{ "cells": [ { "cell_type": "markdown", "id": "16bf6699-53fd-4d92-b0df-da2bb3ee578b", "metadata": {}, "source": [ "# Example: Spectral Analysis - Part 1/2\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 09/07/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "ae78d9b5-a401-4b7d-b5e4-f271551abcd3", "metadata": {}, "source": [ "## Introduction\n", "\n", "In this example, we explore:\n", "\n", "- Part I: The development of models similar to dynamic mode decomposition (DMD)\n", "- Part II: The spectral analysis of such models, including the eigenvalues, eigenmodes, etc." ] }, { "cell_type": "markdown", "id": "c786f816-473d-41d9-af77-1c233b3ca3dc", "metadata": {}, "source": [ "Specifically, we consider the well-known Van der Pol oscillator,\n", "\n", "$$\n", "\\ddot{s} - \\mu(1-s^2)\\dot{s} + s = 0\n", "$$\n", "\n", "which exhibits limit cycle oscillation (LCO) for $\\mu>0$.\n", "\n", "Basic analysis of the dynamical system would start with rewriting the dynamics in state space form, $\\dot{x} = f(x)$ with $x=[x,\\dot{x}]$, then linearize at the fixed point, and compute the eigenvalues to check stability.\n", "\n", "A bit more sophisticated analysis would consider the limit cycle of the system, linearize around this orbit, and find the Floquet exponent to determine the stability of the LCO.\n", "\n", "The above two approaches are only valid near the equilibrium (either fixed point or limit cycle). Here what we consider is a Koopman approach, that technically can characterize the dynamics beyond the linearized region (if learned well from data).\n", "\n", "In the first part of this example, we show how to learn such models; this is based on functionalities already presented in previous examples, but with a few more tweaks. Then, in the following part, we show how to analyze such models, using another module in DyMAD." ] }, { "cell_type": "markdown", "id": "018e0ee4-6b60-4de0-9fd2-8f1dbd52560e", "metadata": {}, "source": [ "## Preparation\n", "\n", "As usual, a bunch of imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "b86e3fba-f1d8-4c23-ae30-45aa6b8e70b0", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import copy\n", "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.integrate as spi\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.models import DKBF, KBF\n", "from dymad.training import LinearTrainer, StackedTrainer\n", "from dymad.utils import plot_trajectory, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "e2c31887-082d-4dcc-8435-94d2c659487d", "metadata": {}, "source": [ "Then define the dynamics" ] }, { "cell_type": "code", "execution_count": 2, "id": "b4c58820-75e0-45d5-bd2d-4384e87ae172", "metadata": {}, "outputs": [], "source": [ "SEED = 7\n", "np.random.seed(SEED)\n", "torch.manual_seed(SEED)\n", "\n", "B = 500 # Total number of trajectories\n", "N = 81 # Length of trajectory\n", "t_grid = np.linspace(0, 8, N)\n", "dt = t_grid[1] - t_grid[0]\n", "\n", "mu = 1.0\n", "def f(t, x):\n", " _x, _y = x\n", " dx = np.array([\n", " _y,\n", " mu * (1-_x**2)*_y - _x\n", " ])\n", " return dx\n", "g = lambda t, x: x # Observing full states" ] }, { "cell_type": "markdown", "id": "91bf91a2-c353-427a-ab46-37c0b6b59ffb", "metadata": {}, "source": [ "One thing new here is that we would like to sample around the limit cycle, so that the model is more accurate in capturing the characteristics of the LC.\n", "\n", "To do so, we first sample a reference trajectory of LC, by running a long simulation and retaining the last portion." ] }, { "cell_type": "code", "execution_count": 3, "id": "3ec469fe-c560-43ed-87b8-747f2f869c32", "metadata": {}, "outputs": [], "source": [ "_Nt = 161\n", "_ts = np.linspace(0, 40.0, 8*_Nt)\n", "_res = spi.solve_ivp(f, [0,_ts[-1]], [2,2], t_eval=_ts)\n", "_ref = _res.y[:,-240:].T" ] }, { "cell_type": "markdown", "id": "ccaad2ee-a52c-4ef9-b3cd-f7d8c0c11bcd", "metadata": {}, "source": [ "Then we use the `perturb` mode in the sampler, that randomly picks a point in the reference trajectory, and adds perturbation to that point to produce an initial condition. After sampling we plot the trajectories to verify their distributions, where the black dashed line is the reference (i.e., the LC)." ] }, { "cell_type": "code", "execution_count": null, "id": "30cc021e-b21b-4ca6-bbf3-2d75bfd2eb34", "metadata": {}, "outputs": [], "source": [ "\"\"\"sa_data.yaml\n", "dims:\n", " states: 2\n", " inputs: 0\n", " observations: 2\n", "\n", "solver:\n", " method: RK45\n", " rtol: 1.0e-6\n", " atol: 1.0e-6\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 5, "id": "0580706a-a351-4635-8cd2-518f01ca22ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "db = 0.4\n", "smpl = {'x0': {\n", " 'kind': 'perturb',\n", " 'params': {'bounds': [-db, db], 'ref': _ref}}\n", " }\n", "sampler = TrajectorySampler(f, g, config='sa_data.yaml', rng=SEED, config_mod=smpl)\n", "ts, xs, ys = sampler.sample(t_grid, batch=B, save='./data/sa.npz')\n", "\n", "for i in range(B):\n", " plt.plot(ys[i, :, 0], ys[i, :, 1])\n", "plt.plot(_ref[:,0], _ref[:,1], 'k--', linewidth=2);" ] }, { "cell_type": "markdown", "id": "3de53353-06be-4bd1-8336-299e66291d99", "metadata": {}, "source": [ "## Model Definitions\n", "\n", "As usual, start with a YAML file giving the basic configuration," ] }, { "cell_type": "code", "execution_count": null, "id": "5f78c2ba-5158-400b-b6bc-d705d8a65afa", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "data:\n", " path: './data/sa.npz'\n", " n_samples: 500\n", " n_steps: 81\n", " split_seed: 7\n", " double_precision: true\n", "\n", "transform_x:\n", " type: \"scaler\"\n", " mode: \"-11\"\n", "\n", "transform_u:\n", " type: \"identity\"\n", "\n", "split:\n", " train_frac: 0.8\n", "\n", "dataloader:\n", " batch_size: 300\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "57ef2e72-c967-4757-a7c4-be2077515a83", "metadata": {}, "source": [ "We will consider 5 model configurations in this example. The first three are equivalent to the DMD formulation, lifting the states up to 9th order polynomials. The differences are\n", "\n", "- No truncation in the least squares step, so the model order is the same as the number of features.\n", "- Standard DMD, that truncates the least squares to rank 15.\n", "- The \"ResDMD\" approach, that computes a full least squares step, and truncates later by the so-called residual criteria. See, e.g., [here](https://www.cambridge.org/core/journals/journal-of-fluid-mechanics/article/residual-dynamic-mode-decomposition-robust-and-verified-koopmanism/67F1513D7E0E182E8094ABCD3E5E94ED)\n", "\n", "The above 3 configurations share the same model dictionary," ] }, { "cell_type": "code", "execution_count": 7, "id": "3640f410-31a7-47d7-93fa-1dbb33cdeba9", "metadata": {}, "outputs": [], "source": [ "trans = [\n", " {\"type\": \"scaler\", \"mode\": \"-11\"},\n", " {\"type\": \"lift\", \"fobs\": \"poly\", \"Ks\": [10, 10]} # New transformation in pre-processing\n", " ]\n", "mdl_kl = {\n", " \"name\" : 'sa_model',\n", " \"encoder_layers\" : 0, # No autoencoding, since already done by lifting\n", " \"decoder_layers\" : 0,\n", " \"koopman_dimension\" : 100,\n", " \"activation\" : \"none\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"predictor_type\" : \"exp\",} # Using matrix exponential for prediction, since the whole model is linear" ] }, { "cell_type": "markdown", "id": "f6a374e8-68b7-4e5e-a399-140655f7e5a6", "metadata": {}, "source": [ "The 3 lifted linear configurations are trained using `LinearTrainer`. In the current DyMAD API, the linear-solve choice is expressed directly in the training config (`method='full'`, `truncated`, or `sako`) rather than through the older nested `ls_update` block.\n", "\n", "> SAKO stands for Spectral Analysis of Koopman Operator, where the core algorithms are from ResDMD." ] }, { "cell_type": "code", "execution_count": 8, "id": "196b1b34-5f69-4c39-8d64-c44216346985", "metadata": {}, "outputs": [], "source": [ "ref = {\n", " \"n_epochs\": 1,\n", " \"save_interval\": 1,\n", " \"load_checkpoint\": False,}\n", "trn_ln = { \n", " \"method\": \"full\"} # No truncation at all\n", "trn_ln.update(ref)\n", "trn_tr = {\n", " \"method\": \"truncated\", # Truncation to rank 15\n", " \"params\": 15}\n", "trn_tr.update(ref)\n", "trn_sa = {\n", " \"method\": \"sako\", # ResDMD, rank 15\n", " \"params\": 15,\n", " \"kwargs\": {\"remove_one\": True}} # Remove the trivial constant mode\n", "trn_sa.update(ref)" ] }, { "cell_type": "markdown", "id": "077640d7-ee73-4b64-beb8-4d6f42408c0d", "metadata": {}, "source": [ "The remaining two model configurations involve autoencoders, assuming a Koopman dimension of 3. One is continuous-time, and the other is discrete-time.\n", "\n", "Current DyMAD exposes the mixed linear-solve plus optimizer workflow explicitly through `phases`, so we use a `StackedTrainer` schedule that alternates a spectral solve with NODE refinement. In continuous-time, the `full_log` solve computes the discrete-time matrix first and then takes its matrix log to recover a continuous-time generator. The approach is effective for lower sampling frequencies, but limited to autonomous systems." ] }, { "cell_type": "code", "execution_count": 9, "id": "2df3f113-3a43-4dca-9c2e-758524dabbb0", "metadata": {}, "outputs": [], "source": [ "mdl_kb = {\n", " \"name\" : 'sa_model',\n", " \"encoder_layers\" : 2,\n", " \"decoder_layers\" : 2,\n", " \"hidden_dimension\" : 64,\n", " \"koopman_dimension\" : 3,\n", " \"activation\" : \"prelu\",\n", " \"weight_init\" : \"xavier_uniform\",\n", " \"predictor_type\" : \"exp\",} # Matrix exponential used in the latent space\n", "\n", "trn_nd = {\n", " \"n_epochs\": 500,\n", " \"save_interval\": 100,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 1e-2,\n", " \"decay_rate\": 0.999,\n", "}\n", "\n", "def _optimizer_phase(cfg):\n", " phase = copy.deepcopy(cfg)\n", " phase.update({\"type\": \"optimizer\", \"trainer\": \"NODE\"})\n", " return phase\n", "\n", "\n", "def _linear_solve_phase(method):\n", " return {\"type\": \"linear_solve\", \"method\": method}\n", "\n", "\n", "def _spectral_schedule(method):\n", " return [\n", " {\n", " \"repeat\": {\n", " \"name\": \"solve_refine\",\n", " \"times\": 10,\n", " \"phases\": [\n", " _linear_solve_phase(method),\n", " _optimizer_phase(trn_nd),\n", " ],\n", " }\n", " },\n", " _linear_solve_phase(method),\n", " ]" ] }, { "cell_type": "markdown", "id": "3e9c9c9a-ea1b-46db-9aad-a69c59430d35", "metadata": {}, "source": [ "## Training and Prediction\n", "\n", "First train the five configurations" ] }, { "cell_type": "code", "execution_count": 10, "id": "c4784600-b9a6-405a-9d0c-3295ae8cf9e2", "metadata": {}, "outputs": [], "source": [ "config_path = 'sa_model.yaml'\n", "\n", "cfgs = [\n", " ('dkbf_ln', DKBF, LinearTrainer, {\"model\": mdl_kl, \"transform_x\" : trans, \"training\" : trn_ln}),\n", " ('dkbf_tr', DKBF, LinearTrainer, {\"model\": mdl_kl, \"transform_x\" : trans, \"training\" : trn_tr}),\n", " ('dkbf_sa', DKBF, LinearTrainer, {\"model\": mdl_kl, \"transform_x\" : trans, \"training\" : trn_sa}),\n", " ('kbf_nd', KBF, StackedTrainer, {\"model\": mdl_kb, \"phases\" : _spectral_schedule('full_log')}),\n", " ('dkbf_nd', DKBF, StackedTrainer, {\"model\": mdl_kb, \"phases\" : _spectral_schedule('full')}),\n", " ]\n", "\n", "IDX = [0, 1, 2, 3, 4]\n", "labels = [cfgs[i][0] for i in IDX]" ] }, { "cell_type": "markdown", "id": "8414d070-02bb-4b74-ad4a-a76cb6e54901", "metadata": {}, "source": [ "> Ignore possible warnings below, that are due to Apple chips." ] }, { "cell_type": "code", "execution_count": 11, "id": "e8cb221f-8a30-40df-802c-91e2f683476c", "metadata": {}, "outputs": [], "source": [ "for i in IDX:\n", " mdl, MDL, Trainer, opt = cfgs[i]\n", " opt[\"model\"][\"name\"] = f\"sa_{mdl}\"\n", " trainer = Trainer(config_path, MDL, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "00eb9dbd-27f9-45cf-bca7-49b5cd9265f4", "metadata": {}, "source": [ "Then predict using one new trajectory to check the performance. The full DMD (`dkbf_ln`) and the two autoencoder models (`dkbf_nd` and `kbf_nd`) perform well. The truncated DMD (`dkbf_tr`) is far off, while ResDMD (`dkbf_sa`) is much better at the same rank. A more detailed comparison among the models will be provided in the next part." ] }, { "cell_type": "code", "execution_count": 12, "id": "ce4ce1f1-99cb-4e46-8e92-ce78446832f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sampler = TrajectorySampler(f, g, config='sa_data.yaml', rng=SEED + 1, config_mod=smpl)\n", "ts, xs, ys = sampler.sample(t_grid, batch=1)\n", "x_data = xs[0]\n", "t_data = ts[0]\n", "\n", "res = [x_data]\n", "for i in IDX:\n", " mdl, MDL, _, _ = cfgs[i]\n", " checkpoint_path = Path(f'sa_{mdl}') / f'sa_{mdl}.pt'\n", " _, prd_func = load_model(MDL, checkpoint_path)\n", " with torch.no_grad():\n", " pred = prd_func(x_data, t_data)\n", " res.append(pred)\n", "\n", "plot_trajectory(np.array(res), t_data, \"SA\", labels=['Truth'] + labels, ifclose=False);" ] } ], "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 }