{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Цифровая обработка сигналов - Лекция 4\n", "# Тема: Случайные процессы, белый шум\n", "\n", "## Введение\n", "\n", "Перед вами обучающий материал по основам **цифровой обработки сигналов** с использованием средств языка программирования Python. Предполагается, что читатель имеет базовые знания из области высшей математики, а также владеет языком Python и хотя бы поверхностно знает различные python-библиотеки - numpy/scipy, matplotlib и другие. \n", "\n", "Для пользователей MATLAB / GNU Octave освоение материала с точки зрения программного кода не составит труда, поскольку основные функции и их атрибуты во многом идентичны и схожи с методами из python-библиотек.\n", "\n", "## Сигналы\n", "\n", "В предыдущих частях мы узнали, что *сигнал* - это физический процесс, параметры которого изменяются в соответствии с передаваемым сообщением. Сигналы бывают – *случайные* и *детерминированные*. \n", "\n", "**Случайным** сигналом называют функцию времени, значения которой заранее неизвестны и могут быть предсказаны лишь с некоторой *вероятностью*. К основным характеристикам случайных сигналов относятся:\n", "\n", "* закон распределения (относительное время пребывания значения сигнала в определенном интервале),\n", "* спектральное распределение мощности.\n", "\n", "\n", "Случайные сигналы делятся на два класса: 1) шумы - беспорядочные колебания, состоящие из набора разных частот и амплитуд, 2) сигналы, несущие информацию, для обработки которых требуется прибегать к вероятностным методам. \n", "\n", "Случайные сигналы характеризуются **плотностью распределения вероятностей**. Плотность вероятности это один из способов задания распределения случайных величин. Плотность вероятности - неотрицательная функция при любых значениях дискретного сигнала. Для аналоговых случайных сигналов интеграл от функции сигнала во всем диапазоне значений стремится к единице. Для дискретных случайных величин **не** существует функции плотности распределения вероятностей, т.к. дискретная случайная величина не является непрерывной функцией. Однако, математический аппарат позволяет вычислять приближенные значения функции.\n", "\n", "Простые примеры дискретных случайных величин:\n", "- количество выпавших орлов и количество выпавших решек при броске монеты счетное число N раз,\n", "- число попаданий в мишень при ограниченном числе выстрелов.\n", "- погрешности измерений приборов\n", "\n", "## Случайные сигналы\n", "\n", "Плотность вероятности случайного сигнала позволяет определить математические моменты разного порядка:\n", "\n", "- **Математическое ожидание**: среднее значение последовательности случайных величин\n", "\n", "$$ m = \\frac{1}{N}\\sum_{n=0}^{N-1}x(n) \\tag{4.1}$$\n", "\n", "Под математическим ожиданием в теории сигналов зачастую понимают смещение сигнала по уровню относительно нуля (постоянная составляющая). \n", "\n", "В python для вычисления математического ожидания используется метод `mean()`\n", "\n", "- **Дисперсия**: среднее значение квадратов разностей между значениями последовательности и её средним значением\n", "\n", "$$ \\sigma^2 = \\frac{1}{N-1}\\sum_{n=0}^{N-1}|x(n) - m|^{2} \\tag{4.2}$$ \n", "\n", "В литературе часто используется термин **среднеквадратическое отклонение**. Эта величина равна квадратному корню из дисперсии сигнала.\n", "\n", "В python для вычисления дисперсии используется метод - `var()`, а для поиска среднеквадратического отклонения используется метод - `std()`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "from scipy.fftpack import fft, rfft\n", "\n", "FONT_SMALL = 12\n", "FONT_MEDIUM = 14\n", "\n", "plt.rc('axes', titlesize=FONT_MEDIUM) \n", "plt.rc('axes', labelsize=FONT_SMALL)\n", "plt.rc('xtick', labelsize=FONT_SMALL)\n", "plt.rc('ytick', labelsize=FONT_SMALL) \n", "plt.rc('legend', fontsize=FONT_MEDIUM) \n", "plt.rc('figure', titlesize=FONT_MEDIUM)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Случайный дискретный сигнал при $N = 100000$ отсчётов и его плотность вероятности:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean of the signal: -0.03269\n", "Std. of the signal: 10.02037\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 100000\n", "\n", "# Random signal\n", "m, s = 0, 10\n", "np.random.seed(2)\n", "sig = np.random.normal(m, s, N)\n", "\n", "# Create hist for PDF\n", "hist, _ = np.histogram(sig, bins=list(range(0, 256)))\n", "\n", "# Plot figure\n", "fig = plt.figure(1, figsize=(16, 5), dpi=80)\n", "plt.subplot(1, 2, 1)\n", "plt.title('Random signal')\n", "plt.xlabel('Samples')\n", "plt.ylabel('Amplitude')\n", "plt.plot(sig, color='C0')\n", "plt.xlim([0, N-1])\n", "plt.grid()\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.title('Probability density function')\n", "plt.xlabel('Value')\n", "plt.ylabel('Level')\n", "plt.xlim([-4*s, 4*s])\n", "plt.hist(sig, bins=list(range(-s*3, s*3)), color='C1', label=r'$\\mu = %d, \\sigma$ = %d' % (m, s))\n", "plt.grid()\n", "plt.legend(loc='upper left', fontsize=16)\n", "plt.tight_layout()\n", "\n", "print('Mean of the signal:', np.mean(sig).round(5))\n", "print('Std. of the signal:', np.std(sig).round(5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Нормальное распределение\n", "\n", "Согласно **центральной предельной теореме**, сумма большого числа слабо зависимых случайных величин имеет распределение близкое к **нормальному**. При этом, случайные величины распределены в рамках определенного масштаба, то есть ни одно из значений не вносит существенного вклада в конечную сумму.\n", "\n", "Нормальное распределение (распределение Гаусса) - распределение вероятностей, которое задаётся функцией:\n", "\n", "$$ f(x) = \\frac{1}{\\sigma \\sqrt{2\\pi}} e^{- \\frac{(x-\\mu)^2}{2\\sigma^2}} \\tag{4.3}$$\n", "\n", "где $\\mu$ - математическое ожидание (среднее значение случайного процесса), а $\\sigma$ - среднеквадратическое отклонение.\n", "\n", "Нормальное распределение считается **стандартным**, если $\\mu = 0, \\sigma = 1$.\n", "\n", "#### Правило \"трех сигм\" $3\\sigma$\n", "\n", "Правило трех сигм гласит, что с вероятностью $P = 0.997$ значения нормально распределенной последовательности лежат в интервале утроенного значения среднеквадратического отклонения. Иными словами, практически все значения случайного процесса лежат в интервале трех сигм, то есть в диапазоне $(x-3\\sigma, x+3\\sigma)$. \n", "\n", "Ниже представлены графики плотности вероятности и функции распределения нормального закона распределения при различных параметрах математического ожидания и дисперсии. \n", "\n", "Для построения графиков используется метод `norm(mu, sigma)` из пакета `numpy.stats` , а не функция `randn()` из пакета `numpy.random`. Это связано с тем, что у `norm()` возвращает объект, у которого есть методы PDF - плотность вероятности и CDF - функции распределения случайной величины.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.stats import norm\n", "\n", "# Gaussian parameters\n", "mu = [0, 0, -1, -3, -4]\n", "sg = [0.2, 1, 1, 0.5, 0.3]\n", "\n", "# Create Normal distributions\n", "pxn = [norm(mu[i], sg[i]) for i in range(5)]\n", "\n", "tt = np.linspace(-5, 5, N)\n", "# Plot PDF and CDF\n", "fig = plt.figure(1, figsize=(16, 5), dpi=80)\n", "\n", "plt.subplot(1,2,1)\n", "plt.title('Probability density function')\n", "for i in range(5):\n", " plt.plot(tt, pxn[i].pdf(tt), color='C'+str(i), markersize=2, label='$\\mu$ = %d, $\\sigma^2$ = %0.2f' % (mu[i], sg[i]))\n", "plt.legend(loc='upper right', fontsize=12)\n", "plt.xlim([-5, 5])\n", "plt.grid(True)\n", "\n", "plt.subplot(1,2,2)\n", "plt.title('Cumulative distribution function')\n", "for i in range(5):\n", " plt.plot(tt, pxn[i].cdf(tt), color='C'+str(i), markersize=2, label='$\\mu$ = %d, $\\sigma^2$ = %0.2f' % (mu[i], sg[i]))\n", "plt.legend(loc='lower right', fontsize=12)\n", "plt.xlim([-5, 5])\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Длина случайного процесса\n", "\n", "На основании центральной предельной теоремы, чем больше длительность случайного процесса, тем сильнее он похож на нормальное (Гауссовское) распределение. Можно показать, что при увеличении длины сигнала, функция плотности вероятности стремится к функции нормального распределения.\n", "\n", "Зададим длину случайной последовательности $N = 100, 1000, 10000, 100000$ отсчётов. На приведенных ниже графиках показано, как длина случайного процесса влияет на форму графика плотности вероятности." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N = 10 ** np.arange(2,6)\n", "\n", "# Set random seed\n", "np.random.seed(1)\n", "\n", "plt.figure(figsize=(16, 12), dpi=80)\n", "for i in range(len(N)):\n", "\n", " # create random signal\n", " dat = np.random.normal(size=N[i])\n", " # hist and bins\n", " hist, bins = np.histogram(dat, np.linspace(-5, 5, 30))\n", " # probability density function\n", " pdf = norm.pdf(bins)\n", " \n", " plt.subplot(len(N), 2, 2*i+1)\n", " if i == 0:\n", " plt.title('Random signal')\n", " plt.plot(dat)\n", " plt.xlim([0, dat.size])\n", " plt.grid(True)\n", " \n", " plt.subplot(len(N), 2, 2*i+2)\n", " if i == 0:\n", " plt.title('Probability density function')\n", " plt.plot(bins[:-1], hist, color='C1', label='N = 10^{}'.format(int(np.log10(N[i]))))\n", " plt.xlim([-4, 4])\n", " plt.legend(loc='upper right', fontsize=14)\n", " plt.grid(True)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Python библиотека Random\n", "\n", "Python библиотека numpy содержит пакет **random**, который содержит набор функций математической статистики. Для импорта пакета в проект необходимо выполнить команду:\n", "\n", "```python\n", "from numpy.random import *\n", "# or\n", "import numpy as np\n", "```\n", "\n", "Кроме того, в библиотеке scipy содержится пакет **stats*, который дополняет (и частично переопределяет) функционал пакета random. Приведем список основных функций из пакета random:\n", "\n", "| **Function** | **Description** |\n", "| --- | --- | \n", "| `rand(d0, d1, ..., dn)` | Равномерное распределение (возвращает N-мерный массив) |\n", "| `randn(d0, d1, ..., dn)` | Стандартное нормальное распределение (возвращает N-мерный массив) |\n", "| `randint(low[, high, size, dtype])` | Массив целочисленных значений в заданном диапазоне |\n", "| `random([size])` | Равномерное распределение в интервале $[0.0, 1.0)$ |\n", "| `shuffle(x)` | Перестановка элементов последовательности \"на лету\" |\n", "| `permutation(x)` | Перестановка элементов массива или возврат их индексов |\n", "| `normal([loc, scale, size])` | Массив случайных чисел, распределенных по нормальному закону |\n", "| `pareto(a[, size])` | Массив случайных чисел, распределенных по закону Парето |\n", "| `poisson([lam, size])` | Массив случайных чисел, распределенных по закону Пуассона |\n", "| `rayleigh([scale, size])` | Массив случайных чисел, распределенных по Рэлеевскому закону |\n", "| `seed([seed])` | Инициализация псевдослучайной величины |\n", "\n", "____\n", "\n", "В задачах цифровой обработки сигналов случайные процессы играют важную роль. С помощью случайных величин можно моделировать воздействие реальной среды на прохождение сигнала от источника к приёмнику данных. Зачастую, при прохождении сигнала через какое-то шумящее звено, к сигналу добавляется так называемый **белый шум**. Как правило, спектральная плотность такого шума равномерно (одинаково) распределена на всех частотах, а значения шума во временной области распределены нормально (Гауссовский закон распределения). Поскольку белый шум физически добавляется к амплитудам сигнала в выбранные отсчеты времени, он называется **аддитивный**. Таким образом, основной источник шумов носит название *аддитивный белый гауссовский шум* (AWGN - Additive white Gaussian noise). \n", "\n", "Стоит отметить, что термин *белый* связан с тем, что спектральные составляющие равномерно распределены по всему диапазону частот. Изучение особенностей шумов выходит за рамки этого материала, но в последующих лекциях планируется вернуться к вопросам влияния шумов на протекающие процессы в устройствах, в частности в цифровых. Поскольку частотные значения распределены равномерно, автокорреляционная функция (АКФ) белого шума в идеале стремится к **дельта-функции**. \n", "\n", "Приведем график белого шума во временной области, а также построим его АКФ. В качестве генератора белого шума воспользуемся функцией `randn()` из пакета *random*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Auto-correlation function\n", "def auto_corr(x):\n", " res = np.correlate(x, x, mode='same')\n", " return res / np.max(res)\n", "\n", "N = 1000\n", "# Random signal\n", "np.random.seed(2)\n", "dat = np.random.randn(N)\n", "\n", "# ACF: Auto-correlation\n", "cfx = auto_corr(dat)\n", "\n", "plt.figure(figsize=(16, 5), dpi=80)\n", "plt.subplot(1, 2, 1)\n", "plt.title('Random signal')\n", "plt.plot(dat)\n", "plt.xlim([0, dat.size])\n", "plt.grid(True)\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.title('Auto-correlation')\n", "plt.plot(np.linspace(-N//2, N//2, N), cfx)\n", "plt.xlim([-N//2, N//2])\n", "plt.grid(True)\n", "plt.tight_layout()" ] } ], "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 2 }