{ "cells": [ { "cell_type": "markdown", "id": "3b6b86b1", "metadata": {}, "source": [ "# Example: Noisy Data\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 05/08/2026" ] }, { "cell_type": "markdown", "id": "5d6c6541", "metadata": {}, "source": [ "## Introduction\n", "\n", "Most of the other examples assume clean data. But noise appears practically in all real datasets. In this example, we show a workflow in `DyMAD` to deal with noisy data. It merely adds a denoising step in data preprocessing, and then a reasonably good model can still be learned from data." ] }, { "cell_type": "code", "execution_count": 1, "id": "e72c233c", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "WORK_DIR = Path.cwd()" ] }, { "cell_type": "markdown", "id": "ba6398d0", "metadata": {}, "source": [ "## Data Generation\n", "\n", "We use the same synthetic LTI system like some other examples. `DyMAD` provides a handy tool to sample noisy data for testing purposes. The training dataset is generated from clean trajectories, then observation noise is added to the data set.\n", "\n", "The entries in `noise_options` should be self-explanatory. In this example, we just consider the uniform distribution." ] }, { "cell_type": "code", "execution_count": 2, "id": "b25a7580", "metadata": {}, "outputs": [], "source": [ "from dymad.io import DataInterface, load_model\n", "from dymad.models import LTI\n", "from dymad.training import StackedTrainer\n", "from dymad.utils import TrajectorySampler, plot_summary, plot_trajectory\n", "\n", "B = 128\n", "N = 501\n", "t_grid = np.linspace(0, 5, N)\n", "\n", "A = np.array([[0.0, 1.0], [-1.0, -0.1]])\n", "\n", "def f(t, x, u):\n", " return (x @ A.T) + u\n", "\n", "def g(t, x, u):\n", " return x\n", "\n", "config_chr = {\n", " \"control\": {\n", " \"kind\": \"chirp\",\n", " \"params\": {\n", " \"t1\": 4.0,\n", " \"freq_range\": (0.5, 2.0),\n", " \"amp_range\": (0.5, 1.0),\n", " \"phase_range\": (0.0, 360.0),\n", " },\n", " }\n", "}\n", "\n", "config_gau = {\n", " \"control\": {\n", " \"kind\": \"gaussian\",\n", " \"params\": {\"mean\": 0.5, \"std\": 1.0, \"t1\": 4.0, \"dt\": 0.2, \"mode\": \"zoh\"},\n", " }\n", "}\n", "\n", "noise_options = [\n", " {\n", " \"kind\": \"gaussian\",\n", " \"params\": {\"mean\": 0.0, \"std\": 0.1},\n", " },\n", " {\n", " \"kind\": \"laplace\",\n", " \"params\": {\"loc\": [0.0, 0.0], \"scale\": [0.1, 0.1]},\n", " },\n", " {\n", " \"kind\": \"student_t\",\n", " \"params\": {\"df\": [5.0, 5.0], \"loc\": [0.0, 0.0], \"scale\": [0.1, 0.1]},\n", " },\n", " {\n", " \"kind\": \"uniform\",\n", " \"params\": {\"bounds\": [[-0.1, 0.1], [-0.1, 0.1]]},\n", " },\n", "]\n", "\n", "noise_kind = 3\n", "config_noise = noise_options[noise_kind]\n", "DATA_PATH = WORK_DIR / \"data/lti_denoise.npz\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "6c045ade", "metadata": {}, "outputs": [], "source": [ "sampler = TrajectorySampler(\n", " f,\n", " g,\n", " config=\"noise_data.yaml\",\n", " config_mod={**config_chr, \"noise\": config_noise},\n", ")\n", "ts_train, x_train_truth, u_train, x_train_noisy = sampler.sample(t_grid, batch=B)\n", "np.savez_compressed(DATA_PATH, t=ts_train, x=x_train_noisy, u=u_train)" ] }, { "cell_type": "markdown", "id": "c3357dec", "metadata": {}, "source": [ "The saved file contains the noisy observations because that is what the denoise training configs expect. We keep the clean trajectories returned by the sampler in memory so that we can measure how well each denoiser recovers the underlying signal.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "3172437e", "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, sharex=True, figsize=(9, 4))\n", "for i in range(2):\n", " ax[i].plot(ts_train[0], x_train_truth[0, :, i], \"k-\", label=\"Truth\")\n", " ax[i].plot(ts_train[0], x_train_noisy[0, :, i], \"r:\", label=\"Noisy\")\n", " ax[i].set_ylabel(f\"x{i + 1}\")\n", "ax[-1].set_xlabel(\"t\")\n", "ax[0].legend()\n", "fig.suptitle(\"Example training trajectory before denoising\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "41dcf28e", "metadata": {}, "source": [ "## Denoising Algorithms\n", "\n", "In this example we show:\n", "\n", "- **Savitzky-Golay filtering** smooths a signal by sliding a small polynomial fit across the data and evaluating the fitted polynomial at the center of each window. In plain language, it removes noise while trying to preserve local shape, such as peaks and curvature.\n", "- **Kernel smoothing** follows the idea of kernel regression to fit a smooth curve approximating the signal, thereby achieving smoothing. Specifically, we consider two kernels below: Gaussian kernel and a compactly-supported polynomial kernel.\n", "\n", "Below, we use `DataInterface`, so as to isolate the pre-processing of the dataset. Here, the smoothing is used as a data transform step." ] }, { "cell_type": "code", "execution_count": 5, "id": "891a642f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Noisy observation RMSE = 0.057838\n", "Savitzky-Golay RMSE = 0.028660\n", "Gaussian kernel RMSE = 0.020719\n", "Compact polynomial kernel RMSE = 0.021121\n" ] } ], "source": [ "preprocess_cases = [\n", " (\n", " \"Savitzky-Golay\",\n", " {\n", " \"type\": \"denoise\",\n", " \"method\": \"savgol\",\n", " \"window_length\": 15,\n", " \"polyorder\": 5,\n", " },\n", " ),\n", " (\n", " \"Gaussian kernel\",\n", " {\n", " \"type\": \"denoise\",\n", " \"method\": \"kernel_smoothing\",\n", " \"kernel\": \"gaussian\",\n", " \"anchor_count\": 64,\n", " \"bandwidth_multiplier\": 2.0,\n", " },\n", " ),\n", " (\n", " \"Compact polynomial kernel\",\n", " {\n", " \"type\": \"denoise\",\n", " \"method\": \"kernel_smoothing\",\n", " \"kernel\": \"compact_polynomial\",\n", " \"anchor_count\": 64,\n", " \"bandwidth_multiplier\": 2.0,\n", " \"degree\": 4.0,\n", " },\n", " ),\n", "]\n", "\n", "def apply_preprocess(config, X):\n", " interface = DataInterface(\n", " config_path=\"noise_wf.yaml\",\n", " config_mod={\"transform_x\": [config]},\n", " )\n", " return interface.encode(X)\n", "\n", "def rmse(a, b):\n", " a, b = np.asarray(a), np.asarray(b)\n", " return float(np.sqrt(np.mean((a - b) ** 2)))\n", "\n", "denoised_train = {name: apply_preprocess(config, x_train_noisy) for name, config in preprocess_cases}\n", "signal_rmse = {\"Noisy observation\": rmse(x_train_noisy, x_train_truth)}\n", "signal_rmse.update({name: rmse(value, x_train_truth) for name, value in denoised_train.items()})\n", "\n", "for name, value in signal_rmse.items():\n", " print(f\"{name:28s} RMSE = {value:.6f}\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "2542d0d9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " nrows=2,\n", " ncols=len(preprocess_cases),\n", " sharex=True,\n", " sharey=\"row\",\n", " figsize=(14, 5),\n", ")\n", "\n", "for j, (name, _) in enumerate(preprocess_cases):\n", " Z = denoised_train[name]\n", " for i in range(2):\n", " ax[i, j].plot(ts_train[0], x_train_truth[0, :, i], \"k-\", label=\"Truth\")\n", " ax[i, j].plot(ts_train[0], x_train_noisy[0, :, i], \"r:\", label=\"Noisy\")\n", " ax[i, j].plot(ts_train[0], Z[0, :, i], \"b-\", label=\"Denoised\")\n", " ax[i, j].set_ylabel(f\"x{i + 1}\")\n", " ax[0, j].set_title(name)\n", "\n", "for j in range(len(preprocess_cases)):\n", " ax[-1, j].set_xlabel(\"t\")\n", "\n", "ax[0, 0].legend(loc=\"upper right\")\n", "fig.suptitle(\"Noisy versus denoised signals on one training trajectory\")\n", "fig.tight_layout()\n", "\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", "ax.bar(\n", " signal_rmse.keys(),\n", " signal_rmse.values(),\n", " color=[\"tab:red\", \"tab:blue\", \"tab:orange\", \"tab:green\"],\n", ")\n", "ax.set_ylabel(\"RMSE to clean signal\")\n", "ax.set_title(\"Preprocessing quality across denoisers\")\n", "ax.tick_params(axis=\"x\", rotation=15)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "4c3c6770", "metadata": {}, "source": [ "## Model Training\n", "\n", "In modeling training, the data smoothing is specified through one of the phases. See one example below:\n", "\n", "- Note that the `optimizer` phase is what we usually see in `DyMAD` training configs.\n", "- Here just one more `data` phase is added before the usual `optimizer` phase.\n", "- During training, the trainer will execute the `data` phase and pass the denoised data to the `optimizer` phase." ] }, { "cell_type": "code", "execution_count": null, "id": "b1085880-2ba9-4e9a-aef7-bb0613d87275", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "phases:\n", " - type: 'data'\n", " name: 'smooth_observations'\n", " operation: 'smooth'\n", " method: 'savgol'\n", " splits: ['train', 'valid']\n", " window_length: 7\n", " polyorder: 3\n", "\n", " - type: 'optimizer'\n", " name: 'weak_fit'\n", " trainer: 'Weak'\n", " n_epochs: 500\n", " save_interval: 10\n", " load_checkpoint: false\n", " learning_rate: 5e-3\n", " weak_form_params:\n", " N: 13\n", " dN: 2\n", " ordpol: 2\n", " ordint: 2\n", "\"\"\"" ] }, { "cell_type": "markdown", "id": "a5d033ea-8a61-47df-861a-a25c3e8f3a3a", "metadata": {}, "source": [ "A side note: It may appear natural to directly add smoothing to data transform, so that only an `optimizer` phase is needed; this is certainly doable. However, there are model-based smoothing algorithms and the training phase is where a smoothing algorithm can access the model. Hence, for the more general case, the `data` phase mechanism is created to allow smoothing during training." ] }, { "cell_type": "code", "execution_count": 7, "id": "030777d2", "metadata": {}, "outputs": [], "source": [ "training_cases = [\n", " {\n", " \"label\": \"Savitzky-Golay + weak form\",\n", " \"config\": \"noise_wf.yaml\",\n", " \"checkpoint\": \"lti_denoise_wf.pt\",\n", " \"summary\": \"lti_denoise_wf\",\n", " },\n", " {\n", " \"label\": \"Compact polynomial kernel + weak form\",\n", " \"config\": \"noise_cpp.yaml\",\n", " \"checkpoint\": \"lti_denoise_cpp.pt\",\n", " \"summary\": \"lti_denoise_cpp\",\n", " },\n", "]\n", "\n", "for case in training_cases:\n", " trainer = StackedTrainer(case[\"config\"], LTI)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "5281bcb5", "metadata": {}, "source": [ "After training, the saved summaries can be plotted in the same way as the script workflow. This is a convenient check that both denoisers converge before we compare prediction accuracy on a new trajectory.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "5599ce62", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_summary(\n", " [case[\"summary\"] for case in training_cases],\n", " labels=[case[\"label\"] for case in training_cases],\n", " ifclose=False,\n", ");" ] }, { "cell_type": "markdown", "id": "cc770592", "metadata": {}, "source": [ "## Model Prediction\n", "\n", "We now generate a test trajectory with a different control input distribution, and compare how the two trained denoise pipelines predict the clean dynamics from noisy observations. Both models perform reasonably well." ] }, { "cell_type": "code", "execution_count": 9, "id": "b78c5e2b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Noisy observation RMSE = 0.057959\n", "Savitzky-Golay + weak form RMSE = 0.060616\n", "Compact polynomial kernel + weak form RMSE = 0.111875\n" ] } ], "source": [ "sampler = TrajectorySampler(\n", " f,\n", " g,\n", " config=\"noise_data.yaml\",\n", " config_mod={**config_gau, \"noise\": config_noise},\n", ")\n", "\n", "ts_test, x_test_truth, u_test, x_test_noisy = sampler.sample(t_grid, batch=1)\n", "t_test = ts_test[0]\n", "x_truth = x_test_truth[0]\n", "u_test = u_test[0]\n", "y_noisy = x_test_noisy[0]\n", "\n", "prediction_series = [x_truth, y_noisy]\n", "prediction_labels = [\"Truth\", \"Noisy observation\"]\n", "prediction_rmse = {\"Noisy observation\": rmse(y_noisy, x_truth)}\n", "\n", "for case in training_cases:\n", " _, predict = load_model(LTI, case[\"checkpoint\"])\n", " with torch.no_grad():\n", " pred = np.asarray(predict(y_noisy, t_test, u=u_test))\n", " prediction_series.append(pred)\n", " prediction_labels.append(case[\"label\"])\n", " prediction_rmse[case[\"label\"]] = rmse(pred, x_truth)\n", "\n", "for name, value in prediction_rmse.items():\n", " print(f\"{name:36s} RMSE = {value:.6f}\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "51ad7c85", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_trajectory(\n", " np.array(prediction_series),\n", " t_test,\n", " \"lti_denoise_prediction\",\n", " us=u_test,\n", " labels=prediction_labels,\n", " ifclose=False,\n", ")\n", "\n", "fig, ax = plt.subplots(figsize=(8, 3))\n", "ax.bar(\n", " prediction_rmse.keys(),\n", " prediction_rmse.values(),\n", " color=[\"tab:red\", \"tab:blue\", \"tab:green\"],\n", ")\n", "ax.set_ylabel(\"RMSE to clean signal\")\n", "ax.set_title(\"Downstream prediction accuracy\")\n", "ax.tick_params(axis=\"x\", rotation=15)\n", "fig.tight_layout()" ] } ], "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 }