{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "## 實驗一: Python 程式語言初見面\n", "\n", "用滑鼠點選以下程式碼,並按下\"Play\"鈕執行看看結果
\n", "\n", "若想要在家中電腦執行以下程式,請前往 https://store.continuum.io/cshop/anaconda/ 下載Anaconda Python 軟體\n", "\n", "實驗開始步驟:\n", "\n", "(1)點右上角按鈕下載此份文件\"ipython notebook\"\n", "\n", "(2)將 SandS_lab1.ipynb 存放至\"我的文件\"\n", "\n", "(3)按下開始工具列->附屬應用程式->命令提示字元 來開啟命令列視窗\n", "\n", "(4)於命令列鍵入 ipython notebook 指令來開啟 Jupyter 視窗\n", "\n", "(5)開啟SandS_lab1.ipynb 開始以下實驗作答" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#coding: utf-8\n", "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "x=np.array([0,0,0,0,1,1,1,1,0,0,0,0])\n", "plt.plot(x,'ro-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 問題一\n", "(1)按加號新增一個\"Markdown\"區塊,描述你看到了什麼。
\n", "(2)再按加號新增一個\"code\"區塊,嘗試畫出 \"三個帽子\"的波形
\n", "(按加號後,點選 'Cell Toolbar' 左方是下拉式選單,選擇 CODE)\n", "****************************************************************************************" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 實驗二: Python 之資料顯示以及np 陣列\n", "用滑鼠點選以下程式碼,並按下\"Play\"鈕執行看看結果
" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9]\n", "這是 np.arange(0,1,0.1)的結果:[ 0. 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9]\n", "加上一些換行字元\n", "\n", "\n", "換行的結果是這樣\n", "\n", "這是 np.arange(0,1,0.01)的結果:\n", "[ 0. 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.11\n", " 0.12 0.13 0.14 0.15 0.16 0.17 0.18 0.19 0.2 0.21 0.22 0.23\n", " 0.24 0.25 0.26 0.27 0.28 0.29 0.3 0.31 0.32 0.33 0.34 0.35\n", " 0.36 0.37 0.38 0.39 0.4 0.41 0.42 0.43 0.44 0.45 0.46 0.47\n", " 0.48 0.49 0.5 0.51 0.52 0.53 0.54 0.55 0.56 0.57 0.58 0.59\n", " 0.6 0.61 0.62 0.63 0.64 0.65 0.66 0.67 0.68 0.69 0.7 0.71\n", " 0.72 0.73 0.74 0.75 0.76 0.77 0.78 0.79 0.8 0.81 0.82 0.83\n", " 0.84 0.85 0.86 0.87 0.88 0.89 0.9 0.91 0.92 0.93 0.94 0.95\n", " 0.96 0.97 0.98 0.99]\n", "\n", "\n", "\n", "這是 sum(np.arange(0,10,1))的結果:45\n" ] } ], "source": [ "#coding: utf-8\n", "import numpy as np\n", "\n", "t=np.arange(0,1,0.1)\n", "print(t)\n", "print(\"這是 np.arange(0,1,0.1)的結果:\" + str(t))\n", "print(\"加上一些換行字元\\n\\n\\n\" + \"換行的結果是這樣\\n\")\n", "t=np.arange(0,1,0.01)\n", "print(\"這是 np.arange(0,1,0.01)的結果:\")\n", "print(t)\n", "sumt=sum(np.arange(0,10,1))\n", "print(\"\\n\\n\\n這是 sum(np.arange(0,10,1))的結果:\" +str(sumt))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "## 問題二\n", "新增一個\"Markdown\"區塊,將以下問題之答案寫下來。
\n", "(1)請推論 np.arange 這個函數的用處,以及三個輸入值的意義。
\n", "(2)新增一個\"code\"區塊,利用python 程式碼,計算100以下偶數之總合。\n", "****************************************************************************************\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "## 實驗三 : 弦波的頻率以及繪圖\n", "用滑鼠點選以下程式碼,並按下\"Play\"鈕執行看看結果
" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AitfCPXIzb/dfTWrhRr8mB0p2JCANc52AwFDXPUUqr+/yjwKRjgkPVWbY76ae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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#coding: utf-8\n", "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "t=np.arange(0,1,0.01)\n", "pi=np.pi\n", "curve=np.sin(2*pi*10*t);\n", "curve2=np.sin(2*pi*5*t);\n", "plt.plot(t,curve,'b',t,curve2,'r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 問題三\n", "\n", "(1)假設橫軸時間單位為秒,請問curve及curve2各為幾Hz弦波(也就是在一秒內走了幾個週期)?
\n", "(新增一個\"Markdown\"區塊,回答此問題)

\n", "(2)又我們如何改變指令,畫出一個 3 Hz的Cosine波呢?
\n", "(新增一個\"CODE\"區塊,回答此問題)\n", "****************************************************************************************" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##實驗四 : 影像運算\n", "用滑鼠點選以下程式碼,並按下\"Play\"鈕執行看看結果
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]\n", " [0 0 0 1 1 1 1 0 0 0]]\n", "(10, 10)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#coding: utf-8\n", "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "x=np.array([0,0,0,1,1,1,1,0,0,0])\n", "y=np.array([x,x,x,x,x,x,x,x,x,x])\n", "print(y)\n", "print(y.shape)\n", "plt.figure(1)\n", "plt.imshow(y,cmap='gray',interpolation='nearest')\n", "y=np.array([x/5.,x/4.,x/3.,x/2.,x/1.,x,x,x,x,x])\n", "plt.figure(2)\n", "plt.imshow(y,cmap='gray',interpolation='nearest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 問題四\n", "* (1)請問y 矩陣的大小為何?
\n", "* (2)試完成一個10x10的矩陣,顯示一個白色十字。\n", "* (新增一個\"CODE\"區塊,回答此問題)\n", "****************************************************************************************" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 實驗五 FIR三點平均 濾波器\n", "\n", "### 用滑鼠點選以下程式碼,並按下\"Play\"鈕執行看看結果
" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Amplitude: 0.918388\n" ] }, { "data": { "image/png": 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Bt4cvvj6q/NCxtQXmzwdeffUSfCnBJUE4qCo8NeYp05qcCROAnj0hp6YiOmI2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dw2yleHSoFabnR303BPzpeYaA7VCRtEdKiWGI80FhLSRN5hYHCQGghZVTkKwLYZqJuMyOWDJ4sR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\nZFI9rKo+a36vhdV7PDaZimAZ5H1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A6dOpMl5dbX7+puTe2bMo6NCBDV7aiMtFRYRLL23xwqpVQE6O4c9NnKjoT9Wp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Xj5ZckCpWpFbqBlMaPVwrMfpir5Rh6oV1BRQV0w35GGPFF8ZQq+o9BqO9iPZcuA3l6gp8dnQZ4S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\npxFTvEH4H4FbcBPRG3ApOPJx8jkK6BKunHptTT6NyhIthkSk2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "n=np.arange(100)\n", "w_hat=0.5\n", "x_n=np.exp(1.0j*w_hat*n)\n", "x_n_1=np.exp(1j*w_hat*(n-1))\n", "x_n_2=np.exp(1j*w_hat*(n-2))\n", "y=(x_n+x_n_1+x_n_2)/3\n", "\n", "plt.figure(figsize=(15,5), dpi=300)\n", "plt.plot(np.real(x_n),'r*-')\n", "plt.plot(np.real(x_n_1),'g*-')\n", "plt.plot(np.real(x_n_2),'b*-')\n", "\n", "params = {'backend': 'ps',\n", " 'xtick.labelsize': 24,\n", " 'ytick.labelsize': 24,}\n", "plt.rcParams.update(params)\n", "\n", "plt.figure(figsize=(15,5), dpi=300)\n", "plt.plot(np.real(x_n_2),'r*-')\n", "plt.plot(np.real(y),'b*-')\n", "print (\"Amplitude: %f\" % np.abs(y)[0])\n", "\n", "params = {'backend': 'ps',\n", " 'xtick.labelsize': 24,\n", " 'ytick.labelsize': 24,}\n", "plt.rcParams.update(params)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ii=0\n", "for w_hat in np.arange(-np.pi,np.pi,0.1):\n", " x_n=np.exp(1j*w_hat*n)\n", " x_n_1=np.exp(1j*w_hat*(n-1))\n", " x_n_2=np.exp(1j*w_hat*(n-2))\n", " y=(x_n*1/3+x_n_1*1/3+x_n_2*1/3)\n", "\n", " if ii==0:\n", " w_hat_all=np.array(w_hat)\n", " y_abs=np.array(np.abs(y)[0])\n", " else:\n", " w_hat_all=np.append(w_hat_all,w_hat)\n", " y_abs=np.append(y_abs,np.abs(y)[0])\n", " \n", " ii+=1\n", " \n", "plt.plot(w_hat_all,y_abs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 問題五\n", "### (1) 三點平均濾波器是何種濾波器?\n", "### (2) 嘗試將頻率測試範圍由-pi~pi 改成-3pi~3pi 結果為何?\n", "### (3) 嘗試畫出y[n]=x[n]-x[n-1]之頻率響應" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [Root]", "language": "python", "name": "Python [Root]" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }