{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73d392e4",
   "metadata": {},
   "source": [
    "id: notebooks/C_sampling_iq.ipynb\n",
    "\n",
    "sampling and complex baseband: Nyquist and aliasing, IQ mixing, IQ imbalance and DC offset, band edges, quantisation (efficiency, Van Vleck, level), what the B210 delivers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50ee6605",
   "metadata": {},
   "source": [
    "<!-- notebooks/C_sampling_iq.ipynb -- theory C: sampling and complex baseband (Interferosim 0.9.2) -->\n",
    "# C – Sampling and the complex baseband\n",
    "\n",
    "---\n",
    "  DI Erich Schubert, 07925151\n",
    "  \n",
    "\n",
    "\n",
    "*Theory notebook C.* Every simulated stream of notebooks 03–09 is a sequence of complex samples – \"IQ\" – as the B210 delivers them. This notebook explains what these numbers are: how a radio band at 1.4 GHz becomes a complex signal around 0 Hz, why a complex sample rate $f_s$ covers a bandwidth $f_s$, what goes wrong when the I and Q branches are not perfect, and how few bits are needed to keep the correlation of two noise signals.\n",
    "\n",
    "Package functions used: `quantize`, `fractional_delay`, `Accumulator`, the B210 profile (`Receiver`), new in 0.9.2 `iq_imbalance`, `image_rejection_db`, `quantizer_levels`, `quantization_efficiency`, `van_vleck_1bit`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f938d2bb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:47:58.912085Z",
     "iopub.status.busy": "2026-11-01T10:47:58.911809Z",
     "iopub.status.idle": "2026-11-01T10:48:00.339407Z",
     "shell.execute_reply": "2026-11-01T10:48:00.337498Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B210 profile: 2.0 MS/s complex, bandwidth 2.0 MHz, 12-bit ADC, host format sc16\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from pathlib import Path\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from interferosim.constants import HI_21CM\n",
    "from interferosim.instrument import Receiver\n",
    "from interferosim.signal import (quantize, Accumulator, iq_imbalance, image_rejection_db, quantizer_levels,\n",
    "                                 quantization_efficiency, van_vleck_1bit)\n",
    "\n",
    "CFG = Path(\"..\") / \"configs\"\n",
    "b210 = Receiver.from_toml(CFG / \"receivers\" / \"b210.toml\")\n",
    "rng = np.random.default_rng(3)\n",
    "\n",
    "def spectrum_db(x, fs, nfft=1024):\n",
    "    \"\"\"Averaged power spectrum in dB (Hann window), frequency axis centred.\"\"\"\n",
    "    acc = Accumulator.create(nfft, \"hann\"); acc.add(x, x)\n",
    "    p = np.real(acc.visibility()) / acc.window_power\n",
    "    return acc.freq_axis(fs), 10 * np.log10(np.maximum(p, 1e-30))\n",
    "print(f\"B210 profile: {b210.sample_rate_sps / 1e6:.1f} MS/s complex, bandwidth {b210.bandwidth_hz / 1e6:.1f} MHz, \"\n",
    "      f\"{b210.adc_bits}-bit ADC, host format {b210.sample_format}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbd9eec9",
   "metadata": {},
   "source": [
    "## 1. Sampling and aliasing\n",
    "\n",
    "A real signal sampled at the rate $f_s$ is only unambiguous up to $f_s/2$ (**Nyquist**). A component at $f > f_s/2$ produces exactly the same samples as one at $|f - k f_s|$: it is **aliased** into the band. The samples carry no trace of which of the candidates was the original – the analogue filter in front of the ADC has to remove everything outside the band beforehand."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8f25c33d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:00.341895Z",
     "iopub.status.busy": "2026-11-01T10:48:00.341517Z",
     "iopub.status.idle": "2026-11-01T10:48:00.758094Z",
     "shell.execute_reply": "2026-11-01T10:48:00.750213Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x420 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max difference of the samples of 2 Hz and 12 Hz: 1.0e-14\n"
     ]
    }
   ],
   "source": [
    "fs = 10.0                                         # samples per unit time (arbitrary units)\n",
    "t_fine = np.linspace(0, 2, 2001)\n",
    "t_s = np.arange(0, 2, 1 / fs)\n",
    "f1, f2 = 2.0, 12.0                                # 12 = 2 + fs: same samples\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 4.2))\n",
    "axes[0].plot(t_fine, np.cos(2 * np.pi * f1 * t_fine), lw=1.2, label=f\"{f1:g} Hz\")\n",
    "axes[0].plot(t_fine, np.cos(2 * np.pi * f2 * t_fine), lw=0.8, alpha=0.7, label=f\"{f2:g} Hz\")\n",
    "axes[0].plot(t_s, np.cos(2 * np.pi * f1 * t_s), \"ko\", ms=5, label=f\"samples at fs = {fs:g}\")\n",
    "axes[0].set(xlabel=\"t\", xlim=(0, 1), title=\"two tones, identical samples\"); axes[0].legend(fontsize=9)\n",
    "f_in = np.linspace(0, 3 * fs, 600)\n",
    "f_alias = np.abs(((f_in + fs / 2) % fs) - fs / 2)\n",
    "axes[1].plot(f_in, f_alias, lw=2)\n",
    "for k in range(1, 6): axes[1].axvline(k * fs / 2, color=\"0.6\", ls=\":\", lw=0.8)\n",
    "axes[1].set(xlabel=\"input frequency (real signal)\", ylabel=\"apparent frequency after sampling\",\n",
    "            title=\"aliasing: folding at multiples of fs/2\")\n",
    "for ax in axes: ax.grid(alpha=0.3); ax.title.set_fontsize(10)\n",
    "fig.tight_layout(); plt.show()\n",
    "print(f\"max difference of the samples of {f1:g} Hz and {f2:g} Hz: {np.max(np.abs(np.cos(2*np.pi*f1*t_s) - np.cos(2*np.pi*f2*t_s))):.1e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b20d0f3",
   "metadata": {},
   "source": [
    "## 2. From the radio band to the complex baseband\n",
    "\n",
    "The receiver mixes the RF signal with a local oscillator $f_\\mathrm{LO}$ in two branches, with $\\cos$ (I) and $-\\sin$ (Q), and low-pass filters both:\n",
    "\n",
    "$$x(t) = I(t) + iQ(t) = \\mathrm{LP}\\left\\{s_\\mathrm{RF}(t)\\,e^{-2\\pi i f_\\mathrm{LO} t}\\right\\}.$$\n",
    "\n",
    "The band $f_\\mathrm{LO} \\pm f_s/2$ ends up at $\\pm f_s/2$ around 0 Hz, **with the sign kept**: a component above the LO appears at positive, one below at negative frequency. With the real signal alone (only I) the two would fall onto each other. That is why a complex sample rate $f_s$ covers the bandwidth $f_s$ (a real one only $f_s/2$), and why the B210 at 2 MS/s records 2 MHz around 1420.4 MHz. Simulated with a scaled-down RF: a carrier band of noise with two tones 0.3 above and 0.5 below the LO."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "478bcded",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:00.760631Z",
     "iopub.status.busy": "2026-11-01T10:48:00.760318Z",
     "iopub.status.idle": "2026-11-01T10:48:01.699066Z",
     "shell.execute_reply": "2026-11-01T10:48:01.697549Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1900x430 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "complex baseband: 8192 samples at fs = 2, band -1 ... +1 around the LO\n"
     ]
    }
   ],
   "source": [
    "fs_rf, n = 64.0, 2 ** 18                         # \"RF\" sampled finely (arbitrary units)\n",
    "t = np.arange(n) / fs_rf\n",
    "f_lo, B = 10.0, 2.0\n",
    "noise = rng.standard_normal(n)\n",
    "from scipy.signal import firwin, lfilter\n",
    "bp = firwin(801, [f_lo - B / 2, f_lo + B / 2], pass_zero=False, fs=fs_rf)\n",
    "rf = lfilter(bp, 1.0, noise) * 6 + 1.0 * np.cos(2 * np.pi * (f_lo + 0.3) * t) + 0.5 * np.cos(2 * np.pi * (f_lo - 0.5) * t)\n",
    "mixed = rf * np.exp(-2j * np.pi * f_lo * t)                      # I = rf cos, Q = -rf sin\n",
    "lp = firwin(801, B / 2, fs=fs_rf)\n",
    "bb = lfilter(lp, 1.0, mixed)[::int(fs_rf / B)]                  # low-pass, decimate to fs = B\n",
    "fig, axes = plt.subplots(1, 3, figsize=(19, 4.3))\n",
    "f, p = spectrum_db(rf + 0j, fs_rf, 2048); axes[0].plot(f, p, lw=1)\n",
    "axes[0].set(xlim=(0, fs_rf / 2), title=\"real RF signal (positive half of the spectrum)\", xlabel=\"frequency\")\n",
    "axes[0].axvline(f_lo, color=\"C3\", ls=\"--\", lw=1); axes[0].annotate(\"LO\", (f_lo, p.max()), xytext=(4, -10), textcoords=\"offset points\")\n",
    "f, p = spectrum_db(bb, B, 256); axes[1].plot(f, p, lw=1.5)\n",
    "axes[1].set(title=\"complex baseband I + iQ, fs = B: both tones at their own sign\", xlabel=\"frequency offset from the LO\")\n",
    "f, p = spectrum_db(bb.real + 0j, B, 256); axes[2].plot(f, p, lw=1.5, color=\"C1\")\n",
    "axes[2].set(title=\"only I (real): +0.3 and -0.3 mirrored, 0.5 and -0.5 too\", xlabel=\"frequency offset from the LO\")\n",
    "for ax in axes: ax.set_ylabel(\"power [dB]\"); ax.grid(alpha=0.3); ax.title.set_fontsize(10)\n",
    "fig.tight_layout(); plt.show()\n",
    "print(f\"complex baseband: {bb.size} samples at fs = {B:g}, band -{B / 2:g} ... +{B / 2:g} around the LO\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc53cbac",
   "metadata": {},
   "source": [
    "## 3. IQ imbalance and DC offset\n",
    "\n",
    "Real mixers are not perfect: the Q branch has a slightly different gain ($g$) and is not exactly 90° off ($\\varphi$). Then a tone at $+f$ produces an **image** at $-f$, suppressed by the image rejection ratio\n",
    "\n",
    "$$\\mathrm{IRR} = \\frac{1 + 2g\\cos\\varphi + g^2}{1 - 2g\\cos\\varphi + g^2}.$$\n",
    "\n",
    "A leak of the LO into the signal path gives a **DC offset**: a spike at 0 Hz. Both matter for an interferometer: with two channels on one B210 the LO leakage is *common* to both channels and correlates – a false visibility in the centre channel that does not rotate with the fringe rate (the crosstalk check of notebook 08). The B210 profile switches the automatic DC-offset and IQ-balance corrections **off** (`dc_offset_correction = false`, `iq_balance_correction = false`), because they adapt continuously and would change the gain during the observation; the centre channel is flagged instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b2223913",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:01.702119Z",
     "iopub.status.busy": "2026-11-01T10:48:01.701845Z",
     "iopub.status.idle": "2026-11-01T10:48:02.351540Z",
     "shell.execute_reply": "2026-11-01T10:48:02.350384Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x430 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "two independent noise channels with a common DC offset of 0.05 (amplitude): coherence centre channel 0.095, other channels 0.014 (noise level 0.016)\n"
     ]
    }
   ],
   "source": [
    "fsb, nb = 2e6, 2 ** 18\n",
    "tb = np.arange(nb) / fsb\n",
    "tone = np.exp(2j * np.pi * 300e3 * tb) + 0.3 * (rng.standard_normal(nb) + 1j * rng.standard_normal(nb))\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 4.3))\n",
    "for gdb, ph, col in ((0.0, 0.0, \"k\"), (0.1, 1.0, \"C0\"), (0.5, 3.0, \"C3\")):\n",
    "    f, p = spectrum_db(iq_imbalance(tone, gdb, ph), fsb, 1024)\n",
    "    axes[0].plot(f / 1e3, p, lw=1, color=col, label=f\"g = {gdb} dB, φ = {ph}°: IRR {image_rejection_db(gdb, ph):.0f} dB\")\n",
    "axes[0].set(xlabel=\"frequency offset  [kHz]\", ylabel=\"power [dB]\", title=\"tone at +300 kHz and its image at -300 kHz\")\n",
    "axes[0].legend(fontsize=8.5)\n",
    "G, P = np.meshgrid(np.linspace(0.01, 1.0, 120), np.linspace(0.05, 5.0, 120))\n",
    "irr = np.vectorize(image_rejection_db)(G, P)\n",
    "cs = axes[1].contourf(G, P, irr, levels=[20, 25, 30, 35, 40, 45, 50, 60], cmap=\"viridis\")\n",
    "axes[1].clabel(axes[1].contour(G, P, irr, levels=[25, 30, 35, 40, 50], colors=\"w\", linewidths=0.8), fmt=\"%d dB\", fontsize=8)\n",
    "axes[1].set(xlabel=\"gain imbalance  [dB]\", ylabel=\"phase imbalance  [deg]\", title=\"image rejection ratio\")\n",
    "fig.colorbar(cs, ax=axes[1], label=\"IRR [dB]\")\n",
    "for ax in axes: ax.grid(alpha=0.3); ax.title.set_fontsize(10)\n",
    "fig.tight_layout(); plt.show()\n",
    "# common DC offset in two channels -> false correlation in the centre channel\n",
    "common_dc = 0.05 * np.exp(1j * 0.7)\n",
    "a = (rng.standard_normal(nb) + 1j * rng.standard_normal(nb)) / np.sqrt(2) + common_dc\n",
    "b = (rng.standard_normal(nb) + 1j * rng.standard_normal(nb)) / np.sqrt(2) + common_dc\n",
    "acc = Accumulator.create(64, \"hann\"); acc.add(a, b)\n",
    "coh = acc.coherence()\n",
    "print(f\"two independent noise channels with a common DC offset of {abs(common_dc):.2f} (amplitude): coherence centre channel \"\n",
    "      f\"{coh[32]:.3f}, other channels {np.median(np.delete(coh, 32)):.3f} (noise level {1 / np.sqrt(acc.n_win):.3f})\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "281f6fa3",
   "metadata": {},
   "source": [
    "## 4. The band edges\n",
    "\n",
    "The anti-aliasing filters (analogue and the digital decimation filters of the AD9361/FPGA) are not rectangular: the response falls off towards $\\pm f_s/2$, and what is left beyond the edge is aliased back in. With the bandwidth set equal to the sample rate (the B210 profile: 2 MHz at 2 MS/s), the outer channels of the FX correlator carry less signal and some aliased noise. Practical rule: use the inner ~80 % of the channels, or sample faster than the band of interest. Simulated: white noise through a filter with a transition band, decimated to $f_s$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "381a7aec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:02.354672Z",
     "iopub.status.busy": "2026-11-01T10:48:02.354454Z",
     "iopub.status.idle": "2026-11-01T10:48:04.019139Z",
     "shell.execute_reply": "2026-11-01T10:48:04.017744Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x420 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over = 8\n",
    "wide = (rng.standard_normal(nb * over) + 1j * rng.standard_normal(nb * over)) / np.sqrt(2)\n",
    "fig, ax = plt.subplots(figsize=(12, 4.2))\n",
    "for cut, lab in ((0.40, \"filter edge at 0.40 fs (80 % usable)\"), (0.50, \"filter edge at 0.50 fs\"), (0.60, \"filter edge at 0.60 fs (aliasing)\")):\n",
    "    h = firwin(255, cut / over * 2, window=\"hann\")             # cut in units of fs, relative to the fast rate\n",
    "    y = lfilter(h, 1.0, wide)[::over]\n",
    "    f, p = spectrum_db(y, fsb, 256)\n",
    "    ax.plot(f / 1e6, p - p[128], lw=1.5, label=lab)\n",
    "ax.axvspan(-0.8, 0.8, color=\"C2\", alpha=0.07)                 # inner 80 % of the band\n",
    "ax.set(xlabel=\"frequency offset  [MHz]  (fs = 2 MS/s)\", ylabel=\"relative power [dB]\", ylim=(-25, 3),\n",
    "       title=\"band shape after the anti-aliasing filter and decimation\")\n",
    "ax.grid(alpha=0.3); ax.legend(fontsize=9); fig.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e2b4080",
   "metadata": {},
   "source": [
    "## 5. Quantisation: how many bits?\n",
    "\n",
    "The signal of a radio telescope is noise; the information sits in a tiny **correlation** between two noise streams ($\\rho \\approx 10^{-3}$ for the masers, 0.1 for the Sun with horns). A noise signal has no fine structure worth keeping – the quantiser only has to preserve the statistics well enough that the correlation survives. For weak correlations the quantised correlation is $\\rho_q = \\eta_Q\\,\\rho$ with the **quantisation efficiency**\n",
    "\n",
    "$$\\eta_Q = \\frac{\\left[\\sum_k y_k\\,\\big(\\phi(t_k) - \\phi(t_{k+1})\\big)\\right]^2}{\\sum_k y_k^2\\,\\big(\\Phi(t_{k+1}) - \\Phi(t_k)\\big)}$$\n",
    "\n",
    "($t_k$ thresholds, $y_k$ output levels in units of σ, $\\phi$/$\\Phi$ the normal density/distribution). It enters the sensitivity like a loss of collecting area: the integration time for a given S/N grows by $1/\\eta_Q^2$. The data volume grows linearly with the number of bits. Checked against the package quantiser with two correlated noise streams ($\\rho = 0.05$, $2^{20}$ samples):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d171f3fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:04.022176Z",
     "iopub.status.busy": "2026-11-01T10:48:04.021957Z",
     "iopub.status.idle": "2026-11-01T10:48:04.658427Z",
     "shell.execute_reply": "2026-11-01T10:48:04.656521Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bits  eta_Q theory  measured rho_q/rho  time factor 1/eta^2  data rate at 2 MS/s, 2 ch\n",
      "   1        0.6366               0.624                 2.47                   1.0 MB/s\n",
      "   2        0.8812               0.877                 1.29                   2.0 MB/s\n",
      "   3        0.9626               0.960                 1.08                   3.0 MB/s\n",
      "   4        0.9885               0.988                 1.02                   4.0 MB/s\n",
      "   8        0.9999               1.000                 1.00                   8.0 MB/s\n",
      "  12        1.0000               1.000                 1.00                  12.0 MB/s\n",
      "\n",
      "(unquantised correlation of the test streams: 0.0511; statistical error of the ratio ≈ 0.014)\n"
     ]
    }
   ],
   "source": [
    "n5, rho = 2 ** 20, 0.05\n",
    "s = (rng.standard_normal(n5) + 1j * rng.standard_normal(n5)) / np.sqrt(2)\n",
    "def noisy():\n",
    "    return np.sqrt(rho) * s + np.sqrt(1 - rho) * (rng.standard_normal(n5) + 1j * rng.standard_normal(n5)) / np.sqrt(2)\n",
    "a, b = noisy(), noisy()\n",
    "def corr(x, y):\n",
    "    return float(np.real(np.mean(x * np.conj(y)) / np.sqrt(np.mean(np.abs(x) ** 2) * np.mean(np.abs(y) ** 2))))\n",
    "r0 = corr(a, b)\n",
    "print(f\"{'bits':>4s} {'eta_Q theory':>13s} {'measured rho_q/rho':>19s} {'time factor 1/eta^2':>20s} {'data rate at 2 MS/s, 2 ch':>26s}\")\n",
    "for bits in (1, 2, 3, 4, 8, 12):\n",
    "    eta = quantization_efficiency(bits)\n",
    "    m = corr(quantize(a, bits), quantize(b, bits)) / r0\n",
    "    rate = 2e6 * 2 * bits * 2 / 8 / 1e6                         # I and Q, two channels\n",
    "    print(f\"{bits:4d} {eta:13.4f} {m:19.3f} {1 / eta ** 2:20.2f} {rate:21.1f} MB/s\")\n",
    "print(f\"\\n(unquantised correlation of the test streams: {r0:.4f}; statistical error of the ratio ≈ {1 / np.sqrt(2 * n5) / rho:.3f})\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05d68586",
   "metadata": {},
   "source": [
    "**2 bits are the usual compromise in VLBI:** 88 % efficiency, 29 % more integration time, a quarter of the data volume of 8 bits. The B210 delivers 12 bits (host formats `sc16` or `sc8`); for the recording, a reduction to 2–4 bits costs almost nothing in sensitivity – as long as the level is right and there is no strong interference.\n",
    "\n",
    "**The level matters.** $\\eta_Q$ depends on the step in units of σ: too small a step and the quantiser saturates (only the sign survives), too large and most samples fall into the two inner levels. The package uses the optimum steps (Max 1960). An automatic gain control that changes the level during the observation changes $\\eta_Q$ – and with it the amplitude scale (notebook 08: AGC off).\n",
    "\n",
    "**Van Vleck correction.** For strong correlations the relation is no longer linear. For 1 bit the exact arcsine law holds, $\\rho_q = \\tfrac{2}{\\pi}\\arcsin\\rho$; `van_vleck_1bit` inverts it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d49a1c89",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:04.660997Z",
     "iopub.status.busy": "2026-11-01T10:48:04.660780Z",
     "iopub.status.idle": "2026-11-01T10:48:05.758965Z",
     "shell.execute_reply": "2026-11-01T10:48:05.757359Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(16, 4.4))\n",
    "steps = np.linspace(0.1, 3.0, 300)\n",
    "for bits in (2, 3, 4):\n",
    "    axes[0].plot(steps, [quantization_efficiency(bits, st) for st in steps], lw=2, label=f\"{bits} bits\")\n",
    "    st0 = {2: 0.996, 3: 0.586, 4: 0.335}[bits]\n",
    "    axes[0].plot(st0, quantization_efficiency(bits), \"ko\", ms=5)\n",
    "axes[0].axhline(2 / np.pi, color=\"0.5\", ls=\":\", label=\"1 bit (2/π)\")\n",
    "axes[0].set(xlabel=\"quantiser step  [σ]\", ylabel=r\"$\\eta_Q$\", ylim=(0.5, 1.0), title=\"efficiency against the input level (dots: optimum)\")\n",
    "axes[0].legend(fontsize=9)\n",
    "rhos = np.linspace(0, 0.95, 20)\n",
    "meas = []\n",
    "for r_ in rhos:\n",
    "    x = (rng.standard_normal(200_000) + 1j * rng.standard_normal(200_000)) / np.sqrt(2)\n",
    "    y = np.sqrt(r_) * x + np.sqrt(1 - r_) * (rng.standard_normal(200_000) + 1j * rng.standard_normal(200_000)) / np.sqrt(2)\n",
    "    xx = np.sqrt(r_) * x + np.sqrt(1 - r_) * (rng.standard_normal(200_000) + 1j * rng.standard_normal(200_000)) / np.sqrt(2)\n",
    "    meas.append(corr(quantize(xx, 1), quantize(y, 1)))\n",
    "true_r = rhos                                           # correlation of xx and y: r_ (common part sqrt(r_) each)\n",
    "axes[1].plot(true_r, meas, \"o\", ms=5, label=\"1-bit correlation (simulated)\")\n",
    "axes[1].plot(true_r, 2 / np.pi * np.arcsin(true_r), lw=2, label=r\"$\\frac{2}{\\pi}\\arcsin\\rho$\")\n",
    "axes[1].plot(true_r, van_vleck_1bit(np.array(meas)), \"s\", ms=4, label=\"after the Van Vleck correction\")\n",
    "axes[1].plot([0, 1], [0, 1], \"k:\", lw=1)\n",
    "axes[1].set(xlabel=r\"true correlation $\\rho$\", ylabel=\"measured\", title=\"1 bit: the arcsine law and its correction\"); axes[1].legend(fontsize=9)\n",
    "for ax in axes: ax.grid(alpha=0.3); ax.title.set_fontsize(10)\n",
    "fig.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42862af7",
   "metadata": {},
   "source": [
    "## 6. What the B210 delivers – and what that means here\n",
    "\n",
    "The B210 digitises with 12 bits and sends the samples to the host as 16-bit (`sc16`) or 8-bit (`sc8`) integers. The dynamic range of the ADC, about $6.02\\,b + 1.76$ dB for a full-scale sine, matters only when strong signals share the band: noise from the sky and the receiver needs a few bits, but a strong interferer (or the Sun on a 3 m dish, notebook 08) must not drive the ADC into saturation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f384607d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-11-01T10:48:05.761430Z",
     "iopub.status.busy": "2026-11-01T10:48:05.761174Z",
     "iopub.status.idle": "2026-11-01T10:48:05.768934Z",
     "shell.execute_reply": "2026-11-01T10:48:05.767799Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADC 12 bit: dynamic range for a full-scale sine ≈ 74 dB; noise rms at 1/4 full scale leaves 12 dB headroom for peaks (Gaussian 4σ)\n",
      "host format sc16: 4 bytes per complex sample, two channels at 2 MS/s: 16 MB/s = 58 GB/h\n",
      "host format sc8: 2 bytes per complex sample, two channels at 2 MS/s: 8 MB/s = 29 GB/h\n",
      "re-quantised to 2 bits for the archive: 2 MB/s = 7.2 GB/h, η_Q = 0.881\n",
      "\n",
      "T_A / T_sys: Sun with horns 0.16, Sun with a 3 m dish 6.1 (power x 7.1: +8.5 dB on the level), OH maser 70 Jy 9.0e-04\n"
     ]
    }
   ],
   "source": [
    "print(f\"ADC {b210.adc_bits} bit: dynamic range for a full-scale sine ≈ {6.02 * b210.adc_bits + 1.76:.0f} dB; noise rms at 1/4 full scale \"\n",
    "      f\"leaves {20 * np.log10(4):.0f} dB headroom for peaks (Gaussian 4σ)\")\n",
    "for fmt in (\"sc16\", \"sc8\"):\n",
    "    rec = Receiver.from_toml(CFG / \"receivers\" / \"b210.toml\"); rec.sample_format = fmt; rec.rx_channels = 2\n",
    "    print(f\"host format {fmt}: {rec.bytes_per_sample} bytes per complex sample, two channels at 2 MS/s: \"\n",
    "          f\"{rec.data_rate_bytes_per_s() / 1e6:.0f} MB/s = {rec.data_rate_bytes_per_s() * 3600 / 1e9:.0f} GB/h\")\n",
    "print(f\"re-quantised to 2 bits for the archive: {2e6 * 2 * 2 * 2 / 8 / 1e6:.0f} MB/s = {2e6 * 2 * 2 * 2 / 8 * 3600 / 1e9:.1f} GB/h, \"\n",
    "      f\"η_Q = {quantization_efficiency(2):.3f}\")\n",
    "print(f\"\\nT_A / T_sys: Sun with horns {19.3 / 120:.2f}, Sun with a 3 m dish {731 / 120:.1f} (power x {1 + 731 / 120:.1f}: \"\n",
    "      f\"+{10 * np.log10(1 + 731 / 120):.1f} dB on the level), OH maser 70 Jy {70 * 1e-26 * 4.24 / (2 * 1.380649e-23) / 120:.1e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99ded13d",
   "metadata": {},
   "source": [
    "## 7. Summary\n",
    "\n",
    "| topic | statement | consequence for the project |\n",
    "|---|---|---|\n",
    "| Nyquist | real sampling unambiguous up to $f_s/2$ | the analogue filter defines the band |\n",
    "| complex baseband | I + iQ keeps the sign of the frequency; bandwidth = $f_s$ | 2 MS/s → 2 MHz around the LO |\n",
    "| IQ imbalance | image at −f, IRR from gain and phase error | lines and tones get mirror images |\n",
    "| DC offset | spike at 0 Hz, common to channels with one LO | flag the centre channel; corrections off |\n",
    "| band edges | filter roll-off and aliasing at ±$f_s/2$ | use the inner ~80 % of the channels |\n",
    "| quantisation | $\\eta_Q$ = 0.64 (1 bit), 0.88 (2 bits), 0.96 (3 bits) | 2 bits for recording, level must stay fixed (AGC off) |\n",
    "| Van Vleck | non-linear for strong correlation | correct 1-/2-bit data for the Sun |\n",
    "\n",
    "## 8. Selector\n",
    "\n",
    "Tone frequency and level, IQ gain and phase error, DC offset, number of bits; *Run Interact* shows the spectrum of the complex baseband with image and DC spike, and the quantised histogram. (Needs a running kernel.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc96f16b",
   "metadata": {
    "execution": {
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    "import ipywidgets as widgets\n",
    "from IPython.display import display\n",
    "\n",
    "def run_iq(tone_khz, tone_db, gain_db, phase_deg, dc, bits):\n",
    "    g = np.random.default_rng(7)\n",
    "    m = 2 ** 17\n",
    "    tt = np.arange(m) / 2e6\n",
    "    x = (g.standard_normal(m) + 1j * g.standard_normal(m)) / np.sqrt(2)\n",
    "    x = x + 10 ** (tone_db / 20) * np.exp(2j * np.pi * tone_khz * 1e3 * tt) + dc\n",
    "    y = quantize(iq_imbalance(x, gain_db, phase_deg), bits)\n",
    "    fig, axes = plt.subplots(1, 2, figsize=(16, 4.3))\n",
    "    f, p = spectrum_db(y, 2e6, 1024)\n",
    "    axes[0].plot(f / 1e3, p, lw=1); axes[0].axvline(-tone_khz, color=\"C3\", ls=\":\", lw=1)\n",
    "    axes[0].set(xlabel=\"frequency offset  [kHz]\", ylabel=\"power [dB]\",\n",
    "                title=f\"spectrum, IRR {image_rejection_db(gain_db, phase_deg):.0f} dB (image position dotted)\")\n",
    "    axes[1].hist(y.real, bins=200, color=\"C0\"); axes[1].set(xlabel=\"I value\", ylabel=\"count\", title=f\"histogram of I after {bits}-bit quantisation\")\n",
    "    for ax in axes: ax.grid(alpha=0.3); ax.title.set_fontsize(10)\n",
    "    fig.tight_layout(); plt.show()\n",
    "    print(f\"η_Q of {bits} bits (noise only): {quantization_efficiency(bits):.3f}\")\n",
    "\n",
    "display(widgets.interactive(\n",
    "    run_iq, {\"manual\": True},\n",
    "    tone_khz=widgets.FloatSlider(value=300, min=-900, max=900, step=10, description=\"tone [kHz]\"),\n",
    "    tone_db=widgets.FloatSlider(value=0, min=-30, max=20, step=1, description=\"tone / noise [dB]\"),\n",
    "    gain_db=widgets.FloatSlider(value=0.5, min=0, max=2, step=0.05, description=\"gain error [dB]\"),\n",
    "    phase_deg=widgets.FloatSlider(value=3, min=0, max=10, step=0.1, description=\"phase error [°]\"),\n",
    "    dc=widgets.FloatSlider(value=0.05, min=0, max=0.5, step=0.01, description=\"DC offset\"),\n",
    "    bits=widgets.Dropdown(options=[1, 2, 3, 4, 8, 12], value=12, description=\"bits\"),\n",
    "))"
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