{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "de91e174",
   "metadata": {},
   "source": [
    "# Traitement du Signal - Examen blanc : Partie Réflexion\n",
    "\n",
    "## Préambule de l'examen blanc\n",
    "\n",
    "L'examen pratique sera divisé en 2 parties, sur **2 Notebooks différents** :\n",
    "- Un exercice de manipulation : un exercice pas à pas où vous devez juste appliquer ce qu'on vous demande, et qui reprend une bonne partie de ce que vous avez vu durant les précédents TPs.\n",
    "- Un exercice de réflexion : un exercice où vous avez une problématique décrite, et c'est à vous de proposer et de justifier les bons outils permettant d'atteindre l'objectif demandé, tout en faisant une analyse critique de vos résultats obtenus.\n",
    "\n",
    "Avec ces deux exercices, vous avez quelques ressources supplémentaires :\n",
    "- un fichier *utils.py*, avec des fonctions développées durant les TPs qui ne sont pas disponibles dans les packages NumPy ou SciPy\n",
    "- un fichier *index* qui recense tous les noms des fonctions NumPy/SciPy que nous avons utilisé durant les précédents TPs (sans précision cependant sur leur fonctionnement)\n",
    "- Les documentations *Python / NumPy / Scipy / Matplotlib* disponibles via Firefox\n",
    "\n",
    "Chacun des notebooks de cet examen blanc décrira les modalités d'évaluations de chacune des parties"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "627a7516",
   "metadata": {},
   "source": [
    "## Préambule de l'exercice de réflexion\n",
    "\n",
    "L'exercice de réflexion a pour objectif d'évaluer vos capacités à mobiliser vos connaissances en TDS pour résoudre un problème donné. L'évaluation de cet exercice se concentre sur le choix des outils utilisés, leur justification, la mise en application et l'analyse critique de vos résultats obtenus. Il ne vous est pas demandé de recoder des fonctions techniques (style convolution, corrélation, TFD, etc.), mais plutôt utiliser les fonctions disponibles:\n",
    "- Dans les packages *NumPy* et *SciPy*\n",
    "- Dans le fichier *utils.py* à votre disposition, vues dans les précédents TPs et n'ayant souvent pas d'équivalent direct dans les packages précédemment cités\n",
    "\n",
    "L'exercice est totalement résolvable avec ce que vous avez vu en TP. Vous pouvez utiliser des fonctions pas vues en séance de TP cependant.\n",
    "\n",
    "L'évaluation de l'exercice se portera en partie sur les résultats obtenus, mais également sur la démarche employée, sa justification, sa mise en oeuvre et l'analyse critique des résultats obtenus. Même si vous n'arrivez pas à finir l'exercice, vous pouvez avoir une note proche de la note maximale si le protocole employé est correct et justifié: nous évaluons ici votre démarche ingénieur.\n",
    "\n",
    "A vous de jouer, bon courage :D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba61ec29",
   "metadata": {},
   "source": [
    "## Exercice de réflexion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edc5fb2e",
   "metadata": {},
   "source": [
    "Un électrocardiogramme (ECG) est une représentation graphique de l'activité électrique du cœur. Il permet de mettre en évidence diverses anomalies cardiaques et a une place importante dans les examens diagnostiques en cardiologie, comme pour la maladie coronarienne. A partir de ce scan, on peut notamment déterminer si le cœur a une arythmie cardiaque (un cœur qui bat trop vite, trop lentement ou de façon irrégulière), via le calcul de la fréquence cardiaque.\n",
    "\n",
    "*On considère qu'un cœur fonctionnel a un BPM compris entre 60 et 100*\n",
    "\n",
    "Votre but aujourd'hui, si vous l'acceptez, est de calculer le nombre de battements de cœur par minutes (BPM) d'un patient à partir d'un électrocardiogramme. A partir de cette métrique, vous devrez conclure sur la présence d'une arythmie cardiaque du patient. Cependant, la machine utilisée n'a pas bien été calibrée et l'ECG produit est bruité (***ecg_noisy.npy***). A vous de proposer un protocole pour corriger le signal bruité et calculer le BPM avec ce que vous avez vu en TP.\n",
    "\n",
    "**Les ECG à votre disposition ont tous été échantillonnés à 250 Hz**\n",
    "\n",
    "Pour vous aider, nous avons un ECG précédemment enregisté en très bon état (***ecg_clean.npy***). et le motif caractéristique d'un battement de cœur sur un ECG (***motif.npy***)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72ad45ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Chargement des librairies nécessaires pour votre exercice\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "... # Si vous avez besoin d'autres librairies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eea4360b",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Chargement et affichage des différents signaux à notre disposition\n",
    "\n",
    "fe = 250 # Fréquence d'échantillonnage\n",
    "\n",
    "### MOTIF ###\n",
    "\n",
    "motif = np.load(\"ecgs/motif.npy\")\n",
    "N_motif = len(motif) # Nombre de points du motif\n",
    "t_motif = np.arange(0,N_motif/fe, 1/fe) # Axe temporel du motif\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(t_motif, motif)\n",
    "plt.title(\"Motif du battement de coeur\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "### ECG PROPRE ###\n",
    "ecg_clean = np.load(\"ecgs/ecg_clean.npy\")\n",
    "N_ecg_clean = len(ecg_clean) # Nombre de points de l'ECG propre\n",
    "t_ecg_clean = np.arange(0,N_ecg_clean/fe, 1/fe) # Axe temporel de l'ECG propre\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_clean, ecg_clean)\n",
    "plt.title(\"ECG propre\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "### ECG BRUITE ###\n",
    "ecg_noisy = np.load(\"ecgs/ecg_noisy.npy\")\n",
    "N_ecg_noisy = len(ecg_noisy) # Nombre de points de l'ECG bruité\n",
    "t_ecg_noisy = np.arange(0,N_ecg_noisy/fe, 1/fe) # Axe temporel de l'ECG bruité\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_noisy, ecg_noisy)\n",
    "plt.title(\"ECG bruité\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d98bf6e",
   "metadata": {},
   "source": [
    "#### A FAIRE\n",
    "\n",
    "**1)** Calculez le BPM sur l'ECG de bonne qualité ***ecg_clean.npy***\n",
    "\n",
    "**2)** Traitez l'ECG bruité ***ecg_noisy.npy*** et calculez le BPM \n",
    "\n",
    "*Note : Avec le temps imparti, vous n'arriverez pas totalement au bout de l'exercice. Commencez à implémenter ce que vous pouvez et décrivez dans la partie analyse critique ce qu'il faudrait implémenter/corriger pour arriver au but voulu*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f57e4e47",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499efe92",
   "metadata": {},
   "source": [
    "**Présentation du protocole et implémentation pour détecter le BPM sur l'ECG bruité :**\n",
    "\n",
    "*Expliquez par étape ce que vous faites avec des commentaires dans le code et/ou des cellules markdown entre différences cellules de code*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8e49ef4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A COMPLETER\n",
    "# Implémentation de votre solution pour détecter le BPM\n",
    "..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "384a5db6",
   "metadata": {},
   "source": [
    "**BPM obtenu de l'ECG bruité :**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8419692c",
   "metadata": {},
   "source": [
    "**Diagnostic sur la présence d'arythmie cardiaque du patient :**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2aa8006",
   "metadata": {},
   "source": [
    "**Analyse critique de votre implémentation :**"
   ]
  }
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