad268-04fe-4ba8-a9bf-000fc4fab2c9", "metadata": {}, "source": [ "## Results\n", "\n", "### Eigenvalues and pseudospectra\n", "\n", "The plotting of eigenvalues and pseudospectra has been introduced before, and here we use it as sanity check. All models give reasonable predictions:\n", "\n", "- The continuous-time and discrete-time linear models (CT-ND and DT-LN) all produce 13 eigenvalues, which are approximately the integer multiples of the reference frequency. There is a zero eigenvalue for the constant offset in the dynamics.\n", "- The nonlinear models (DT-AE and DT-DM) obtains 3 eigenvalues as designed, and both capture the base frequency. In DT-AE there is a spurious decaying mode, while in DT-DM the zero eigenvalue is due to a constant-valued embedding in Diffusion Map.\n", "- In the pseudospectra, dotted lines are directly computed from the identified system matrix, while the solid lines are from the data-driven estimation. The latter \"carves out\" the portion of pseudospectra that is relevant to data." ] }, { "cell_type": "code", "execution_count": 26, "id": "701afbb9-1809-4a29-b198-f272ab5a6de4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Eigenvalues\n", "MRK = 15\n", "f, ax = plt.subplots(ncols=Nsa, sharey=True, figsize=(15,5))\n", "for _i in range(Nsa):\n", " f, ax[_i], _ls = sas[_i].plot_eigs(fig=(f, ax[_i]), plot_filt=None)\n", " _l, = ax[_i].plot(wa.real, wa.imag, 'kx', markersize=MRK)\n", " ax[_i].set_title(f'{lbs[_i]}\\nMax res: {sas[_i]._res[-1]:4.3e}')\n", " ax[_i].legend(_ls+[_l], [lbs[_i], \"Truth\"], loc=1)\n", "\n", "# Pseudospectra\n", "_x = np.linspace(-1.3, 1.3, 51)\n", "gg = np.vstack([_x, _x])\n", "rng = np.array([0.1, 0.25])\n", "\n", "# Predicted\n", "pss, psk = [], []\n", "for _s in sas:\n", " grid, _pss = _s.estimate_ps(gg, mode='disc', method='standard', return_vec=False)\n", " grid, _psk = _s.estimate_ps(gg, mode='disc', method='sako', return_vec=False)\n", " pss.append((grid, _pss))\n", " psk.append((grid, _psk))\n", "\n", "for _i in range(Nsa):\n", " grid, _pss = pss[_i]\n", " grid, _psk = psk[_i]\n", " f, ax[_i] = complex_plot(grid, 1/_pss, rng, fig=(f, ax[_i]), mode='line', lwid=2, lsty='dotted')\n", " f, ax[_i] = complex_plot(grid, 1/_psk, rng, fig=(f, ax[_i]), mode='line', lwid=1)" ] }, { "cell_type": "markdown", "id": "98c44951-725e-4e9e-9e6b-73a6cd704566", "metadata": {}, "source": [ "### Spatial modes\n", "\n", "A typical product from DMD is the modes, that reveal coherent patterns in the spatiotemporal dynamics at individual frequencies. `SpectralAnalysis` provides this functionality via `eval_eigmode_jac`, that evaluates the modes, and `plot_eigjac_contour`, that wraps the former and plot the modes.\n", "\n", "> The notion of `jac` will be clear in the next section.\n", "\n", "Below we plot the first 3 modes from the two linear models (CT-ND and DT-LN). Since the modes are in conjugate pairs, we take every other modes, and plot the real and imaginary components - they look like the usual DMD modes. We also plot the amplitude and phase of the modes as a reference.\n", "\n", "- CT-ND and DT-LN differ slightly, because the conjugate pairs are equivalent up to rotation.\n", "- In conventional CT-ND, one would compute $\\dot{z}$ by finite difference and linear regress to find the system matrix. This would not produce accurate modes and predictions. Our approach uses NODE training to reduce trajectory error, and this is how we can obtain correct modes." ] }, { "cell_type": "code", "execution_count": 21, "id": "3c168e59-45f1-445c-b9b1-be0da5d6c737", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(2):\n", " f, ax = plt.subplots(nrows=3, ncols=4, figsize=(12,4))\n", " sas[i].plot_eigjac_contour(\n", " eig='mode', # Plot the eigenmodes\n", " lam='dt', # Show discrete-time eigenvalues\n", " comp='ria', # Show real, imag, amplitude components\n", " idx=[2,4,6], # Show Modes 2, 4, 6\n", " shape=(Nx, Ny), # For reshaping into 2D arrays for contours\n", " contour_args={\n", " \"axes\":(f, ax[:,:3]), # Plot results in the first 3 columns of axes\n", " \"colorbar\":True,\n", " \"mode\":'contourf'})\n", " sas[i].plot_eigjac_contour( # Plotting phase separately due to different range\n", " eig='mode', lam='dt', comp='p', # p for phase\n", " idx=[2,4,6], shape=(Nx, Ny),\n", " contour_args={\n", " \"axes\":(f, ax[:,3].reshape(-1,1)), # Plot results in the last column of axes\n", " \"colorbar\":True, \"mode\":'contourf'})\n", " for _a in ax.flatten():\n", " _a.set_axis_off()" ] }, { "cell_type": "markdown", "id": "c2fff8da-f44a-4ee7-a3b7-d9b0fb5d7fbd", "metadata": {}, "source": [ "### Tangent modes\n", "\n", "In the nonlinear models (DT-AE and DT-DM), the observations are transformed nonlinearly into the latent space:\n", "\n", "- In DT-AE, the nonlinearity is the autoencoder, that is inside the trained model and learned during the training\n", "- In DT-DM, the nonlinearity is the Diffusion Map, that is in the Data Transform stage and determined before training\n", "\n", "Nevertheless, in `DyMAD` they are treated in a unified manner, and we extract the tangent modes that are equivalent to the usual modes when the transformation is linear. The technical details are explained below, but one can skip for the first time reading." ] }, { "cell_type": "markdown", "id": "9e7a7465-128a-4f0b-aa24-a50a4ceb0313", "metadata": {}, "source": [ "**Technical details:** Write the model as\n", "\n", "$$\n", "z=\\phi(x),\\quad \\dot{z}=Az,\\quad x=\\psi(z)\n", "$$\n", "\n", "with eigendecomposition $A=U\\Lambda W^\\top$, and $\\phi$ and $\\psi$ can involve the data transforms in preprocessing as well as the autoencoder.\n", "\n", "The solution can be written as $z(t)=Uc(t)$; here $c(t)$ are time-varying modal coordinates that are determined by the initial conditions and eigenvalues. In data space, the solution is $x(t)=\\psi(Uc(t))$.\n", "\n", "- If $\\psi$ were linear, e.g., $\\psi(x)=Qx$, then $x(t)=QUc(t)$, and the columns of $QU$, $q_i=Qu_i$, are the usual Koopman modes or DMD modes that evolve in time harmonically (i.e., oscillate at single frequency).\n", "- In the nonlinear case, note that at a reference $z_0$\n", "$$\n", "\\dot{x}=\\frac{d}{dt} \\psi(Uc) = \\frac{d\\psi}{dx}\\big|_{z_0}U\\dot{c}\n", "$$\n", "and one can use\n", "$\n", "q_i(z_0) = \\frac{d\\psi}{dx}\\big|_{z_0}u_i\n", "$\n", "as the \"transient\" modes that behave like Koopman modes.\n", "\n", "> Recall $\\frac{d\\psi}{dx}$ has been called the \"backward modes\" in Part 1." ] }, { "cell_type": "markdown", "id": "b20e773f-708a-4a12-9c6f-089062133ff4", "metadata": {}, "source": [ "One can also do something similar with the Koopman eigenfunctions, which are $\\varphi(x) = w_i^\\top z = w_i^\\top \\phi(x)$. They satisfy,\n", "\n", "$$\n", "\\frac{d}{dt} (w_i^\\top z) = w_i^\\top \\dot{z} = w_i^\\top Az = \\lambda_i (w_i^\\top z)\n", "$$\n", "\n", "- If $\\phi$ were linear, e.g., $\\phi(x)=Px$, then the eigenfunctions in data space naturally manifest as \"dual modes\" $p_i = w_i^\\top P$, that maps $x$ to the modal coordinates of Koopman modes. It also tells how one entry of $x$ impact a Koopman mode.\n", "- In the nonlinear case, note that at a reference $x_0$\n", "$$\n", "w_i^\\top \\dot{z}|_{x_0} = w_i^\\top \\frac{d\\phi}{dx}\\big|_{x_0}\\dot{x} \\equiv \\tilde{p}_i(x_0)\\dot{x}\n", "$$\n", "Here $\\tilde{p}_i(x_0)$ can quantify the transient contribution of $\\dot{x}$ to a Koopman mode.\n", "\n", "> Recall $\\frac{d\\phi}{dx}$ has been called the \"forward modes\" in Part 1." ] }, { "cell_type": "markdown", "id": "fc9e74be-3691-4018-9723-d4875de63531", "metadata": {}, "source": [ "**Back to results:** Next we show the nonlinear modes for the two nonlinear models. The function below plots essentially the same thing like before. But since the modes are state-dependent, we pass the reference state to `ref` in `plot_eigjac_contour` and also add a plot of the reference. Lastly for compactness, we only look at the conjugate pair and ignore the zero frequency." ] }, { "cell_type": "code", "execution_count": 33, "id": "10fd0e5b-5dab-4edf-bb95-d354fc495621", "metadata": {}, "outputs": [], "source": [ "def contour_fig(j, fig, ax, eig, IDX=2):\n", " colorbar = j == 0\n", " cs = ax[0,0].contourf(xs[j].reshape(Nx, Ny), vmin=-16, vmax=16, levels=20)\n", " ax[0,0].set_title(f'Step {j}')\n", " if colorbar:\n", " plt.colorbar(cs, ax=ax[0,0])\n", " _, _ = sas[IDX].plot_eigjac_contour(ref = xs[j],\n", " eig=eig, lam='dt', comp='ria', idx=[1,2], shape=(Nx, Ny),\n", " contour_args={\"axes\":(fig,ax[:,1:4]), \"levels\":20, \"colorbar\":colorbar, \"mode\":'contourf'})\n", " _, _ = sas[IDX].plot_eigjac_contour(ref = xs[j],\n", " eig=eig, lam='dt', comp='p', idx=[1,2], shape=(Nx, Ny),\n", " contour_args={\"axes\":(fig,ax[:,4].reshape(-1,1)), \"levels\":20, \"colorbar\":colorbar, \"mode\":'contourf'})\n", " for _a in ax.flatten():\n", " _a.set_axis_off()\n", " return fig, ax" ] }, { "cell_type": "markdown", "id": "65e91d9a-fe59-4838-a899-6672559ecfc4", "metadata": {}, "source": [ "First, DT-AE with autoencoder. Below we show the eigenmodes and eigenfunctions, respectively, at step 40.\n", "\n", "- The eigenmodes correspond approximately to the rate of change in the flow field - a yellow-blue patch indicates the flow direction of a vortex.\n", "- The eigenfunctions highlight the contribution of a location in flow field to the Koopman states." ] }, { "cell_type": "code", "execution_count": 37, "id": "b373c9f4-966d-4375-9394-0cc4d2c6c8f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(16,3))\n", "contour_fig(40, fig, ax, 'mode', IDX=2);" ] }, { "cell_type": "code", "execution_count": 36, "id": "8d6ca8ce-606a-4946-9554-ecd82fbe0c68", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(16,3))\n", "contour_fig(40, fig, ax, 'func', IDX=2);" ] }, { "cell_type": "markdown", "id": "65bf0755-5552-4e31-9162-e59b32ab2dfb", "metadata": {}, "source": [ "Second, DT-DM with Diffusion Map. This time the eigenmodes and eigenfunctions look identical, and both correlate closely to the rate of change in the flow field." ] }, { "cell_type": "code", "execution_count": 41, "id": "bea53cf5-b230-4626-943e-3647a45003c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(16,3))\n", "contour_fig(40, fig, ax, 'mode', IDX=3);" ] }, { "cell_type": "code", "execution_count": 42, "id": "7a9a4f5b-af83-4a43-9655-4cf1e290898e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(16,3))\n", "contour_fig(40, fig, ax, 'func', IDX=3);" ] }, { "cell_type": "markdown", "id": "02857b6f-873a-4738-a6a4-5376564c93fd", "metadata": {}, "source": [ "Lastly, the plots can be animated as below.\n", "\n", "Again, the output is not shown here to save storage, but feel free to try this locally." ] }, { "cell_type": "code", "execution_count": 25, "id": "b7aee967-282d-4f94-adbd-5801edcbdcde", "metadata": {}, "outputs": [], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(16,3))\n", "setup_logging()\n", "animate(lambda i: contour_fig(i, fig, ax, 'mode', IDX=2), filename=f\"vis.mp4\", fps=10, n_frames=len(t_grid))" ] } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }