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@eteresh
Last active January 7, 2018 18:42
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### В этом ноутбуке мы проверим справедливость теоремы Винера-Хинчина-Колмогорова\n",
"Нам понадобятся только библиотека numpy (и matplotlib для визуализации)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from numpy.fft import fft as fast_fourier_transform\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"mpl.rcParams['figure.figsize'] = (16, 10)\n",
"mpl.rcParams['figure.titlesize'] = 28\n",
"mpl.rcParams['axes.titlesize'] = 28\n",
"mpl.rcParams['font.size'] = 28"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сгенерим исходную выборку независимых случайных чисел, равномерно распределенных на интервале [-1, 1]. Данная последовательность подпадает (насколько я понимаю) под определение стационарного случайного процесса. Значит, к ней применима теорема Винера-Хинчина-Колмогорова, и ее спектральная плотность мощности должна быть константой (т.е. это белый шум). Попробуем поэтапно все это получить."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Среднее значение z: 0.00539312179056\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff2d8bf9b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n_points = 10**4\n",
"z = np.random.uniform(low=-1, high=1, size=n_points)\n",
"print(u'Среднее значение z: {}'.format(z.mean()))\n",
"plt.plot(z[:1000], 'o')\n",
"plt.grid()\n",
"plt.title(u'Первая тысяча случайных чисел');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Наивный подход\n",
"Вычислим спектр сгенеренной последовательности и возведем модуль в квадрат.\n",
"Винер, Хинчин и Колмогоров решали проблемы неограниченности этой величины. То есть, проблема в том, что среднее от квадрата модуля (F(\\omega)^2) стремится к бесконечности. То есть, у стационарного процесса нет спектра. Это значит, что для конкретной последовательности в спектре на разных частотах будут скачки."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"F = np.abs(fast_fourier_transform(z))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff2a790f490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(F[:1000] ** 2)\n",
"plt.grid()\n",
"plt.title(u'Квадрат модуля спектра исходной выборки');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Действительно, на графике выше видно, что на нем есть скачки (выбросы). Это принципиальное свойство шумового процесса, и справиться с ним можно только с помощью следующей теоремы."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Теорема Винера-Хинчина-Колмогорова.\n",
"Вычислим спектральную плотность мощности, то есть спектр Фурье от автокорреляционной функции. По теореме, этот спектр существует. Усреднив по всем выборкам, мы должны получить константный спектр (то есть, белый шум). А для конкретной выборки мы ожидаем получить график, близкий к константе."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"corr = np.correlate(z, z, mode='full')[n_points -1:]\n",
"F2 = np.abs(fast_fourier_transform(corr))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff2a58716d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(F2[:1000])\n",
"plt.grid()\n",
"plt.title(u'Спектральная плотность мощности');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Видим, что в спектре автокорреляционной функции выбросы остались :(\n",
"И это странно"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Андрей Николаевич вместе с экс-вундеркиндом не могли ошибиться. Значит ошибка где-то в этом коде?"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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