{ "cells": [ { "cell_type": "markdown", "id": "intro", "metadata": {}, "source": [ "# Tutorial 6i: Thin Film Tolerance Analysis\n", "\n", "This tutorial demonstrates **sensitivity analysis** and **Monte Carlo simulation** for thin film stacks, applied to a realistic 7-layer broadband AR coating on N-BK7 glass (designed via needle synthesis in Tutorial 6h).\n", "\n", "Manufacturing variations in layer thickness shift spectral performance. We answer:\n", "- Which layers are most critical? (sensitivity analysis)\n", "- What is the expected yield under realistic tolerances? (Monte Carlo)\n", "- What does the worst-case reflectance spectrum look like? (spectral tolerance band)" ] }, { "cell_type": "code", "execution_count": 1, "id": "imports", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:06.119762Z", "iopub.status.busy": "2026-03-24T11:28:06.117934Z", "iopub.status.idle": "2026-03-24T11:28:16.292597Z", "shell.execute_reply": "2026-03-24T11:28:16.291017Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from optiland.materials import Material, IdealMaterial\n", "from optiland.thin_film import ThinFilmStack\n", "from optiland.thin_film.optimization.operand.thin_film import ThinFilmOperand\n", "from optiland.thin_film.tolerancing import (\n", " ThinFilmTolerancing,\n", " ThinFilmSensitivityAnalysis,\n", " ThinFilmMonteCarlo,\n", ")\n", "from optiland.tolerancing.perturbation import RangeSampler, DistributionSampler" ] }, { "cell_type": "markdown", "id": "design-md", "metadata": {}, "source": [ "## 1. Nominal design: 7-layer broadband AR on N-BK7\n", "\n", "This is the optimized design from Tutorial 6h (needle synthesis). It uses alternating MgF2/Al2O3 layers to achieve R < 1% across 420–680 nm." ] }, { "cell_type": "code", "execution_count": 2, "id": "design", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:16.299152Z", "iopub.status.busy": "2026-03-24T11:28:16.297198Z", "iopub.status.idle": "2026-03-24T11:28:16.451409Z", "shell.execute_reply": "2026-03-24T11:28:16.450790Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ThinFilmStack Summary\n", "---------------------\n", "Incident: IdealMaterial\n", "Substrate: N-BK7\n", "Layers:\n", " 1. MgF2 (94.6 nm)\n", " 2. Al2O3 (319.7 nm)\n", " 3. MgF2 (17.7 nm)\n", " 4. Al2O3 (196.1 nm)\n", " 5. MgF2 (26.3 nm)\n", " 6. Al2O3 (170.9 nm)\n", " 7. MgF2 (190.4 nm)\n", "---------------------\n", "Total Thickness: 1015.7 nm\n" ] } ], "source": [ "air = IdealMaterial(n=1.0)\n", "nbk7 = Material(\"N-BK7\")\n", "mgf2 = Material(\"MgF2\", reference=\"Dodge-o\")\n", "al2o3 = Material(\"Al2O3\", reference=\"Malitson\")\n", "\n", "# 7-layer design from needle synthesis (Tutorial 6h)\n", "stack = ThinFilmStack(incident_material=air, substrate_material=nbk7)\n", "stack.add_layer_nm(mgf2, 94.6, name=\"MgF2\")\n", "stack.add_layer_nm(al2o3, 319.7, name=\"Al2O3\")\n", "stack.add_layer_nm(mgf2, 17.7, name=\"MgF2\")\n", "stack.add_layer_nm(al2o3, 196.1, name=\"Al2O3\")\n", "stack.add_layer_nm(mgf2, 26.3, name=\"MgF2\")\n", "stack.add_layer_nm(al2o3, 170.9, name=\"Al2O3\")\n", "stack.add_layer_nm(mgf2, 190.4, name=\"MgF2\")\n", "print(stack)" ] }, { "cell_type": "code", "execution_count": 3, "id": "nominal-spectrum", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:16.454177Z", "iopub.status.busy": "2026-03-24T11:28:16.453947Z", "iopub.status.idle": "2026-03-24T11:28:18.224149Z", "shell.execute_reply": "2026-03-24T11:28:18.221844Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: No extinction coefficient data found for Dodge-o.yml. Assuming it is 0.\n", "WARNING: No extinction coefficient data found for Malitson-o.yml. Assuming it is 0.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wl_plot = np.linspace(400, 720, 300)\n", "R_nominal = np.array([ThinFilmOperand.reflectance(stack, wl) for wl in wl_plot])\n", "\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "ax.plot(wl_plot, R_nominal * 100, \"-\", color=\"steelblue\", linewidth=2, label=\"Nominal\")\n", "ax.axhline(1.0, color=\"red\", linestyle=\"--\", linewidth=1, alpha=0.7, label=\"Spec: R < 1%\")\n", "ax.axvspan(420, 680, alpha=0.06, color=\"blue\", label=\"Target band\")\n", "ax.set_xlabel(\"Wavelength (nm)\")\n", "ax.set_ylabel(\"Reflectance (%)\")\n", "ax.set_title(\"Nominal Design — 7-Layer Broadband AR on N-BK7\")\n", "ax.set_ylim(0, 4)\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "id": "sensitivity-md", "metadata": {}, "source": [ "## 2. Sensitivity Analysis\n", "\n", "We perturb each layer thickness individually by ±3% (typical for ion-beam sputtering) and observe how reflectance at blue (450 nm), green (550 nm), and red (650 nm) responds. This reveals which of the 7 layers are most critical to control." ] }, { "cell_type": "code", "execution_count": 4, "id": "sensitivity", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:18.232316Z", "iopub.status.busy": "2026-03-24T11:28:18.230961Z", "iopub.status.idle": "2026-03-24T11:28:22.635918Z", "shell.execute_reply": "2026-03-24T11:28:22.634871Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tol = ThinFilmTolerancing(stack)\n", "\n", "# Operands: reflectance at three key wavelengths\n", "tol.add_operand(\"R\", 450.0)\n", "tol.add_operand(\"R\", 550.0)\n", "tol.add_operand(\"R\", 650.0)\n", "\n", "# ±3% thickness perturbation on each of the 7 layers\n", "for i in range(7):\n", " tol.add_perturbation(i, \"thickness\", RangeSampler(-0.03, 0.03, 13))\n", "\n", "sa = ThinFilmSensitivityAnalysis(tol)\n", "sa.run()\n", "\n", "fig, axes = sa.view()\n", "fig.suptitle(\"Sensitivity: R vs. Layer Thickness Perturbation (±3%)\", y=1.02)\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 5, "id": "sensitivity-results", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:22.641317Z", "iopub.status.busy": "2026-03-24T11:28:22.640729Z", "iopub.status.idle": "2026-03-24T11:28:22.677912Z", "shell.execute_reply": "2026-03-24T11:28:22.675182Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sensitivity range (max - min reflectance) per layer:\n", " Layer 0 thickness: max ΔR = 0.371%\n", " Layer 1 thickness: max ΔR = 0.341%\n", " Layer 2 thickness: max ΔR = 0.091%\n", " Layer 3 thickness: max ΔR = 0.274%\n", " Layer 4 thickness: max ΔR = 0.049%\n", " Layer 5 thickness: max ΔR = 0.737%\n", " Layer 6 thickness: max ΔR = 0.164%\n" ] } ], "source": [ "# Identify which layers have the steepest sensitivity slopes\n", "df_sa = sa.get_results()\n", "operand_cols = [c for c in df_sa.columns if c.startswith(\"0:\") or c.startswith(\"1:\") or c.startswith(\"2:\")]\n", "\n", "print(\"Sensitivity range (max - min reflectance) per layer:\")\n", "for ptype in df_sa[\"perturbation_type\"].unique():\n", " mask = df_sa[\"perturbation_type\"] == ptype\n", " ranges = df_sa.loc[mask, operand_cols].max() - df_sa.loc[mask, operand_cols].min()\n", " worst = ranges.max()\n", " print(f\" {ptype}: max ΔR = {worst*100:.3f}%\")" ] }, { "cell_type": "markdown", "id": "mc-md", "metadata": {}, "source": [ "## 3. Monte Carlo Analysis\n", "\n", "We apply normally-distributed thickness errors (2% std, relative) to all 7 layers simultaneously over 500 trials. This models realistic sputtering variability." ] }, { "cell_type": "code", "execution_count": 6, "id": "mc-setup", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:22.683243Z", "iopub.status.busy": "2026-03-24T11:28:22.681713Z", "iopub.status.idle": "2026-03-24T11:28:32.534632Z", "shell.execute_reply": "2026-03-24T11:28:32.533866Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Monte Carlo complete: 500 trials\n" ] } ], "source": [ "tol_mc = ThinFilmTolerancing(stack)\n", "\n", "# Operands: reflectance at 5 wavelengths across the band\n", "for wl in [430.0, 480.0, 550.0, 620.0, 670.0]:\n", " tol_mc.add_operand(\"R\", wl)\n", "\n", "# 2% std thickness perturbation on all 7 layers\n", "for i in range(7):\n", " tol_mc.add_perturbation(\n", " i, \"thickness\",\n", " DistributionSampler(\"normal\", seed=100 + i, loc=0.0, scale=0.02),\n", " )\n", "\n", "mc = ThinFilmMonteCarlo(tol_mc)\n", "mc.run(num_iterations=500)\n", "print(f\"Monte Carlo complete: {len(mc.get_results())} trials\")" ] }, { "cell_type": "markdown", "id": "mc-hist-md", "metadata": {}, "source": [ "### 3a. Reflectance distributions at key wavelengths" ] }, { "cell_type": "code", "execution_count": 7, "id": "mc-hist", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:32.538256Z", "iopub.status.busy": "2026-03-24T11:28:32.537917Z", "iopub.status.idle": "2026-03-24T11:28:34.294773Z", "shell.execute_reply": "2026-03-24T11:28:34.292867Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = mc.view_histogram(kde=True)" ] }, { "cell_type": "markdown", "id": "mc-cdf-md", "metadata": {}, "source": [ "### 3b. Cumulative distribution — yield analysis\n", "\n", "Read off yield from the CDF: e.g., what fraction of parts will have R < 1% at each wavelength?" ] }, { "cell_type": "code", "execution_count": 8, "id": "mc-cdf", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:34.299414Z", "iopub.status.busy": "2026-03-24T11:28:34.298243Z", "iopub.status.idle": "2026-03-24T11:28:35.830108Z", "shell.execute_reply": "2026-03-24T11:28:35.828801Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = mc.view_cdf()" ] }, { "cell_type": "markdown", "id": "mc-heatmap-md", "metadata": {}, "source": [ "### 3c. Spectral tolerance band\n", "\n", "This is the most informative plot: we compute the **full reflectance spectrum** for 200 random thickness perturbations. The shaded band shows the min/max envelope — the range of spectral performance you should expect in production." ] }, { "cell_type": "code", "execution_count": 9, "id": "mc-heatmap", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:28:35.834137Z", "iopub.status.busy": "2026-03-24T11:28:35.833429Z", "iopub.status.idle": "2026-03-24T11:30:15.924062Z", "shell.execute_reply": "2026-03-24T11:30:15.923372Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Store nominal thicknesses\n", "nominal_thicknesses = [layer.thickness_um for layer in stack.layers]\n", "rng = np.random.default_rng(42)\n", "\n", "wl_band = np.linspace(400, 720, 200)\n", "n_trials = 200\n", "all_R = np.zeros((n_trials, len(wl_band)))\n", "\n", "# Compute nominal spectrum on this grid\n", "R_nom_band = np.array([ThinFilmOperand.reflectance(stack, wl) for wl in wl_band])\n", "\n", "for trial in range(n_trials):\n", " # Apply random ±2% thickness perturbations to all layers\n", " for i, nom in enumerate(nominal_thicknesses):\n", " delta = rng.normal(0.0, 0.02)\n", " stack.layers[i].thickness_um = nom * (1.0 + delta)\n", "\n", " # Compute full spectrum\n", " all_R[trial] = [ThinFilmOperand.reflectance(stack, wl) for wl in wl_band]\n", "\n", " # Reset to nominal\n", " for i, nom in enumerate(nominal_thicknesses):\n", " stack.layers[i].thickness_um = nom\n", "\n", "R_min = all_R.min(axis=0)\n", "R_max = all_R.max(axis=0)\n", "R_p05 = np.percentile(all_R, 5, axis=0)\n", "R_p95 = np.percentile(all_R, 95, axis=0)\n", "\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "ax.fill_between(wl_band, R_min * 100, R_max * 100, alpha=0.15, color=\"steelblue\",\n", " label=\"Min/max envelope\")\n", "ax.fill_between(wl_band, R_p05 * 100, R_p95 * 100, alpha=0.3, color=\"steelblue\",\n", " label=\"5th–95th percentile\")\n", "ax.plot(wl_band, R_nom_band * 100, \"-\", color=\"darkblue\", linewidth=2, label=\"Nominal\")\n", "ax.axhline(1.0, color=\"red\", linestyle=\"--\", linewidth=1, alpha=0.7, label=\"Spec: R < 1%\")\n", "ax.axvspan(420, 680, alpha=0.04, color=\"blue\")\n", "ax.set_xlabel(\"Wavelength (nm)\")\n", "ax.set_ylabel(\"Reflectance (%)\")\n", "ax.set_title(\"Spectral Tolerance Band — ±2% Thickness (7-Layer AR on N-BK7)\")\n", "ax.set_ylim(0, 4)\n", "ax.legend(loc=\"upper right\")\n", "ax.grid(True, alpha=0.3)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "id": "stats-md", "metadata": {}, "source": [ "### 3d. Summary statistics and yield" ] }, { "cell_type": "code", "execution_count": 10, "id": "stats", "metadata": { "execution": { "iopub.execute_input": "2026-03-24T11:30:15.926702Z", "iopub.status.busy": "2026-03-24T11:30:15.926317Z", "iopub.status.idle": "2026-03-24T11:30:15.950759Z", "shell.execute_reply": "2026-03-24T11:30:15.949030Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reflectance statistics under ±2% thickness tolerance (500 trials):\n", "\n", " 0: R@430.0nm 1: R@480.0nm 2: R@550.0nm 3: R@620.0nm 4: R@670.0nm\n", "count 500.000000 500.000000 500.000000 500.000000 500.000000\n", "mean 0.004305 0.002464 0.002961 0.006467 0.004579\n", "std 0.003873 0.001676 0.001325 0.002358 0.003699\n", "min 0.000002 0.000000 0.000652 0.001547 0.000004\n", "25% 0.001296 0.001213 0.002004 0.004630 0.001767\n", "50% 0.003191 0.002141 0.002699 0.006449 0.003648\n", "75% 0.006387 0.003319 0.003732 0.007849 0.006315\n", "max 0.023909 0.009502 0.007952 0.014665 0.023904\n", "\n", "Yield (fraction with R < 1%):\n", " 0: R@430.0nm: 91.0%\n", " 1: R@480.0nm: 100.0%\n", " 2: R@550.0nm: 100.0%\n", " 3: R@620.0nm: 93.2%\n", " 4: R@670.0nm: 90.2%\n" ] } ], "source": [ "df = mc.get_results()\n", "operand_cols = [c for c in df.columns if \"R@\" in c]\n", "\n", "print(\"Reflectance statistics under ±2% thickness tolerance (500 trials):\\n\")\n", "print(df[operand_cols].describe().round(6))\n", "\n", "# Yield analysis: fraction of parts meeting R < 1% at each wavelength\n", "print(\"\\nYield (fraction with R < 1%):\")\n", "for col in operand_cols:\n", " yield_pct = (df[col] < 0.01).mean() * 100\n", " print(f\" {col}: {yield_pct:.1f}%\")" ] }, { "cell_type": "markdown", "id": "conclusion", "metadata": {}, "source": [ "## Interpretation\n", "\n", "- The **sensitivity analysis** reveals which layers dominate the error budget — steep curves mean tight thickness control is needed on that layer.\n", "- The **spectral tolerance band** shows the full range of reflectance spectra under manufacturing variations. Where the max envelope crosses the 1% spec line indicates the wavelengths most at risk.\n", "- The **yield analysis** quantifies what fraction of manufactured parts will meet spec at each wavelength — this directly informs go/no-go decisions for production tolerances.\n", "- For this 7-layer AR coating, ±2% thickness control (achievable with modern ion-beam sputtering) keeps reflectance well within spec across most of the band." ] } ], "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }