{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Measurement Noise Estimation\n",
    "\n",
    "This tutorial demonstrates how to estimate the measurement noise standard deviation for each sensor using a Gaussian Process model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import gpflow as gpf\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "from tsipy.correction import SignalGenerator\n",
    "from tsipy.fusion import SVGPModel, LocalGPModel\n",
    "from tsipy.fusion.kernels import MultiWhiteKernel\n",
    "from tsipy.fusion.utils import (\n",
    "    build_and_concat_label_mask,\n",
    "    build_and_concat_label_mask_output,\n",
    ")\n",
    "from tsipy.utils import (\n",
    "    make_dir,\n",
    "    plot_signals,\n",
    "    plot_signals_and_confidence,\n",
    "    pprint,\n",
    "    pprint_block,\n",
    "    sort_inputs,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_seed = 0\n",
    "normalization = False # If this is True, then estimated stds need re-scaling\n",
    "clipping = True\n",
    "num_inducing_pts = 500\n",
    "max_iter = 5000\n",
    "\n",
    "noise_std_a_rate = 0.040\n",
    "noise_std_b_rate = 0.015"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signal                                            \n",
      "    - t_a                                         (90002,)\n",
      "    - a                                           (90002,)\n",
      "Signal                                            \n",
      "    - t_b                                         (20127,)\n",
      "    - b                                           (20127,)\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(random_seed)\n",
    "tf.random.set_seed(random_seed)\n",
    "\n",
    "# Generate Brownian motion signal\n",
    "signal_generator = SignalGenerator(\n",
    "    y_center=0.0,\n",
    "    add_degradation=False,\n",
    "    noise_stds=(noise_std_a_rate, noise_std_b_rate),\n",
    ")\n",
    "# Noise added is proportional to the value range of the signal\n",
    "noise_std_a = noise_std_a_rate * (np.max(signal_generator.y) - np.min(signal_generator.y))\n",
    "noise_std_b = noise_std_b_rate * (np.max(signal_generator.y) - np.min(signal_generator.y))\n",
    "\n",
    "t_a, a = signal_generator[\"a\"]\n",
    "t_b, b = signal_generator[\"b\"]\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_a\", t_a.shape, level=1)\n",
    "pprint(\"- a\", a.shape, level=1)\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_b\", t_b.shape, level=1)\n",
    "pprint(\"- b\", b.shape, level=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals(\n",
    "    [\n",
    "        (t_a, a, \"$a$\", {}),\n",
    "        (t_b, b, \"$b$\", {}),\n",
    "        (signal_generator.x, signal_generator.y, \"$s$\", {}),\n",
    "    ],\n",
    "    legend=\"upper right\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sensor Fusion and Noise Estimation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signals                                           \n",
      "    - t                                           (110129, 2)\n",
      "    - s                                           (110129, 1)\n"
     ]
    }
   ],
   "source": [
    "gpf.config.set_default_float(np.float64)\n",
    "np.random.seed(random_seed)\n",
    "tf.random.set_seed(random_seed)\n",
    "\n",
    "t_a = build_and_concat_label_mask(t_a, label=1)\n",
    "t_b = build_and_concat_label_mask(t_b, label=2)\n",
    "t_out = build_and_concat_label_mask_output(signal_generator.x)\n",
    "\n",
    "# Concatenate signals and sort by x[:, 0]\n",
    "t = np.vstack((t_a, t_b))\n",
    "s = np.reshape(np.hstack((a, b)), newshape=(-1, 1))\n",
    "t, s = sort_inputs(t, s, sort_axis=0)\n",
    "\n",
    "pprint(\"Signals\", level=0)\n",
    "pprint(\"- t\", t.shape, level=1)\n",
    "pprint(\"- s\", s.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fusion Model and Training\n",
    "\n",
    "Sensor noise standard deviation is a parameter of `MultiWhiteKernel`. This parameter is learned during training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - Step      1/5000:                           -527151.479\n",
      "    - Step   1000/5000:                           -72688.766\n",
      "    - Step   2000/5000:                           -35821.624\n",
      "    - Step   3000/5000:                           -36876.176\n",
      "    - Step   4000/5000:                           -31580.178\n",
      "    - Step   5000/5000:                           -29128.483\n",
      "\n",
      "Output Signals                                   \n",
      "    - t_out                                       (100000, 2)\n",
      "    - s_out_mean                                  (100000,)\n",
      "    - s_out_std                                   (100000,)\n"
     ]
    }
   ],
   "source": [
    "# Kernels\n",
    "matern_kernel = gpf.kernels.Matern12(active_dims=[0])\n",
    "white_kernel = MultiWhiteKernel(labels=(1, 2), active_dims=[1])\n",
    "kernel = matern_kernel + white_kernel\n",
    "\n",
    "# Fusion model\n",
    "model = SVGPModel(\n",
    "    kernel=kernel,\n",
    "    num_inducing_pts=num_inducing_pts,\n",
    "    normalization=normalization,\n",
    "    clipping=clipping,\n",
    ")\n",
    "\n",
    "# Train\n",
    "model.fit(t, s, max_iter=max_iter, x_val=t_out, n_evals=5, verbose=True)\n",
    "\n",
    "# Predict\n",
    "s_out_mean, s_out_std = model(t_out)\n",
    "\n",
    "pprint(\"\\nOutput Signals\", level=0)\n",
    "pprint(\"- t_out\", t_out.shape, level=1)\n",
    "pprint(\"- s_out_mean\", s_out_mean.shape, level=1)\n",
    "pprint(\"- s_out_std\", s_out_std.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, \"SVGP\")],\n",
    ")\n",
    "\n",
    "fig, ax = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, \"SVGP\")],\n",
    ")\n",
    "ax.scatter(\n",
    "    t_a[:, 0],\n",
    "    a,\n",
    "    label=\"$a$\",\n",
    "    s=3,\n",
    ")\n",
    "_ = ax.scatter(\n",
    "    t_b[:, 0],\n",
    "    b,\n",
    "    label=\"$b$\",\n",
    "    s=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Noise standard deviation comparison\n",
    "\n",
    "The measurement noise is underestimated. When training the GP, the model is not guaranteed to recover the exact measurement noise level. Given the selected kernel, the GP can treat part of the signal as noise. Similarly, the measurement noise is estimated to be greater for signal B, which is indeed not the case. Thus, one needs to be careful when making conclusion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sensor a                                          \n",
      "    - Ground-truth:                               0.31556\n",
      "    - Estimation:                                 0.00026\n",
      "Sensor b                                          \n",
      "    - Ground-truth:                               0.11834\n",
      "    - Estimation:                                 0.00033\n"
     ]
    }
   ],
   "source": [
    "# Kernel at index 0 is the matern kernel\n",
    "# Kernel at index 1 is the multi-white kernel\n",
    "est_noise_stds = model._model.kernel.kernels[1].variances.numpy()\n",
    "\n",
    "est_noise_std_a = est_noise_stds[0]\n",
    "est_noise_std_b = est_noise_stds[1]\n",
    "\n",
    "pprint(\"Sensor a\", level=0)\n",
    "pprint(\"- Ground-truth:\", \"{:.5f}\".format(noise_std_a), level=1)\n",
    "pprint(\"- Estimation:\", \"{:.5f}\".format(est_noise_std_a), level=1)\n",
    "\n",
    "pprint(\"Sensor b\", level=0)\n",
    "pprint(\"- Ground-truth:\", \"{:.5f}\".format(noise_std_b), level=1)\n",
    "pprint(\"- Estimation:\", \"{:.5f}\".format(est_noise_std_b), level=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax_a = plot_signals_and_confidence(\n",
    "    [\n",
    "        (\n",
    "            signal_generator.x, \n",
    "            signal_generator.y, \n",
    "            noise_std_a * np.ones_like(signal_generator.y), \n",
    "            r\"$\\sigma_a$\"\n",
    "        ),\n",
    "        (t_out[:, 0], s_out_mean, s_out_std, \"SVGP\"),\n",
    "    ],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-6.04577481468815, 3.9928228639266123)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax_b = plot_signals_and_confidence(\n",
    "    [\n",
    "        (\n",
    "            signal_generator.x, \n",
    "            signal_generator.y, \n",
    "            noise_std_b * np.ones_like(signal_generator.y), \n",
    "            r\"$\\sigma_b$\"\n",
    "        ),\n",
    "        (t_out[:, 0], s_out_mean, s_out_std, \"SVGP\"),\n",
    "    ],\n",
    ")\n",
    "ax_b.set_ylim(*ax_a.get_ylim())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
