{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Short Time Fourier Transform (STFT)\n",
"\n",
"ใน tutorial ที่ 2 ของบทเรียนนี้ เราได้เรียนรู้เกี่ยวกับการแปลงข้อมูล $x[n]$ จาก time domain ไปเป็น $X[k]$ ใน frequency domain ผ่านการใช้ discrete Fourier transform (DFT)\n",
"\n",
"หากเรา plot ดูข้อมูล $X[k]$ จะสามารถบอกได้ว่า signal ที่เรากำลังวิเคราะห์อยู่มีสัญญาณที่ความถี่ใดบ้าง และมีสัดส่วนจากความถี่ไหนมากหรือน้อยกว่ากัน\n",
"\n",
"หลังจากนั้นเราก็ได้ลองกำจัดความถี่บางส่วนออกจาก signal โดยการทำ filtering ด้วยฟังก์ชันที่เราเรียกว่า window\n",
"\n",
"
\n",
"\n",
"ใน tutorial นี้เราจะมาลองดู signal ที่มีหน้าตาซับซ้อนมากยิ่งขึ้น เช่น chirp signal ซึ่งเป็น signal ที่มีความถี่ในช่วงเวลาใด ๆ เพียงค่าเดียว แต่เมื่อเวลาเปลี่ยนไป ค่าความถี่นั้นจะเปลี่ยนไป และมีค่าสูงขึ้นเรื่อย ๆ ตามแกนเวลา\n",
"\n",
"\n",
"\n",
"[Slides: Short-Time Fourier Transform (STFT)](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/SignalProcessing/signal_part3_stft.pdf)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gBQE_wgoIAC4"
},
"source": [
"## Analyzing chirp signals using DFT"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "tAFse9djH_To"
},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.signal import chirp, stft, spectrogram\n",
"from scipy.fft import fft, fftfreq, ifft\n",
"import matplotlib.pyplot as plt\n",
"import math"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "K1bCPE6ufNm4"
},
"source": [
"ฟังก์ชันจาก tutorial ก่อนหน้า"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "O1pGx4zEelW6"
},
"outputs": [],
"source": [
"def compute_DFT(x_sampled, f_s):\n",
"\n",
" # คำนวณจำนวนจุดที่มีใน signal\n",
" num_points = x_sampled.shape[0]\n",
"\n",
" # ใช้ FFT ในการแปลงข้อมูลจาก time domain ไปเป็น frequency domain\n",
" X_fft = fft(x_sampled)\n",
"\n",
" # สร้างแกนความถี่ (frequency)\n",
" freq = np.fft.fftfreq(num_points, d=1/f_s)\n",
"\n",
" return X_fft, freq\n",
"\n",
"\n",
"def plot_discrete_time_freq_signal(x_sampled, X_fft, freq):\n",
"\n",
" fig, ax = plt.subplots(2, 1, figsize=(15, 8))\n",
" fig.tight_layout(pad=5.0)\n",
"\n",
" # Plot x[n] (ในที่นี้เราจะใช้ plot แทน scatter เพื่อช่วยให้ดูหน้าตา signal ได้ง่ายขึ้น)\n",
" ax[0].plot(range(x_sampled.shape[0]), x_sampled, c='b')\n",
" ax[0].set(xlabel='n', ylabel='x[n]')\n",
" ax[0].set_title(f\"Discrete time signal x[n] sampled from x(t)\")\n",
" ax[0].grid(True)\n",
"\n",
" # Plot magnitude ของ X[k]\n",
" ax[1].plot(freq, np.abs(X_fft), 'b')\n",
" ax[1].set(xlabel='Frequency (Hz)', ylabel='|X[k]|')\n",
" ax[1].set_title(f\"X[k], DFT of x[n]\")\n",
" ax[1].set_xticks(np.arange(np.min(freq), np.max(freq), 10))\n",
" ax[1].set_xticklabels(ax[1].get_xticks(), rotation = 70)\n",
" ax[1].grid(True)\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Vy8rQntAfRre"
},
"source": [
"ทดลองสร้าง Chirp signal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 410
},
"id": "YScihBmAAtKK",
"outputId": "d7c5da39-b0df-4ccd-f3ef-1d8668f67f21"
},
"outputs": [
{
"data": {
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",
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