501 lines
340 KiB
Plaintext
501 lines
340 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Начало 1-й лабораторной работы по мии в этом семаке, еее "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Перечислим атрибуты датасета\n",
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"\n",
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"name - Название или обозначение астероида.\n",
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"\n",
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"absolute_magnitude - Абсолютная звездная величина астероида.\n",
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"\n",
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"estimated_diameter_min - Минимальный оценочный диаметр астероида (в километрах).\n",
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"\n",
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"estimated_diameter_max - Максимальный оценочный диаметр астероида (в километрах).\n",
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"\n",
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"hazardous - Является ли астероид потенциально опасным.\n",
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"\n",
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"relative_velocity - Относительная скорость астероида по отношению к Земле (в километрах в секунду).\n",
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"\n",
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"miss_distance - Расстояние между Землёй и астероидом в момент его максимального сближения.\n",
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"\n",
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"orbiting_body - Центральное небесное тело, вокруг которого движется астероид.\n",
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"\n",
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"sentry_object - Указывает, отслеживается ли данный объект системой мониторинга NASA Sentry."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" id name est_diameter_min est_diameter_max \\\n",
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"0 2162635 162635 (2000 SS164) 1.198271 2.679415 \n",
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"1 2277475 277475 (2005 WK4) 0.265800 0.594347 \n",
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"2 2512244 512244 (2015 YE18) 0.722030 1.614507 \n",
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"3 3596030 (2012 BV13) 0.096506 0.215794 \n",
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"4 3667127 (2014 GE35) 0.255009 0.570217 \n",
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"\n",
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" relative_velocity miss_distance orbiting_body sentry_object \\\n",
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"0 13569.249224 5.483974e+07 Earth False \n",
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"1 73588.726663 6.143813e+07 Earth False \n",
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"2 114258.692129 4.979872e+07 Earth False \n",
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"3 24764.303138 2.543497e+07 Earth False \n",
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"4 42737.733765 4.627557e+07 Earth False \n",
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"\n",
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" absolute_magnitude hazardous \n",
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"0 16.73 False \n",
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"1 20.00 True \n",
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"2 17.83 False \n",
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"3 22.20 False \n",
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"4 20.09 True \n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n",
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"from sklearn.cluster import KMeans\n",
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"from sklearn.decomposition import PCA\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn.metrics import silhouette_score\n",
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"\n",
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"df = pd.read_csv(\".//static//csv//neo.csv\")\n",
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"df = df.head(30000)\n",
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"print(df.head())"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Выбирем входные и выходные переменные\n",
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"\n",
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"* Входные переменные - переменные-факторы, влияющие на целевую переменную\n",
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"* Выходная переменная - целевая перменная, для которой будет строиться нечеткая система\n",
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"\n",
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"Применительно к нашей задаче:\n",
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"\n",
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"* Входные переменные: estimated_diameter_max(максимальный оценочный диаметр астреоида) и relative_velocity(скорость относительно Земли)\n",
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"* Выходные переменные: miss_distance(минимальное расстояние до Земли)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Настроим параметры лингвистических переменных"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"##### 1. Термы (нечеткие термы)\n",
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"Термы — лингвистические значения, которые описывают возможные состояния нечеткой переменной. Они используются для качественного описания значений переменной, например:\n",
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"\n",
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"* Для переменной \"Температура\" термы могут быть: \"холодно\", \"тепло\", \"горячо\".\n",
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"* Для переменной \"Скорость\" термы могут быть: \"медленно\", \"средне\", \"быстро\".\n",
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"\n",
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"Каждый терм связан с функцией принадлежности, которая определяет, насколько значение переменной соответствует этому терму.\n",
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"\n",
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"##### 2. Функция принадлежности\n",
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"Функция принадлежности (membership function) — математическая функция, которая определяет степень принадлежности элемента к нечеткому множеству. Она возвращает значение от 0 до 1, где:\n",
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"\n",
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"* 0 — элемент точно не принадлежит множеству.\n",
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"\n",
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"* 1 — элемент точно принадлежит множеству.\n",
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"\n",
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"Значения между 0 и 1 — частичная принадлежность.\n",
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"\n",
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"Функция принадлежности задается для каждого терма.\n",
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"\n",
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"##### 3. Параметры функции принадлежности\n",
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"Параметры функции принадлежности — числа, которые определяют форму и положение функции на числовой оси. Форма функции зависит от выбранного типа (например, треугольная, трапециевидная, гауссова). \n",
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"\n",
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"##### В нашем случае:\n",
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"\n",
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"Термы: \n",
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"* Маленький (Small) \n",
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"* Средний (Medium) \n",
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"* Большой (Large)\n",
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"\n",
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"Параметры:\n",
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"\n",
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"Маленький (Small):\n",
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"* Нижняя граница: 0 \n",
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"* Средняя граница: 250 \n",
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"* Верхняя граница: 500\n",
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"\n",
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"Средний (Medium): \n",
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"* Нижняя граница: 400\n",
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"* Средняя граница: 1000\n",
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"* Верхняя граница: 2000\n",
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"\n",
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"Большой (Large): \n",
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"* Нижняя граница: 1800\n",
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"* Средняя граница: 5000\n",
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"* Верхняя граница: 10000"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"\n",
|
||
"volume_range = np.arange(0, 10000, 1)\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для термов\n",
|
||
"\n",
|
||
"small = fuzz.trapmf(volume_range, [500, 500, 1500, 2500])\n",
|
||
"\n",
|
||
"medium = fuzz.trimf(volume_range, [2000, 3000, 5000])\n",
|
||
"\n",
|
||
"large = fuzz.trapmf(volume_range, [4500, 7500, 10000, 10000])\n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(volume_range, small, label='Маленький (Small)', color='blue')\n",
|
||
"plt.plot(volume_range, medium, label='Средний (Medium)', color='orange')\n",
|
||
"plt.plot(volume_range, large, label='Большой (Large)', color='green')\n",
|
||
"plt.title('Функции принадлежности для максимального оценочного диаметра астероида')\n",
|
||
"plt.xlabel('Максимальный оценочный диаметр астероида')\n",
|
||
"plt.ylabel('Принадлежность')\n",
|
||
"plt.ylim(-0.1, 1.1)\n",
|
||
"plt.axhline(0, color='black', lw=0.5)\n",
|
||
"plt.axvline(0, color='black', lw=0.5)\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Формируем базу нечетких правил"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Нечеткие правила (fuzzy rules) — основа нечетких систем вывода, которые используются для моделирования сложных, нечетко определенных процессов. Эти правила позволяют описать взаимосвязь между входными и выходными переменными в терминах лингвистических значений (термов)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Нечеткие правила:\n",
|
||
"Если Цена открытия Низкая И Объем Низкий, Тогда Цена закрытия Низкая.\n",
|
||
"Если Цена открытия Низкая И Объем Средний, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Низкая И Объем Высокий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Средняя И Объем Низкий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Средняя И Объем Средний, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Средняя И Объем Высокий, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Высокая И Объем Низкий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Высокая И Объем Средний, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Высокая И Объем Высокий, Тогда Цена закрытия Высокая.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x1200 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Определяем диапазоны значений для входных переменных\n",
|
||
"x_diameter = np.linspace(0, 10000, 100) \n",
|
||
"x_velocity = np.arange(0, 40, 1) \n",
|
||
"x_distance = np.linspace(0, 50000000, 100) \n",
|
||
"\n",
|
||
"# Определение функций принадлежности для диаметра\n",
|
||
"low_diameter = fuzz.trapmf(x_diameter, [500, 500, 1500, 2500])\n",
|
||
"medium_diameter = fuzz.trimf(x_diameter, [2000, 3000, 5000])\n",
|
||
"high_diameter = fuzz.trapmf(x_diameter, [4500, 7500, 10000, 10000])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для скорости\n",
|
||
"low_velocity = fuzz.trapmf(x_velocity, [0, 0, 5, 10])\n",
|
||
"medium_velocity = fuzz.trimf(x_velocity, [10, 15, 20])\n",
|
||
"high_velocity = fuzz.trapmf(x_velocity, [18, 25, 40, 40])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены дистанции\n",
|
||
"low_distance = fuzz.trapmf(x_distance, [5000000, 5000000, 15000000, 25000000])\n",
|
||
"medium_distance = fuzz.trimf(x_distance, [20000000, 30000000, 50000000])\n",
|
||
"high_distance = fuzz.trapmf(x_distance, [45000000, 75000000, 100000000, 100000000])\n",
|
||
"\n",
|
||
"# Определение нечетких правил\n",
|
||
"fuzzy_rules = [\n",
|
||
" (\"Низкая\", \"Низкий\", \"Низкая\"),\n",
|
||
" (\"Низкая\", \"Средний\", \"Средняя\"),\n",
|
||
" (\"Низкая\", \"Высокий\", \"Средняя\"),\n",
|
||
" (\"Средняя\", \"Низкий\", \"Средняя\"),\n",
|
||
" (\"Средняя\", \"Средний\", \"Высокая\"),\n",
|
||
" (\"Средняя\", \"Высокий\", \"Высокая\"),\n",
|
||
" (\"Высокая\", \"Низкий\", \"Средняя\"),\n",
|
||
" (\"Высокая\", \"Средний\", \"Высокая\"),\n",
|
||
" (\"Высокая\", \"Высокий\", \"Высокая\"),\n",
|
||
"]\n",
|
||
"\n",
|
||
"print(\"Нечеткие правила:\")\n",
|
||
"for rule in fuzzy_rules:\n",
|
||
" print(f\"Если Цена открытия {rule[0]} И Объем {rule[1]}, Тогда Цена закрытия {rule[2]}.\")\n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"fig, axs = plt.subplots(3, 1, figsize=(6, 12))\n",
|
||
"\n",
|
||
"axs[0].plot(x_diameter, low_diameter, label='Маленький (Small)', color='blue')\n",
|
||
"axs[0].plot(x_diameter, medium_diameter, label='Средний (Medium)', color='green')\n",
|
||
"axs[0].plot(x_diameter, high_diameter, label='Большой (Large)', color='red')\n",
|
||
"axs[0].set_title('Функции принадлежности для диаметра')\n",
|
||
"axs[0].set_xlabel('Величина диаметра')\n",
|
||
"axs[0].set_ylabel('Степень принадлежности')\n",
|
||
"axs[0].legend()\n",
|
||
"axs[0].grid()\n",
|
||
"\n",
|
||
"axs[1].plot(x_velocity, low_velocity, label='Низкая (Low)', color='blue')\n",
|
||
"axs[1].plot(x_velocity, medium_velocity, label='Средняя (Medium)', color='orange')\n",
|
||
"axs[1].plot(x_velocity, high_velocity, label='Высокая (High)', color='green')\n",
|
||
"axs[1].set_title('Функции принадлежности для скорости')\n",
|
||
"axs[1].set_xlabel('Величина скорости')\n",
|
||
"axs[1].set_ylabel('Степень принадлежности')\n",
|
||
"axs[1].legend()\n",
|
||
"axs[1].grid()\n",
|
||
"\n",
|
||
"axs[2].plot(x_distance, low_distance, label='Маленькая', color='blue')\n",
|
||
"axs[2].plot(x_distance, medium_distance, label='Средняя', color='green')\n",
|
||
"axs[2].plot(x_distance, high_distance, label='Большая', color='red')\n",
|
||
"axs[2].set_title('Функции принадлежности для дистанции')\n",
|
||
"axs[2].set_xlabel('Величина дистанции')\n",
|
||
"axs[2].set_ylabel('Степень принадлежности')\n",
|
||
"axs[2].legend()\n",
|
||
"axs[2].grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Визуализация нечетких правил\n",
|
||
"fig, ax = plt.subplots(figsize=(10, 6))\n",
|
||
"\n",
|
||
"# Пример нечеткого вывода для визуализации\n",
|
||
"for rule in fuzzy_rules:\n",
|
||
" if rule[0] == \"Низкая\" and rule[1] == \"Низкий\":\n",
|
||
" ax.fill_between(x_diameter, low_diameter, low_distance, color='lightblue', alpha=0.5, label='Маленький #1')\n",
|
||
" elif rule[0] == \"Низкая\" and rule[1] == \"Средний\":\n",
|
||
" ax.fill_between(x_diameter, medium_diameter, medium_distance, color='lightgreen', alpha=0.5, label='Средний #2')\n",
|
||
" elif rule[0] == \"Низкая\" and rule[1] == \"Высокий\":\n",
|
||
" ax.fill_between(x_diameter, low_diameter, medium_distance, color='lightcoral', alpha=0.5, label='Большой #3')\n",
|
||
" elif rule[0] == \"Средняя\" and rule[1] == \"Низкий\":\n",
|
||
" ax.fill_between(x_diameter, medium_diameter, medium_distance, color='orange', alpha=0.5, label='Маленький #4')\n",
|
||
" elif rule[0] == \"Высокая\" and rule[1] == \"Высокий\":\n",
|
||
" ax.fill_between(x_diameter, high_diameter, high_distance, color='salmon', alpha=0.5, label='Большой #5')\n",
|
||
"\n",
|
||
"ax.set_title('Визуализация нечетких правил')\n",
|
||
"ax.set_xlabel('Величина дистанции')\n",
|
||
"ax.set_ylabel('Величина диаметра')\n",
|
||
"ax.legend()\n",
|
||
"ax.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Оценим качество полученной нечеткой системы с помощью метрик регрессии"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Величина диаметра | Величина скорости | Фактическая величина дистанции | Полученная величина дистанции \n",
|
||
"============================================================================================\n",
|
||
"1500 | 10 | 0 | 0.00 \n",
|
||
"5000 | 25 | 40330398 | 48330398.79 \n",
|
||
"8000 | 15 | 35000000 | 0.00 \n",
|
||
"4000 | 35 | 100000000 | 0.00 \n",
|
||
"\n",
|
||
"Средняя абсолютная ошибка (MAE): 35750000.20\n",
|
||
"Среднеквадратичная ошибка (RMSE): 53124852.97\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Определяем диапазоны значений для входных переменных\n",
|
||
"x_diameter = np.linspace(0, 10000, 100) \n",
|
||
"x_velocity = np.arange(0, 40, 1) \n",
|
||
"x_distance = np.linspace(0, 50000000, 100) \n",
|
||
"\n",
|
||
"# Определение функций принадлежности для диаметра\n",
|
||
"low_diameter = fuzz.trapmf(x_diameter, [500, 500, 1500, 2500])\n",
|
||
"medium_diameter = fuzz.trimf(x_diameter, [2000, 3000, 5000])\n",
|
||
"high_diameter = fuzz.trapmf(x_diameter, [4500, 7500, 10000, 10000])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для скорости\n",
|
||
"low_velocity = fuzz.trapmf(x_velocity, [0, 0, 5, 10])\n",
|
||
"medium_velocity = fuzz.trimf(x_velocity, [10, 15, 20])\n",
|
||
"high_velocity = fuzz.trapmf(x_velocity, [18, 25, 40, 40])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены дистанции\n",
|
||
"low_distance = fuzz.trapmf(x_distance, [5000000, 5000000, 15000000, 25000000])\n",
|
||
"medium_distance = fuzz.trimf(x_distance, [20000000, 30000000, 50000000])\n",
|
||
"high_distance = fuzz.trapmf(x_distance, [45000000, 75000000, 100000000, 100000000])\n",
|
||
"\n",
|
||
"# Создаем тестовые данные\n",
|
||
"test_data = [\n",
|
||
" (1500, 10, 0),\n",
|
||
" (5000, 25, 40330398), \n",
|
||
" (8000, 15, 35000000),\n",
|
||
" (4000, 35, 100000000), \n",
|
||
"]\n",
|
||
"\n",
|
||
"# Функция для вычисления нечеткой оценки\n",
|
||
"def fuzzy_inference(open_price, volume):\n",
|
||
" # Определяем степень принадлежности\n",
|
||
" open_low = fuzz.interp_membership(x_diameter, low_diameter, open_price)\n",
|
||
" open_medium = fuzz.interp_membership(x_diameter, medium_diameter, open_price)\n",
|
||
" open_high = fuzz.interp_membership(x_diameter, high_diameter, open_price)\n",
|
||
"\n",
|
||
" volume_low = fuzz.interp_membership(x_velocity, low_velocity, volume)\n",
|
||
" volume_medium = fuzz.interp_membership(x_velocity, medium_velocity, volume)\n",
|
||
" volume_high = fuzz.interp_membership(x_velocity, high_velocity, volume)\n",
|
||
"\n",
|
||
" # Применяем правила\n",
|
||
" close_low = np.fmin(open_low, volume_low)\n",
|
||
" close_medium = np.fmin(open_medium, volume_medium)\n",
|
||
" close_high = np.fmin(open_high, volume_high)\n",
|
||
"\n",
|
||
" # Вычисление выходных значений с учетом ненулевых областей\n",
|
||
" close0 = fuzz.defuzz(x_distance, low_distance * close_low, 'centroid') if close_low > 0 else 0\n",
|
||
" close1 = fuzz.defuzz(x_distance, medium_distance * close_medium, 'centroid') if close_medium > 0 else 0\n",
|
||
" close2 = fuzz.defuzz(x_distance, high_distance * close_high, 'centroid') if close_high > 0 else 0\n",
|
||
"\n",
|
||
" return max(close0, close1, close2)\n",
|
||
"\n",
|
||
"# Список для хранения результатов\n",
|
||
"results = []\n",
|
||
"\n",
|
||
"# Оценка системы на тестовом наборе данных\n",
|
||
"for open_price, volume, actual_close in test_data:\n",
|
||
" inferred_close = fuzzy_inference(open_price, volume)\n",
|
||
" results.append((open_price, volume, actual_close, inferred_close))\n",
|
||
"\n",
|
||
"# Вывод результатов с более структурированным оформлением\n",
|
||
"print(f\"{'Величина диаметра':<18} | {'Величина скорости':<10} | {'Фактическая величина дистанции':<30} | {'Полученная величина дистанции':<30}\")\n",
|
||
"print(\"=\" * 92) # Строка-разделитель\n",
|
||
"\n",
|
||
"for open_price, volume, actual_close, inferred_close in results:\n",
|
||
" print(f\"{open_price:<18} | {volume:<10} | {actual_close:<30} | {inferred_close:<30.2f}\")\n",
|
||
"\n",
|
||
"# Вычисление метрик качества\n",
|
||
"actual_closes = [actual for _, _, actual, _ in results]\n",
|
||
"inferred_closes = [inferred for _, _, _, inferred in results]\n",
|
||
"\n",
|
||
"mae = np.mean(np.abs(np.array(actual_closes) - np.array(inferred_closes)))\n",
|
||
"rmse = np.sqrt(np.mean((np.array(actual_closes) - np.array(inferred_closes)) ** 2))\n",
|
||
"\n",
|
||
"print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n",
|
||
"print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Даже если учесть немалый объем данных и большие принимаемые значения переменных, в с связи с которыми метрики ошибок приняли немаленькие значения, результат можно охарактеризовать как не самый точный "
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"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": "3.12.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|