{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a1b2c3d4",
   "metadata": {},
   "source": [
    "# Multi-Source Illumination\n",
    "\n",
    "An `NSQScene` can hold any number of sources simultaneously. All sources launch\n",
    "rays in the same trace, and every ray carries flux proportional to its source's\n",
    "`total_flux`. This makes it straightforward to model:\n",
    "\n",
    "- **Multi-point LED arrays** — many PointSources at different positions\n",
    "- **Off-axis illumination** — sources tilted relative to the optical axis\n",
    "- **Field uniformity analysis** — sources spanning a range of field angles\n",
    "- **Mixed spectral sources** — sources with different spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b2c3d4e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:32.976721Z",
     "iopub.status.busy": "2026-08-18T17:41:32.975061Z",
     "iopub.status.idle": "2026-08-18T17:41:36.001854Z",
     "shell.execute_reply": "2026-08-18T17:41:36.001854Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from optiland.coordinate_system import CoordinateSystem\n",
    "from optiland.nonsequential import (\n",
    "    NSQScene, Spectrum,\n",
    "    PointSourceConfig, CollimatedSourceConfig, ExtendedSourceConfig,\n",
    "    IrradianceDetectorConfig,\n",
    "    LensConfig,\n",
    ")\n",
    "\n",
    "spec_w = Spectrum(wavelengths=np.array([0.45, 0.55, 0.65]),\n",
    "                  weights=np.array([1.0, 1.0, 1.0]))\n",
    "spec_green = Spectrum.monochromatic(0.55)\n",
    "\n",
    "# Two lenses are reused throughout. Both are N-BK7 biconvex singlets; what\n",
    "# matters for illumination work is where their focal points sit, so both\n",
    "# prescriptions are reduced to numbers here once.\n",
    "#\n",
    "#   condenser  r1=40, r2=-40, t=5  ->  f = 39.41 mm, front focus z = -37.73\n",
    "#   singlet    r1=50, r2=-50, t=5  ->  f = 49.05 mm, rear  focus z = +52.38\n",
    "#\n",
    "# A source placed at a lens's FRONT focal point leaves it collimated. That is\n",
    "# the whole trick behind a condenser, and putting the source anywhere else is\n",
    "# the most common reason an illumination model does not do what was intended.\n",
    "CONDENSER = LensConfig(r1=40, r2=-40, thickness=5, material='N-BK7',\n",
    "                       front_aperture_radius=15.0)\n",
    "CONDENSER_FRONT_FOCUS = -37.73\n",
    "\n",
    "SINGLET = LensConfig(r1=50, r2=-50, thickness=5, material='N-BK7',\n",
    "                     front_aperture_radius=15.0)\n",
    "SINGLET_REAR_FOCUS = 52.38\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d4e5f6",
   "metadata": {},
   "source": [
    "## 1. LED Array — Multiple PointSources\n",
    "\n",
    "Model a 3×3 LED array with 2 mm pitch. Each LED is a `PointSource` with a narrow\n",
    "emission cone. (A true Lambertian die would emit over the full hemisphere with\n",
    "cosine weighting; `ExtendedSourceConfig` models that case, and a finite die size\n",
    "as well.)\n",
    "\n",
    "Two numbers decide whether this scene means anything.\n",
    "\n",
    "**Where the array sits.** To collimate the array the LEDs go at the condenser's\n",
    "**front focal point**, z = −37.73 mm. Each LED then leaves the lens as its own\n",
    "collimated bundle, tilted by `atan(x / f)` — 2.9° for the outermost LEDs at\n",
    "±2 mm. Put the array at z = −20 instead, well inside the focal length, and the\n",
    "lens forms a virtual image: the light still diverges and nothing is collimated,\n",
    "whatever the comment says.\n",
    "\n",
    "**How wide the cone is.** From 37.73 mm away, the 15 mm lens semi-diameter\n",
    "subtends `atan(15 / 37.73)` = 21.7°. A 20° half-angle fills the aperture without\n",
    "spilling much light past the glass — rays that miss the lens reach the detector\n",
    "unfocused and quietly corrupt the uniformity numbers computed in the next\n",
    "section.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d4e5f6a7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:36.003870Z",
     "iopub.status.busy": "2026-08-18T17:41:36.003870Z",
     "iopub.status.idle": "2026-08-18T17:41:37.006395Z",
     "shell.execute_reply": "2026-08-18T17:41:37.006395Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total sources    : 9\n",
      "Total flux in    : 9.00 W\n",
      "Flux detected    : 7.617 W (85% collected)\n",
      "Flux escaped     : 1.368 W\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pitch = 2.0  # mm between LEDs\n",
    "scene_array = NSQScene()\n",
    "\n",
    "# 3x3 grid of LEDs at the condenser's front focal plane\n",
    "for i, x in enumerate(np.linspace(-pitch, pitch, 3)):\n",
    "    for j, y in enumerate(np.linspace(-pitch, pitch, 3)):\n",
    "        scene_array.add_source(\n",
    "            f'LED_{i}_{j}',\n",
    "            CoordinateSystem(x=x, y=y, z=CONDENSER_FRONT_FOCUS),\n",
    "            PointSourceConfig(\n",
    "                spectrum=spec_w, total_flux=1.0, half_angle_deg=20,\n",
    "            ),\n",
    "        )\n",
    "\n",
    "# Condenser lens: collimates each LED into its own tilted bundle\n",
    "scene_array.add_lens('L', CoordinateSystem(z=0), CONDENSER)\n",
    "\n",
    "# Detector in the collimated space downstream of the condenser\n",
    "scene_array.add_detector(\n",
    "    'D', CoordinateSystem(z=80),\n",
    "    IrradianceDetectorConfig(width=44, height=44, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "\n",
    "result_array = scene_array.trace(num_rays=90_000, seed=42)\n",
    "irr_array = result_array.detectors['D']\n",
    "\n",
    "print(f\"Total sources    : {len(scene_array.sources)}\")\n",
    "print(f\"Total flux in    : {result_array.total_flux_in:.2f} W\")\n",
    "print(f\"Flux detected    : {irr_array.total_flux:.3f} W \"\n",
    "      f\"({100 * irr_array.total_flux / result_array.total_flux_in:.0f}% collected)\")\n",
    "print(f\"Flux escaped     : {result_array.total_flux_escaped:.3f} W\")\n",
    "\n",
    "scene_array.view(num_rays=80, color_by='bounce',\n",
    "                 title='3x3 LED array collimated by a condenser')\n",
    "plt.show()\n",
    "\n",
    "fig = irr_array.plot(cmap='hot')\n",
    "plt.title('3x3 LED array - irradiance at z = 80 mm')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5f6a7b8",
   "metadata": {},
   "source": [
    "## 2. Illumination Uniformity Analysis\n",
    "\n",
    "A key figure of merit for illumination systems is **uniformity** — how evenly the\n",
    "flux is distributed across the target. Common metrics:\n",
    "\n",
    "- **Uniformity ratio** = min / max irradiance\n",
    "- **RMS uniformity** = 1 − σ / μ\n",
    "- **±X% area** = fraction of pixels within X% of the mean\n",
    "\n",
    "All of them are computed over the *lit* region, so they are only as meaningful as\n",
    "the definition of \"lit\". The 1%-of-peak threshold used below is a convention, not\n",
    "a law; a scene where stray unfocused light reaches the detector will drag the\n",
    "threshold down and flatter the numbers.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f6a7b8c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:37.008377Z",
     "iopub.status.busy": "2026-08-18T17:41:37.008377Z",
     "iopub.status.idle": "2026-08-18T17:41:37.074838Z",
     "shell.execute_reply": "2026-08-18T17:41:37.074838Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uniformity (min/max)  : 0.010\n",
      "RMS uniformity (1-σ/μ): -0.026\n",
      "Pixels within ±20% μ  : 7.2%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "E = irr_array.irradiance\n",
    "# Only consider lit pixels (above 1% of peak)\n",
    "lit = E > 0.01 * E.max()\n",
    "E_lit = E[lit]\n",
    "\n",
    "uniformity_min_max = E_lit.min() / E_lit.max()\n",
    "rms_uniformity     = 1.0 - E_lit.std() / E_lit.mean()\n",
    "within_20pct       = np.mean(np.abs(E_lit - E_lit.mean()) < 0.20 * E_lit.mean()) * 100\n",
    "\n",
    "print(f\"Uniformity (min/max)  : {uniformity_min_max:.3f}\")\n",
    "print(f\"RMS uniformity (1-σ/μ): {rms_uniformity:.3f}\")\n",
    "print(f\"Pixels within ±20% μ  : {within_20pct:.1f}%\")\n",
    "\n",
    "# Horizontal profile\n",
    "ny, nx = E.shape\n",
    "row_centre = E[ny // 2, :]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 3))\n",
    "ax.plot(irr_array.x_coords, row_centre)\n",
    "ax.axhline(row_centre.mean(), color='r', linestyle='--', label='Mean (lit)')\n",
    "ax.set_xlabel('x [mm]')\n",
    "ax.set_ylabel('Irradiance [W/mm²]')\n",
    "ax.set_title('Horizontal irradiance cross-section')\n",
    "ax.legend()\n",
    "ax.grid(True, alpha=0.4)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7b8c9d0",
   "metadata": {},
   "source": [
    "## 3. Off-Axis and Tilted Sources\n",
    "\n",
    "Tilt a source by setting `rx` and `ry` in the `CoordinateSystem` (values in\n",
    "**radians**). This lets you model off-axis field angles or oblique illumination."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b8c9d0e1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:37.076843Z",
     "iopub.status.busy": "2026-08-18T17:41:37.075844Z",
     "iopub.status.idle": "2026-08-18T17:41:37.671514Z",
     "shell.execute_reply": "2026-08-18T17:41:37.671514Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted off-axis spot: y = -f*tan(5°) = -4.29 mm\n"
     ]
    }
   ],
   "source": [
    "scene_tilt = NSQScene()\n",
    "\n",
    "# On-axis source\n",
    "scene_tilt.add_source(\n",
    "    'S_on', CoordinateSystem(z=-80),\n",
    "    CollimatedSourceConfig(spectrum=spec_green, total_flux=1.0, aperture_radius=8.0),\n",
    ")\n",
    "# 5-degree tilted source (field angle)\n",
    "scene_tilt.add_source(\n",
    "    'S_off', CoordinateSystem(z=-80, rx=np.radians(5)),\n",
    "    CollimatedSourceConfig(spectrum=spec_green, total_flux=1.0, aperture_radius=8.0),\n",
    ")\n",
    "\n",
    "scene_tilt.add_lens('L', CoordinateSystem(z=0), SINGLET)\n",
    "\n",
    "# Both sources are collimated, so both focus at the rear focal plane. The\n",
    "# tilted one lands off axis at -f*tan(5 deg) = -4.3 mm; that separation is the\n",
    "# whole point of the figure, and it vanishes into a common blur if the\n",
    "# detector is anywhere else.\n",
    "scene_tilt.add_detector(\n",
    "    'D', CoordinateSystem(z=SINGLET_REAR_FOCUS),\n",
    "    IrradianceDetectorConfig(width=16, height=16, num_pixels_x=192, num_pixels_y=192),\n",
    ")\n",
    "\n",
    "result_tilt = scene_tilt.trace(num_rays=120_000, seed=42)\n",
    "irr_tilt = result_tilt.detectors['D']\n",
    "\n",
    "fig = irr_tilt.plot(cmap='hot')\n",
    "plt.axhline(0.0, color='cyan', lw=0.6, ls=':')\n",
    "plt.axhline(-49.05 * np.tan(np.radians(5)), color='cyan', lw=0.6, ls=':')\n",
    "plt.title('On-axis + 5\\u00b0 off-axis collimated sources, at the focal plane')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close(fig)\n",
    "\n",
    "print(f\"Predicted off-axis spot: y = -f*tan(5\\u00b0) = \"\n",
    "      f\"{-49.05 * np.tan(np.radians(5)):+.2f} mm\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9d0e1f2",
   "metadata": {},
   "source": [
    "## 4. Mixed-Spectrum Sources\n",
    "\n",
    "Each source can have an independent `Spectrum`. Here three point sources at\n",
    "different wavelengths and different heights are imaged by the singlet.\n",
    "\n",
    "Placing them 100 mm in front of the lens — roughly twice the focal length —\n",
    "puts the image near z = 87 mm at a magnification of about −0.84, so the three\n",
    "sources arrive as three resolved, inverted spots.\n",
    "\n",
    "One caveat worth stating plainly: an `IrradianceMap` records **total** flux per\n",
    "pixel, with no wavelength axis. It cannot show colour. To separate the three\n",
    "wavelengths you need a `SpectralDetector`, which bins flux by wavelength — see\n",
    "notebook 04.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d0e1f2a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:37.673519Z",
     "iopub.status.busy": "2026-08-18T17:41:37.673519Z",
     "iopub.status.idle": "2026-08-18T17:41:38.308625Z",
     "shell.execute_reply": "2026-08-18T17:41:38.308212Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total flux in    : 3.0000 W  (3 sources × 1 W each)\n",
      "Flux on detector : 2.5772 W\n",
      "\n",
      "Source x = -3.0, 0.0, +3.0 mm  ->  image x ≈ +2.5, 0.0, -2.5 mm\n"
     ]
    }
   ],
   "source": [
    "spec_r = Spectrum.monochromatic(0.64)   # red\n",
    "spec_g = Spectrum.monochromatic(0.532)  # green\n",
    "spec_b = Spectrum.monochromatic(0.45)   # blue\n",
    "\n",
    "scene_rgb = NSQScene()\n",
    "\n",
    "# Three point sources at 3 mm separation, each a different colour. The 8-degree\n",
    "# cone fills the 15 mm lens from 100 mm away without spilling past it.\n",
    "for name, spec, x in [('R', spec_r, -3.0), ('G', spec_g, 0.0), ('B', spec_b, 3.0)]:\n",
    "    scene_rgb.add_source(\n",
    "        name, CoordinateSystem(x=x, z=-100),\n",
    "        PointSourceConfig(spectrum=spec, total_flux=1.0, half_angle_deg=8),\n",
    "    )\n",
    "\n",
    "scene_rgb.add_lens('L', CoordinateSystem(z=0), SINGLET)\n",
    "scene_rgb.add_detector(\n",
    "    'D', CoordinateSystem(z=87),\n",
    "    IrradianceDetectorConfig(width=12, height=12, num_pixels_x=192, num_pixels_y=192),\n",
    ")\n",
    "\n",
    "result_rgb = scene_rgb.trace(num_rays=120_000, seed=42)\n",
    "irr_rgb = result_rgb.detectors['D']\n",
    "\n",
    "fig = irr_rgb.plot(cmap='hot')\n",
    "plt.title('Three sources imaged side by side (inverted, m \\u2248 -0.84)')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close(fig)\n",
    "\n",
    "print(f\"Total flux in    : {result_rgb.total_flux_in:.4f} W  (3 sources \\u00d7 1 W each)\")\n",
    "print(f\"Flux on detector : {irr_rgb.total_flux:.4f} W\")\n",
    "print(\"\\nSource x = -3.0, 0.0, +3.0 mm  ->  image x \\u2248 +2.5, 0.0, -2.5 mm\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1f2a3b4",
   "metadata": {},
   "source": [
    "## 5. Extended Source for Diffuse Illumination\n",
    "\n",
    "An `ExtendedSource` uniformly samples positions on a rectangle. Put it at the\n",
    "condenser's front focal plane and you have Köhler illumination: the source is\n",
    "imaged to infinity, so the target sees an even wash of light rather than a\n",
    "picture of the emitter.\n",
    "\n",
    "The same aperture-filling rule applies. The original 45° cone from 50 mm away\n",
    "would have thrown a 50 mm beam radius at a lens with a 15 mm semi-diameter,\n",
    "sending roughly nine tenths of the light past the glass and onto the detector as\n",
    "unfocused spill.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f2a3b4c5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-08-18T17:41:38.309655Z",
     "iopub.status.busy": "2026-08-18T17:41:38.309655Z",
     "iopub.status.idle": "2026-08-18T17:41:38.959008Z",
     "shell.execute_reply": "2026-08-18T17:41:38.959008Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collected: 4.055 W of 5.0 W (81%)\n",
      "RMS uniformity over the lit area: -0.034\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scene_ext = NSQScene()\n",
    "scene_ext.add_source(\n",
    "    'ES', CoordinateSystem(z=CONDENSER_FRONT_FOCUS),\n",
    "    ExtendedSourceConfig(\n",
    "        spectrum=spec_green, total_flux=5.0,\n",
    "        width=8, height=8, half_angle_deg=20,\n",
    "    ),\n",
    ")\n",
    "scene_ext.add_lens('L', CoordinateSystem(z=0), CONDENSER)\n",
    "scene_ext.add_detector(\n",
    "    'D', CoordinateSystem(z=80),\n",
    "    IrradianceDetectorConfig(width=44, height=44, num_pixels_x=128, num_pixels_y=128),\n",
    ")\n",
    "\n",
    "result_ext = scene_ext.trace(num_rays=80_000, seed=0)\n",
    "irr_ext = result_ext.detectors['D']\n",
    "\n",
    "E_ext = irr_ext.irradiance\n",
    "lit_ext = E_ext > 0.01 * E_ext.max()\n",
    "print(f\"Collected: {irr_ext.total_flux:.3f} W of {result_ext.total_flux_in:.1f} W \"\n",
    "      f\"({100 * irr_ext.total_flux / result_ext.total_flux_in:.0f}%)\")\n",
    "print(f\"RMS uniformity over the lit area: \"\n",
    "      f\"{1 - E_ext[lit_ext].std() / E_ext[lit_ext].mean():.3f}\")\n",
    "\n",
    "fig = irr_ext.plot(cmap='inferno')\n",
    "plt.title(f'K\\u00f6hler illumination, 8\\u00d78 mm source \\u2014 {irr_ext.num_rays_hit:,} rays')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b4c5d6",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "- Add as many sources as needed — all participate in the same trace\n",
    "- Source position: `CoordinateSystem(x, y, z)` in mm\n",
    "- Source tilt: `CoordinateSystem(rx=..., ry=...)` in radians\n",
    "- Each source can have an independent `Spectrum` and `total_flux`\n",
    "- `total_flux_in` in `SimulationResult` sums across all sources\n",
    "- Analyse uniformity via `irradiance.min/max/std/mean` on the `IrradianceMap`\n",
    "\n",
    "Two habits carry across every illumination model in this notebook:\n",
    "\n",
    "- **Match the source cone to the aperture.** Light that misses the optic still\n",
    "  reaches the detector, where it inflates the collected flux and corrupts every\n",
    "  uniformity metric computed from the map.\n",
    "- **Place sources and detectors by the prescription, not by eye.** A condenser\n",
    "  collimates only from its front focal point; a collimated beam focuses only at\n",
    "  the rear focal plane. Check `total_flux_escaped` and\n",
    "  `flux_conservation_error` before trusting any number that comes out.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.12.4"
  },
  "nbsphinx": {
   "execute": "never"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
