misc/DigitalAudioProcessing/DigitalAudioProcessing1_AudioWaveform.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e547af3b-0c7a-4cd8-8400-6088e00cd730",
   "metadata": {},
   "source": [
    "# Digital Audio Processing 1 -- Audio Waveform\n",
    "\n",
    "Date: 2023/08/20\n",
    "\n",
    "Audio data from [this site](http://floor13.sakura.ne.jp/book03/book03.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "64e95dc7-a582-4317-9cc7-6afd6bfd0c40",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.io.wavfile import read, write\n",
    "from scipy.fft import fft, fftfreq\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Audio\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3dd5cf58-1471-4c74-af9d-d63a038bc373",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_wave(fs, data, title, ylim=(-1,1), max=1.0):\n",
    "    num = data.shape[0]\n",
    "    time = np.linspace(0., num/fs, num)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(12,2))\n",
    "    ax.plot(time, data/max)   # Normalization (16bit: 2**16 * 2)\n",
    "    ax.set_title(title)\n",
    "    ax.set_xlabel('Time(sec)')\n",
    "    ax.set_ylabel('Amplitude')\n",
    "    ax.set_ylim(ylim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ee4ffb0f-e42d-4c35-9271-ec63beca1bb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio('data/guitar_A4.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62611d86-a254-4127-8d0d-76f81be8a7e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio('data/recorder_A4.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a625ed2-4469-4bd5-af75-fce2e830f765",
   "metadata": {},
   "source": [
    "## Wave Form"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "721610b1-377d-4dee-88cd-da685e1de2ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Sampling frequency: 8000 Hz, the number of samples: 40000, sampling time: 5.0 sec'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g_fs, g_data = read('data/guitar_A4.wav')\n",
    "g_num = g_data.shape[0]\n",
    "'Sampling frequency: {} Hz, the number of samples: {}, sampling time: {} sec'.format(g_fs, g_num, g_num/g_fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6655633f-bc9c-4789-a5ec-d5a7313bf3ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Sampling frequency: 8000 Hz, the number of samples: 40000, sampling time: 5.0 sec'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_fs, r_data = read('data/recorder_A4.wav')\n",
    "r_num = r_data.shape[0]\n",
    "'Sampling frequency: {} Hz, the number of samples: {}, sampling time: {} sec'.format(r_fs, r_num, r_num/r_fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "74f42078-b1d9-4ec8-b1f2-a653ee751b69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wave(g_fs, g_data, 'Envelop -- Guitar A4', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4932eabe-c43e-462f-94c7-0acc3ffa2170",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wave(r_fs, r_data, 'Envelop -- Recorder A4', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "83d2cc06-ff32-4b04-ac2a-ff4c69b617a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_fs, g_data = read('data/guitar_A4.wav')\n",
    "plot_wave(g_fs, g_data[1800:2000], 'Envelop -- Recorder A4', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "166a8376-b437-40e4-adb6-a5b561f67e04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_fs, g_data = read('data/guitar_A5.wav')\n",
    "plot_wave(g_fs, g_data[1800:2000], 'Envelop -- Recorder A5', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ff88efb6-7fa6-4761-b9ab-415d3b115c4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r_fs, r_data = read('data/recorder_A4.wav')\n",
    "plot_wave(r_fs, r_data[2800:3000], 'Envelop -- Recorder A4', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a53abebb-bddf-4e1a-9b4f-ea44dcb55e06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r_fs, r_data = read('data/recorder_A5.wav')\n",
    "plot_wave(r_fs, r_data[2800:3000], 'Envelop -- Recorder A5', ylim=(-0.6, 0.6), max=2**15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5170afe-411e-40e2-abad-4856771450df",
   "metadata": {},
   "source": [
    "## Sine wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a649d798-8119-4825-8f27-3ed654fe6d7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class SineWave:\n",
    "\n",
    "    def __init__(self, A, fs, f):\n",
    "        self.A = A\n",
    "        self.fs = fs\n",
    "        self.f = f\n",
    "        self.ff = 2 * np.pi * f / fs\n",
    "\n",
    "    def wave(self, n):\n",
    "        return np.array([self.A * np.sin(self.ff * i) for i in range(n)])\n",
    "\n",
    "class CosineWave:\n",
    "\n",
    "    def __init__(self, A, fs, f):\n",
    "        self.A = A\n",
    "        self.fs = fs\n",
    "        self.f = f\n",
    "        self.ff = 2 * np.pi * f / fs\n",
    "\n",
    "    def wave(self, n):\n",
    "        return np.array([self.A * np.cos(self.ff * i) for i in range(n)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e449b9e2-f22d-4656-a955-eea66f84bad7",
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 8000\n",
    "num = int(fs * .1)  # 0.1 sec\n",
    "A = 1\n",
    "s = SineWave(A, fs, 440)\n",
    "data = s.wave(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "56df3e3a-b2d4-47ee-8e40-b7f730963f86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_wave(fs, data, 'Sine wave', ylim=(-A*1.2, A*1.2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a5fe6d3-8b8f-4b82-b89b-7b4cac1b8931",
   "metadata": {},
   "source": [
    "## Sawtooth Wave\n",
    "\n",
    "$h_i = if_0 \\; (i\\geq2)$\n",
    "\n",
    "$s(n) = A \\, sin(\\dfrac{2 \\pi f_0 n}{f_s}) + \\dfrac{A}{2} \\, sin(\\dfrac{2 \\pi h_2 n}{f_s}) + \\dfrac{A}{3} \\, sin(\\dfrac{2 \\pi h_3 n}{f_s}) + \\cdots + \\dfrac{A}{i} \\, sin(\\dfrac{2 \\pi h_i n}{f_s})$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "72154be7-557d-4e7c-befe-9ec48411f807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = None\n",
    "\n",
    "num = int(fs * 0.01)  # 0.01 sec\n",
    "\n",
    "for i in range(1, 16):\n",
    "    A = 1\n",
    "    f = 440 * i\n",
    "    s = SineWave(A*1/i, fs, f)\n",
    "    if data is not None:\n",
    "        data += s.wave(num)\n",
    "    else:\n",
    "        data = s.wave(num)\n",
    "\n",
    "plot_wave(fs, data, 'Sawtooth wave', ylim=(-A*2, A*2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4d075c26-937e-4617-80e4-23817108f60d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = None\n",
    "\n",
    "num = int(fs * 2)  # 0.01 sec\n",
    "\n",
    "for i in range(1, 16):\n",
    "    A = 1\n",
    "    f = 440 * i\n",
    "    s = SineWave(A*1/i, fs, f)\n",
    "    if data is not None:\n",
    "        data += s.wave(num)\n",
    "    else:\n",
    "        data = s.wave(num)\n",
    "\n",
    "Audio(data, rate=fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16440850-46d2-42f7-81bb-f6060f91fbec",
   "metadata": {},
   "source": [
    "## Square Wave\n",
    "\n",
    "$h_i = if_0 \\; (i\\geq2)$\n",
    "\n",
    "$s(n) = A \\, sin(\\dfrac{2 \\pi f_0 n}{f_s}) + \\dfrac{A}{3} \\, sin(\\dfrac{2 \\pi h_3 n}{f_s}) + \\dfrac{A}{5} \\, sin(\\dfrac{2 \\pi h_5 n}{f_s}) + \\cdots + \\dfrac{A}{i} \\, sin(\\dfrac{2 \\pi h_i n}{f_s})$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "095802b6-61f2-4748-97fc-a1dc747d99f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = None\n",
    "\n",
    "num = int(fs * 0.01)  # 0.01 sec\n",
    "\n",
    "for i in range(1, 256, 2):\n",
    "    A = 1\n",
    "    f = 440 * i\n",
    "    s = SineWave(A*1/i, fs, f)\n",
    "    if data is not None:\n",
    "        data += s.wave(num)\n",
    "    else:\n",
    "        data = s.wave(num)\n",
    "\n",
    "plot_wave(fs, data, 'Square wave', ylim=(-A*2, A*2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "df4da52c-fe52-4098-b226-9c05d9614db7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = None\n",
    "\n",
    "num = int(fs * 2)  # 2 sec\n",
    "\n",
    "for i in range(1, 256, 2):\n",
    "    A = 1\n",
    "    f = 440 * i\n",
    "    s = SineWave(A*1/i, fs, f)\n",
    "    if data is not None:\n",
    "        data += s.wave(num)\n",
    "    else:\n",
    "        data = s.wave(num)\n",
    "\n",
    "Audio(data, rate=fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea1b41ae-57a1-4eef-94cc-71dd99b6b3ce",
   "metadata": {},
   "source": [
    "## Sawtooth Wave\n",
    "\n",
    "$h_i = if_0 \\; (i\\geq2)$\n",
    "\n",
    "$s(n) = A \\, cos(\\dfrac{2 \\pi f_0 n}{f_s}) + \\dfrac{A}{2} \\, cos(\\dfrac{2 \\pi h_2 n}{f_s}) + \\dfrac{A}{3} \\, cos(\\dfrac{2 \\pi h_3 n}{f_s}) + \\cdots + \\dfrac{A}{i} \\, cos(\\dfrac{2 \\pi h_i n}{f_s})$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "dc4afa1f-eb5d-42d4-889f-b42b359973fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_s = None\n",
    "data_c = None\n",
    "\n",
    "num = int(fs * 2)  # 0.01 sec\n",
    "\n",
    "for i in range(1, 16):\n",
    "    A = 1\n",
    "    f = 440 * i\n",
    "    ss = SineWave(A*1/i, fs, f)\n",
    "    cs = CosineWave(A*1/i, fs, f)\n",
    "    \n",
    "    if data_s is not None:\n",
    "        data_s += ss.wave(num)\n",
    "    else:\n",
    "        data_s = ss.wave(num)\n",
    "        \n",
    "    if data_c is not None:\n",
    "        data_c += cs.wave(num)\n",
    "    else:\n",
    "        data_c = cs.wave(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "46d70ab4-63b3-4362-a7a5-92829a155d22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(data_s, rate=fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9bd39770-6914-4940-a566-52bf7c734727",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(data_c, rate=fs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14940054-baac-4578-bc48-88efff319b0e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}