215 lines
136 KiB
Plaintext
215 lines
136 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 266,
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"metadata": {},
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"outputs": [],
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"source": [
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"import gymnasium as gym\n",
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"import numpy as np\n",
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"from gymnasium import spaces\n",
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"import ctypes\n",
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"from collections import deque\n",
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"from typing import Tuple\n",
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"import sys\n",
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"import os\n",
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"import matplotlib.pyplot as plt\n",
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"import queue\n",
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"import pandas as pd\n",
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"FIFO_LEN = 60\n",
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"CONV_LEN = 60"
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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": 341,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# target = 1.25 * np.sin(np.linspace(0.5 * np.pi, 8.5*np.pi, FIFO_LEN))\n",
|
|
"target = np.sin(np.linspace(0, 8*np.pi, FIFO_LEN)) + 0.5 * np.sin(np.linspace(0.3 * np.pi, 16.3*np.pi, FIFO_LEN)) + 2\n",
|
|
"s_div = np.sin(np.linspace(0, 8*np.pi, FIFO_LEN)) + 0.5 * np.sin(np.linspace(0.3 * np.pi, 16.3*np.pi, FIFO_LEN)) + 1\n",
|
|
"s_amp = 0.5*np.sin(np.linspace(0, 8*np.pi, FIFO_LEN)) + 0.25 * np.sin(np.linspace(0.3 * np.pi, 16.3*np.pi, FIFO_LEN)) + 2\n",
|
|
"s_sin = 1.25 * np.sin(np.linspace(-0.05 * np.pi, 7.95*np.pi, FIFO_LEN)) + 2\n",
|
|
"s_pha = np.sin(np.linspace(1*np.pi, 9*np.pi, FIFO_LEN)) + 0.5 * np.sin(np.linspace(2.3 * np.pi, 18.3*np.pi, FIFO_LEN)) + 2\n",
|
|
"s_lin = np.ones(FIFO_LEN) * 2 + 1e-5 * np.random.rand(FIFO_LEN)\n",
|
|
"s_rad = np.random.rand(FIFO_LEN) * 3 + 0.5\n",
|
|
"\n",
|
|
"plt.plot(np.array([target, s_div, s_amp, s_sin, s_pha, s_lin, s_rad]).T)\n",
|
|
"data = {}\n",
|
|
"data[\"div\"] = s_div\n",
|
|
"data[\"amp\"] = s_amp\n",
|
|
"data[\"sin\"] = s_sin\n",
|
|
"data[\"pha\"] = s_pha\n",
|
|
"data[\"lin\"] = s_lin\n",
|
|
"data[\"rad\"] = s_rad\n",
|
|
"data[\"target\"] = target\n",
|
|
"df = pd.DataFrame(data)\n",
|
|
"df.to_csv(\"data.csv\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 438,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"state = s_rad"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 439,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.1601700742597777"
|
|
]
|
|
},
|
|
"execution_count": 439,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"correlation = np.correlate(target - np.mean(target), state - np.mean(state), \"full\")\n",
|
|
"np.max(correlation) / FIFO_LEN / np.std(target) / np.std(state)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 440,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.12411271771033355"
|
|
]
|
|
},
|
|
"execution_count": 440,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.abs(np.corrcoef(target, state)[0, 1])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 441,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.9588048719244383"
|
|
]
|
|
},
|
|
"execution_count": 441,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.exp(-np.abs((np.mean(target) - np.mean(state)) / np.std(target) * 0.5))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 442,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.8732182363783481"
|
|
]
|
|
},
|
|
"execution_count": 442,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.exp(-np.abs((np.std(target-np.mean(target)) - np.std(state-np.mean(state))) / np.std(target) * 1.25))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 443,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.3686030949663357"
|
|
]
|
|
},
|
|
"execution_count": 443,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"def dynamic_time_warping(target, state):\n",
|
|
" n = len(target)\n",
|
|
" m = len(state)\n",
|
|
" \n",
|
|
" # 创建一个 (n+1) x (m+1) 的矩阵,初始化为无穷大\n",
|
|
" dtw_matrix = np.full((n + 1, m + 1), np.inf)\n",
|
|
" dtw_matrix[0, 0] = 0\n",
|
|
" \n",
|
|
" # 填充 DTW 矩阵\n",
|
|
" for i in range(1, n + 1):\n",
|
|
" for j in range(1, m + 1):\n",
|
|
" cost = abs(target[i - 1] - state[j - 1])\n",
|
|
" last_min = min(dtw_matrix[i - 1, j], # 插入\n",
|
|
" dtw_matrix[i, j - 1], # 删除\n",
|
|
" dtw_matrix[i - 1, j - 1]) # 匹配\n",
|
|
" dtw_matrix[i, j] = cost + last_min\n",
|
|
" \n",
|
|
" # 返回 DTW 距离\n",
|
|
" return dtw_matrix[n, m]\n",
|
|
"1 - (dynamic_time_warping(target, state) / FIFO_LEN)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "pycuda_3_10",
|
|
"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": "3.10.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|