{ "cells": [ { "cell_type": "markdown", "id": "1ee10df0", "metadata": {}, "source": [ "# Noise and saturation\n", "\n", "`wcc_sim` applies the `wcc_etc` noise model exactly: sky + dark, per-frame full-well /\n", "ADC saturation, Poisson noise, read noise, and digitization to ADU. This notebook walks\n", "through it with a controlled star field: a brightness ladder from G = 6 to 16 at\n", "+2 waves defocus.\n", "\n", "**Requirements:** the `py313` conda env kernel. Fully offline (synthetic catalog)." ] }, { "cell_type": "code", "execution_count": 1, "id": "19c3f464", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:41.402763Z", "iopub.status.busy": "2026-07-02T17:37:41.402578Z", "iopub.status.idle": "2026-07-02T17:37:46.197390Z", "shell.execute_reply": "2026-07-02T17:37:46.196841Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "wcc_sim 0.1.0 | wcc_etc 0.6.0\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import wcc_etc\n", "import wcc_sim\n", "\n", "plt.style.use('gks')\n", "TEAL, RED, AMBER = '#00798c', '#d1495b', '#edae49'\n", "\n", "print(f'wcc_sim {wcc_sim.__version__} | wcc_etc {wcc_etc.__version__}')" ] }, { "cell_type": "markdown", "id": "0fce3e3a", "metadata": {}, "source": [ "## 1. A brightness ladder\n", "\n", "Six stars, G = 6 to 16, placed along a column at x = 400 so the left half of the frame\n", "stays star-free for background statistics. Coordinates are generated through the same\n", "TAN WCS the simulator will build." ] }, { "cell_type": "code", "execution_count": 2, "id": "49e0dc18", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:46.205182Z", "iopub.status.busy": "2026-07-02T17:37:46.204907Z", "iopub.status.idle": "2026-07-02T17:37:47.082283Z", "shell.execute_reply": "2026-07-02T17:37:47.081993Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sky 0.014 + dark 0.0031 e-/s/px | read noise 3.04 e- | gain 0.261 e-/ADU | well depth 16274.929434794496 e-\n", "saturated pixels: 20604\n" ] } ], "source": [ "from astropy.table import Table\n", "from wcc_sim import simulate_field\n", "from wcc_sim.detectors import get_geometry\n", "from wcc_sim.wcsutil import build_wcs\n", "\n", "RA0, DEC0 = 150.1, 2.2\n", "SHAPE = (512, 512)\n", "EXPTIME = 90.0\n", "GMAGS = np.array([6.0, 8.0, 10.0, 12.0, 14.0, 16.0])\n", "\n", "g = get_geometry('zwo:r')\n", "w = build_wcs(RA0, DEC0, g.plate_scale_mas, 0.0, SHAPE)\n", "ys = np.linspace(60, 460, len(GMAGS))\n", "ras, decs = w.pixel_to_world_values(np.full_like(ys, 400.0), ys)\n", "cat = Table({\n", " 'source_id': np.arange(len(GMAGS)), 'ra': ras, 'dec': decs,\n", " 'phot_g_mean_mag': GMAGS,\n", " 'phot_bp_mean_mag': np.full(len(GMAGS), np.nan), # -> G2V\n", " 'phot_rp_mean_mag': np.full(len(GMAGS), np.nan),\n", "})\n", "\n", "field = simulate_field(RA0, DEC0, sensorfilter='zwo:r', focus=2, exptime=EXPTIME,\n", " seed=42, catalog=cat, shape=SHAPE)\n", "p = field.params\n", "print(f\"sky {p['sky_e_s']:.3f} + dark {p['dark_e_s']:.4f} e-/s/px | \"\n", " f\"read noise {p['read_noise']:.2f} e- | gain {p['gain']:.3f} e-/ADU | \"\n", " f\"well depth {p['well_depth']} e-\")\n", "print(f'saturated pixels: {field.saturation_mask.sum()}')" ] }, { "cell_type": "code", "execution_count": 3, "id": "049d5066", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:47.083571Z", "iopub.status.busy": "2026-07-02T17:37:47.083491Z", "iopub.status.idle": "2026-07-02T17:37:47.266961Z", "shell.execute_reply": "2026-07-02T17:37:47.266719Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from astropy.visualization import simple_norm\n", "\n", "fig, ax = plt.subplots(figsize=(7.5, 7))\n", "img = field.image_adu\n", "ax.imshow(img, origin='lower', cmap='gray_r',\n", " norm=simple_norm(img, 'asinh', percent=99.5))\n", "sat = np.ma.masked_where(~field.saturation_mask, field.saturation_mask)\n", "ax.imshow(sat, origin='lower', cmap='autumn', alpha=0.9, interpolation='none')\n", "for gmag, y in zip(GMAGS, ys):\n", " ax.annotate(f'G = {gmag:.0f}', (400, y), xytext=(310, y - 4), color=RED)\n", "ax.set_xlabel('x [pix]'); ax.set_ylabel('y [pix]')\n", "ax.set_title('+2 waves defocus, 90 s — saturated pixels in red')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "779e6cdd", "metadata": {}, "source": [ "Note the shape of the saturated regions: the defocused PSF saturates in its bright\n", "*ring* first — for stars near the threshold the central pixel stays below full well.\n", "This is why the per-star `saturated` flag checks a 32 px window\n", "(`wcc_sim.render.star_saturated`), not just the central pixel." ] }, { "cell_type": "code", "execution_count": 4, "id": "eb9282d6", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:47.268709Z", "iopub.status.busy": "2026-07-02T17:37:47.268589Z", "iopub.status.idle": "2026-07-02T17:37:47.270700Z", "shell.execute_reply": "2026-07-02T17:37:47.270481Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "G = 6.0 saturated = True\n", "G = 8.0 saturated = True\n", "G = 10.0 saturated = True\n", "G = 12.0 saturated = True\n", "G = 14.0 saturated = False\n", "G = 16.0 saturated = False\n" ] } ], "source": [ "sat_flags = np.asarray(field.catalog['saturated'])\n", "for gmag, flag in zip(GMAGS, sat_flags):\n", " print(f'G = {gmag:4.1f} saturated = {bool(flag)}')\n", "assert sat_flags[GMAGS <= 8].all() and not sat_flags[GMAGS >= 14].any()" ] }, { "cell_type": "markdown", "id": "64d4a12c", "metadata": {}, "source": [ "## 2. The background noise budget\n", "\n", "In a star-free region the pixel variance should be Poisson on (sky + dark) × exptime\n", "plus the read-noise variance. Compare the measured standard deviation of `image_e`\n", "(electrons, before digitization) against that expectation." ] }, { "cell_type": "code", "execution_count": 5, "id": "0fd1f91f", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:47.272020Z", "iopub.status.busy": "2026-07-02T17:37:47.271927Z", "iopub.status.idle": "2026-07-02T17:37:47.392340Z", "shell.execute_reply": "2026-07-02T17:37:47.392015Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "background level: 1.49 e- (expected 1.50)\n", "background std: 3.28 e- (expected 3.28)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bkg = field.image_e[:, :200] # star-free left half\n", "level_e = (p['sky_e_s'] + p['dark_e_s']) * EXPTIME\n", "expected = np.sqrt(level_e + p['read_noise'] ** 2)\n", "measured = bkg.std()\n", "print(f'background level: {bkg.mean():8.2f} e- (expected {level_e:8.2f})')\n", "print(f'background std: {measured:8.2f} e- (expected {expected:8.2f})')\n", "assert abs(measured / expected - 1) < 0.05\n", "\n", "fig, ax = plt.subplots(figsize=(7.5, 4.2))\n", "ax.hist(bkg.ravel(), bins=80, density=True, color=TEAL, alpha=0.6,\n", " label='pixels (star-free region)')\n", "xx = np.linspace(bkg.min(), bkg.max(), 300)\n", "ax.plot(xx, np.exp(-0.5 * ((xx - level_e) / expected) ** 2)\n", " / (expected * np.sqrt(2 * np.pi)), color=RED,\n", " label='Gaussian, ETC budget')\n", "ax.set_xlabel('pixel value [e$^-$]'); ax.set_ylabel('density')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "77376001", "metadata": {}, "source": [ "## 3. `n_reads`: trading saturation for read noise\n", "\n", "`n_reads` follows the ETC convention of coadded frames: the exposure is split into\n", "equal frames that are summed. Saturation is evaluated **per frame**, so more reads\n", "keep bright stars unsaturated — at the cost of read-noise variance growing as\n", "`n_reads`." ] }, { "cell_type": "code", "execution_count": 6, "id": "04547902", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:47.394148Z", "iopub.status.busy": "2026-07-02T17:37:47.394041Z", "iopub.status.idle": "2026-07-02T17:37:47.863026Z", "shell.execute_reply": "2026-07-02T17:37:47.862786Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_reads = 1: 20604 saturated px | saturated stars: G=6, G=8, G=10, G=12 | background std 3.28 e-\n", "n_reads = 9: 8863 saturated px | saturated stars: G=6, G=8, G=10 | background std 9.22 e-\n" ] } ], "source": [ "field9 = simulate_field(RA0, DEC0, sensorfilter='zwo:r', focus=2, exptime=EXPTIME,\n", " n_reads=9, seed=42, catalog=cat, shape=SHAPE)\n", "for f, label in [(field, 'n_reads = 1'), (field9, 'n_reads = 9')]:\n", " n_sat = int(f.saturation_mask.sum())\n", " stars = ', '.join(f'G={m:.0f}' for m, s in\n", " zip(GMAGS, np.asarray(f.catalog['saturated'])) if s)\n", " bstd = f.image_e[:, :200].std()\n", " print(f'{label}: {n_sat:6d} saturated px | saturated stars: {stars or \"none\"} | '\n", " f'background std {bstd:6.2f} e-')\n", "assert field9.saturation_mask.sum() < field.saturation_mask.sum()" ] }, { "cell_type": "markdown", "id": "84740d5d", "metadata": {}, "source": [ "## 4. Noiseless closure\n", "\n", "With `add_noise=False` the realization equals the expectation image exactly\n", "(`image_e == image_clean`) — the basis for photometric closure tests." ] }, { "cell_type": "code", "execution_count": 7, "id": "8f9fb613", "metadata": { "execution": { "iopub.execute_input": "2026-07-02T17:37:47.864468Z", "iopub.status.busy": "2026-07-02T17:37:47.864363Z", "iopub.status.idle": "2026-07-02T17:37:48.264838Z", "shell.execute_reply": "2026-07-02T17:37:48.264585Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max |image_e - image_clean| = 0.0\n" ] } ], "source": [ "clean = simulate_field(RA0, DEC0, sensorfilter='zwo:r', focus=2, exptime=EXPTIME,\n", " catalog=cat, shape=SHAPE, add_noise=False)\n", "diff = np.abs(clean.image_e - clean.image_clean).max()\n", "print(f'max |image_e - image_clean| = {diff}')\n", "assert diff == 0.0" ] }, { "cell_type": "markdown", "id": "b9994f70", "metadata": {}, "source": [ "## Summary\n", "\n", "- Noise model = sky + dark, per-frame full-well/ADC cap, Poisson, read noise\n", " (variance × `n_reads`), gain + bias + clip to ADU — identical semantics to the ETC.\n", "- Defocused stars saturate in the ring first; the per-star flag uses a 32 px window.\n", "- Background statistics match the ETC noise budget to a few percent.\n", "- More reads → less per-frame saturation, more read noise; `add_noise=False` gives the\n", " exact expectation image." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (py313)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }