{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bearing Simulator — Exploratory Notebook\n", "\n", "This notebook walks through the bearing signal simulator step by step.\n", "Each cell is self-contained and produces a plot or a printed result.\n", "\n", "**Regimes simulated:**\n", "- `healthy` — shaft rotation harmonics + broadband noise\n", "- `outer_race` — periodic impulses at BPFO-like frequency\n", "- `inner_race` — periodic impulses at BPFI-like frequency\n", "- `ball_fault` — amplitude-modulated impulse train at BSF-like frequency\n", "\n", "**Monte Carlo nuisance group** `G_nuis`:\n", "Amplitude ∈ [0.85, 1.15], phase ∈ [-0.3, 0.3] rad, speed ∈ [0.95, 1.05],\n", "DC offset ∈ [-0.05, 0.05], extra noise std ∈ [0, 0.03], local dropout ∈ [0, 3%].\n", "\n", "These are regime-preserving transformations — they do not change the operational class.\n", "The orbit of the canonical signal under `G_nuis` defines the functional manifold M_healthy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "from scipy.spatial import ConvexHull\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Simulator" ] }, { "cell_type": "code", "execution_count": 2, "id": "b349255e", "metadata": {}, "outputs": [], "source": [ "from bearing_simulator import BearingSignalSimulator" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Signal length: 1200 samples (100 ms at 12000 Hz)\n", "Simulator ready.\n" ] } ], "source": [ "sim = BearingSignalSimulator()\n", "print(f\"Signal length: {len(sim.t)} samples ({sim.params.duration*1000:.0f} ms at {sim.params.fs} Hz)\")\n", "print(\"Simulator ready.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Time domain — canonical signals and Monte Carlo envelope\n", "\n", "The shaded band is the **orbit** of the canonical signal under `G_nuis` (p10–p90).\n", "The solid line is the canonical signal.\n", "\n", "This is the manifold M_regime made visible in signal space." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regimes = [\"healthy\", \"outer_race\", \"inner_race\", \"ball_fault\"]\n", "colors = [\"#01696f\", \"#a12c7b\", \"#da7101\", \"#006494\"]\n", "labels = [\"Healthy\", \"Outer Race\", \"Inner Race\", \"Ball Fault\"]\n", "N_MC = 50\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(16, 3.5), facecolor=\"#f7f6f2\")\n", "for ax, regime, color, label in zip(axes, regimes, colors, labels):\n", " mc = np.array([sim.sample(regime, mc=True) for _ in range(N_MC)])\n", " lo, hi = np.percentile(mc, 10, axis=0), np.percentile(mc, 90, axis=0)\n", " canon = sim.canonical(regime)\n", " ax.set_facecolor(\"#f9f8f5\")\n", " ax.fill_between(sim.t * 1000, lo, hi, alpha=0.2, color=color, label=\"MC p10–p90\")\n", " ax.plot(sim.t * 1000, canon, color=color, lw=1.8, label=\"Canonical\")\n", " ax.set_title(label, fontsize=11, fontweight=\"bold\", color=color)\n", " ax.set_xlabel(\"Time (ms)\")\n", " ax.set_ylabel(\"Amplitude\")\n", " ax.legend(fontsize=7, framealpha=0.7)\n", " ax.spines[[\"top\",\"right\"]].set_visible(False)\n", " ax.grid(True, alpha=0.25, lw=0.5)\n", "fig.suptitle(\"Time domain — canonical signal and Monte Carlo orbit\", fontsize=12, fontweight=\"bold\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Frequency domain\n", "\n", "Dashed vertical lines = shaft harmonics (30, 60, 90 … Hz).\n", "Fault regimes inject energy at non-harmonic frequencies — the spectral signature of each fault." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def fft_mag(x, fs):\n", " N = len(x)\n", " f = np.fft.rfftfreq(N, 1 / fs)\n", " mag = np.abs(np.fft.rfft(x)) * 2 / N\n", " return f, mag\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(16, 3.5), facecolor=\"#f7f6f2\")\n", "for ax, regime, color, label in zip(axes, regimes, colors, labels):\n", " mc = np.array([sim.sample(regime, mc=True) for _ in range(N_MC)])\n", " mc_fft = np.array([fft_mag(s, sim.params.fs)[1] for s in mc])\n", " f, _ = fft_mag(mc[0], sim.params.fs)\n", " f_c, mag_c = fft_mag(sim.canonical(regime), sim.params.fs)\n", " mask = f <= 800\n", " lo, hi = np.percentile(mc_fft, 10, axis=0), np.percentile(mc_fft, 90, axis=0)\n", " ax.set_facecolor(\"#f9f8f5\")\n", " ax.fill_between(f[mask], lo[mask], hi[mask], alpha=0.2, color=color)\n", " ax.plot(f_c[mask], mag_c[mask], color=color, lw=1.5)\n", " for k in range(1, 7):\n", " ax.axvline(k * sim.params.shaft_freq, color=\"#28251d\", lw=0.6, alpha=0.3, ls=\"--\")\n", " ax.set_title(label, fontsize=11, fontweight=\"bold\", color=color)\n", " ax.set_xlabel(\"Frequency (Hz)\")\n", " ax.set_ylabel(\"Magnitude\")\n", " ax.spines[[\"top\",\"right\"]].set_visible(False)\n", " ax.grid(True, alpha=0.25, lw=0.5)\n", "fig.suptitle(\"Frequency domain — canonical spectrum and MC envelope\", fontsize=12, fontweight=\"bold\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. PCA projection — geometry of the regimes\n", "\n", "PCA applied to raw signals (no autoencoder).\n", "\n", "Key observation: the healthy manifold is **not a ball** — it is elongated.\n", "This confirms that assuming a spherical boundary would be incorrect without empirical verification.\n", "The convex hull of the healthy class is drawn to make this explicit." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intrinsic dimension for 98% variance: 21 (out of 1200 raw dimensions)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_PCA = 80\n", "all_X, all_y = [], []\n", "for i, regime in enumerate(regimes):\n", " sigs = [sim.sample(regime, mc=True) for _ in range(N_PCA)]\n", " all_X.extend(sigs)\n", " all_y.extend([i] * N_PCA)\n", "\n", "X = np.array(all_X)\n", "y = np.array(all_y)\n", "scaler = StandardScaler()\n", "Z2 = PCA(n_components=2).fit_transform(scaler.fit_transform(X))\n", "pca_full = PCA(n_components=20).fit(scaler.transform(X))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5), facecolor=\"#f7f6f2\")\n", "\n", "# Left — scatter\n", "ax = axes[0]\n", "ax.set_facecolor(\"#f9f8f5\")\n", "for i, (color, label) in enumerate(zip(colors, labels)):\n", " mask = y == i\n", " ax.scatter(Z2[mask, 0], Z2[mask, 1], c=color, s=25, alpha=0.65, label=label, edgecolors=\"none\")\n", "healthy_Z = Z2[y == 0]\n", "hull = ConvexHull(healthy_Z)\n", "for simplex in hull.simplices:\n", " ax.plot(healthy_Z[simplex, 0], healthy_Z[simplex, 1], color=colors[0], lw=0.9, alpha=0.55)\n", "ax.set_title(\"PCA projection of raw signals\", fontsize=11, fontweight=\"bold\")\n", "ax.set_xlabel(\"PC1\")\n", "ax.set_ylabel(\"PC2\")\n", "ax.legend(fontsize=9, framealpha=0.8, markerscale=1.5)\n", "ax.spines[[\"top\",\"right\"]].set_visible(False)\n", "ax.grid(True, alpha=0.2, lw=0.5)\n", "\n", "# Right — explained variance\n", "ax2 = axes[1]\n", "ax2.set_facecolor(\"#f9f8f5\")\n", "cum_var = np.cumsum(pca_full.explained_variance_ratio_)\n", "ax2.bar(range(1, len(cum_var)+1), pca_full.explained_variance_ratio_, color=colors[0], alpha=0.7, label=\"Per component\")\n", "ax2.plot(range(1, len(cum_var)+1), cum_var, color=colors[2], lw=2, marker=\"o\", markersize=4, label=\"Cumulative\")\n", "ax2.axhline(0.98, color=\"#28251d\", lw=1, ls=\"--\", alpha=0.5, label=\"98% threshold\")\n", "d98 = np.searchsorted(cum_var, 0.98) + 1\n", "ax2.axvline(d98, color=\"#a12c7b\", lw=1.2, ls=\":\" , label=f\"d={d98} dims for 98%\")\n", "ax2.set_title(\"Intrinsic dimensionality of the signal space\", fontsize=11, fontweight=\"bold\")\n", "ax2.set_xlabel(\"Principal component\")\n", "ax2.set_ylabel(\"Explained variance ratio\")\n", "ax2.legend(fontsize=9, framealpha=0.8)\n", "ax2.spines[[\"top\",\"right\"]].set_visible(False)\n", "ax2.grid(True, alpha=0.2, lw=0.5)\n", "print(f\"Intrinsic dimension for 98% variance: {d98} (out of {X.shape[1]} raw dimensions)\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Manifold radius saturation (Blueprint Saturation criterion)\n", "\n", "For each regime, we measure the p98 radius of the point cloud in PCA space\n", "as a function of the number of samples.\n", "\n", "**Expected result:** the radius stabilizes before ~80–100 samples.\n", "This is the empirical signature of manifold compactness — the functional structure\n", "is recoverable from scarce observations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca2 = PCA(n_components=2).fit(scaler.transform(X))\n", "sample_sizes = [5, 10, 20, 40, 60, 80, 120, 180, 250, 1000]\n", "N_RUNS = 8 # average over multiple draws to reduce variance\n", "\n", "fig, ax = plt.subplots(figsize=(20, 5), facecolor=\"#f7f6f2\")\n", "ax.set_facecolor(\"#f9f8f5\")\n", "\n", "for regime, color, label in zip(regimes, colors, labels):\n", " mean_radii, std_radii = [], []\n", " for n in sample_sizes:\n", " run_radii = []\n", " for _ in range(N_RUNS):\n", " sigs = np.array([sim.sample(regime, mc=True) for _ in range(n)])\n", " z = pca2.transform(scaler.transform(sigs))\n", " mu = z.mean(axis=0)\n", " r = np.percentile(np.linalg.norm(z - mu, axis=1), 98)\n", " run_radii.append(r)\n", " mean_radii.append(np.mean(run_radii))\n", " std_radii.append(np.std(run_radii))\n", " mean_radii = np.array(mean_radii)\n", " std_radii = np.array(std_radii)\n", " ax.plot(sample_sizes, mean_radii, color=color, lw=2, marker=\"o\", markersize=5, label=label)\n", " ax.fill_between(sample_sizes, mean_radii - std_radii, mean_radii + std_radii, alpha=0.12, color=color)\n", "\n", "ax.set_title(\"Blueprint Saturation — p98 manifold radius vs number of samples\\n(mean ± std over 8 runs, PCA-2 space)\", fontsize=11, fontweight=\"bold\")\n", "ax.set_xlabel(\"Number of samples\")\n", "ax.set_ylabel(\"p98 radius (PCA units)\")\n", "ax.legend(fontsize=10, framealpha=0.8)\n", "ax.spines[[\"top\",\"right\"]].set_visible(False)\n", "ax.grid(True, alpha=0.25, lw=0.5)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "10f9487d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "data_analytics-jTVYsQHW", "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": "3.11.1" } }, "nbformat": 4, "nbformat_minor": 5 }