coal_materials/.ipynb_checkpoints/20240617_电容器-checkpoint.ipynb

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155 KiB
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "077f5f8a-ffe5-4405-8806-1b5559140a5d",
"metadata": {},
"outputs": [],
"source": [
"!pip install pandas hyperopt xgboost scikit-learn matplotlib numpy"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a3901bba-d66d-4358-89a7-50dc4b3dd91e",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from hyperopt import hp, fmin, tpe, STATUS_OK, Trials\n",
"from sklearn.model_selection import train_test_split\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a4713d33-c5a2-4f49-8aed-873069543bec",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>比表面积</th>\n",
" <th>总孔体积</th>\n",
" <th>微孔体积</th>\n",
" <th>平均孔径</th>\n",
" <th>氮掺杂量at</th>\n",
" <th>氧掺杂量</th>\n",
" <th>ID/IG</th>\n",
" <th>电流密度</th>\n",
" <th>比电容</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1141.8</td>\n",
" <td>0.46</td>\n",
" <td>0.42</td>\n",
" <td>1.61</td>\n",
" <td>1.74</td>\n",
" <td>3.84</td>\n",
" <td>1.1</td>\n",
" <td>0.5</td>\n",
" <td>206.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1141.8</td>\n",
" <td>0.46</td>\n",
" <td>0.42</td>\n",
" <td>1.61</td>\n",
" <td>1.74</td>\n",
" <td>3.84</td>\n",
" <td>1.1</td>\n",
" <td>1.0</td>\n",
" <td>179.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1141.8</td>\n",
" <td>0.46</td>\n",
" <td>0.42</td>\n",
" <td>1.61</td>\n",
" <td>1.74</td>\n",
" <td>3.84</td>\n",
" <td>1.1</td>\n",
" <td>2.0</td>\n",
" <td>163.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1141.8</td>\n",
" <td>0.46</td>\n",
" <td>0.42</td>\n",
" <td>1.61</td>\n",
" <td>1.74</td>\n",
" <td>3.84</td>\n",
" <td>1.1</td>\n",
" <td>5.0</td>\n",
" <td>146.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1141.8</td>\n",
" <td>0.46</td>\n",
" <td>0.42</td>\n",
" <td>1.61</td>\n",
" <td>1.74</td>\n",
" <td>3.84</td>\n",
" <td>1.1</td>\n",
" <td>10.0</td>\n",
" <td>137.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 比表面积 总孔体积 微孔体积 平均孔径 氮掺杂量at 氧掺杂量 ID/IG 电流密度 比电容\n",
"0 1141.8 0.46 0.42 1.61 1.74 3.84 1.1 0.5 206.5\n",
"1 1141.8 0.46 0.42 1.61 1.74 3.84 1.1 1.0 179.1\n",
"2 1141.8 0.46 0.42 1.61 1.74 3.84 1.1 2.0 163.3\n",
"3 1141.8 0.46 0.42 1.61 1.74 3.84 1.1 5.0 146.0\n",
"4 1141.8 0.46 0.42 1.61 1.74 3.84 1.1 10.0 137.8"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_excel('./data/20240617/电容性能新.xlsx')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "24f58281-9f13-49ef-b44d-81d0644d6976",
"metadata": {},
"outputs": [],
"source": [
"out_cols = ['比电容']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "92d5da6b-f714-4a78-9aa7-7cf9dff1d0a0",
"metadata": {},
"outputs": [],
"source": [
"feature_cols = [x for x in data.columns if x not in out_cols]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e4946bd7-ae94-4981-82ed-66e2b496e035",
"metadata": {},
"outputs": [],
"source": [
"train_data = data.reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4109685a-4d5b-4c63-b4e2-eb9db3989d02",
"metadata": {},
"outputs": [],
"source": [
"import xgboost as xgb\n",
"from sklearn.metrics import mean_absolute_error, mean_squared_error, mean_absolute_percentage_error, r2_score"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a140942f-4206-49e5-a51b-932c55170436",
"metadata": {},
"outputs": [],
"source": [
"# 定义超参数的搜索空间\n",
"space = {\n",
" 'eta': hp.loguniform('eta', -5, 0), # 学习率,搜索范围是 [1e-5, 1]\n",
" 'max_depth': hp.choice('max_depth', range(5, 30)), # 树的最大深度,搜索范围是 [1, 10]\n",
" 'min_child_weight': hp.uniform('min_child_weight', 0, 10), # 子节点最小的权重和\n",
" 'gamma': hp.loguniform('gamma', -5, 0), # 叶子节点分裂所需的最小损失减少\n",
" 'subsample': hp.uniform('subsample', 0.5, 1), # 训练集的采样率\n",
" 'colsample_bytree': hp.uniform('colsample_bytree', 0.5, 1), # 特征的采样率\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7dd2dc64-0e80-4504-b84a-1d549f2cf90d",
"metadata": {},
"outputs": [],
"source": [
"# 划分训练集和测试集\n",
"X_train, X_test, y_train, y_test = train_test_split(train_data[feature_cols], \n",
" train_data[out_cols], \n",
" test_size=0.3, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "68669fde-52ab-4e62-8efc-b60dcf13734b",
"metadata": {},
"outputs": [],
"source": [
"# 定义目标函数,用于评估模型的性能\n",
"def objective(params):\n",
" # 创建决策树分类器实例\n",
" gbr = xgb.XGBRegressor(**params)\n",
" # 训练模型\n",
" gbr.fit(X_train, y_train)\n",
" # 使用模型进行预测\n",
" y_pred = gbr.predict(X_test)\n",
" mae = mean_absolute_error(y_test, y_pred)\n",
" return {'loss': mae, 'status': STATUS_OK}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e89097ea-fee2-4298-81a2-ff528688857e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100%|██████████| 100/100 [00:08<00:00, 11.55trial/s, best loss: 12.132344347686164]\n"
]
}
],
"source": [
"# 创建 Trials 对象来记录搜索历史\n",
"trials = Trials()\n",
"\n",
"# 使用 fmin 函数进行超参数优化\n",
"best_params = fmin(fn=objective, space=space, algo=tpe.suggest, max_evals=100, trials=trials)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0ccfb873-6f5a-4606-9b17-a63cdbcf8acc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'colsample_bytree': 0.8857035476046763, 'eta': 0.11588664776521924, 'gamma': 0.007847746718601799, 'max_depth': 10, 'min_child_weight': 6.396614191886977, 'subsample': 0.7070880429614513}\n"
]
}
],
"source": [
"print(best_params)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "2bbdcd34-16c1-43ba-b249-6c7d54db8ac2",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import KFold, train_test_split\n",
"kf = KFold(n_splits=10, shuffle=True, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "94af2a3a-6f61-46bf-8cd4-2b7e0da8b2c4",
"metadata": {},
"outputs": [],
"source": [
"num_boost_round = 1000"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f17eadb3-4767-4eca-bbed-880bf9cbb7a3",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "5bfcc8aa-f13c-4a7d-9d15-b79087e11017",
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"] # 设置字体\n",
"plt.rcParams[\"axes.unicode_minus\"] = False # 正常显示负号"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "db4dbc2d-534e-4a7e-b45c-ea25ab269502",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 164.2816, RMSE: 12.8172, MAE: 9.1819, MAPE: 4.33 %, R_2: 0.9534\n",
"MSE: 172.8146, RMSE: 13.1459, MAE: 8.4597, MAPE: 4.24 %, R_2: 0.9475\n",
"MSE: 105.637, RMSE: 10.278, MAE: 7.1138, MAPE: 3.19 %, R_2: 0.9736\n",
"MSE: 306.2548, RMSE: 17.5001, MAE: 10.3353, MAPE: 4.27 %, R_2: 0.9348\n",
"MSE: 212.1827, RMSE: 14.5665, MAE: 10.452, MAPE: 4.64 %, R_2: 0.9467\n",
"MSE: 311.2193, RMSE: 17.6414, MAE: 10.62, MAPE: 3.97 %, R_2: 0.929\n",
"MSE: 479.0079, RMSE: 21.8862, MAE: 11.6752, MAPE: 5.11 %, R_2: 0.8952\n",
"MSE: 153.6563, RMSE: 12.3958, MAE: 8.8708, MAPE: 4.44 %, R_2: 0.9502\n",
"MSE: 285.905, RMSE: 16.9087, MAE: 10.4152, MAPE: 5.35 %, R_2: 0.9522\n",
"MSE: 570.9538, RMSE: 23.8946, MAE: 12.4216, MAPE: 5.98 %, R_2: 0.8954\n"
]
}
],
"source": [
"eva_list = list()\n",
"eva_cols = ['MSE', 'RMSE', 'MAE', 'MAPE', 'R2']\n",
"for (train_index, test_index) in kf.split(train_data):\n",
" train = train_data.loc[train_index]\n",
" valid = train_data.loc[test_index]\n",
" X_train, Y_train = train[feature_cols], train[out_cols]\n",
" X_valid, Y_valid = valid[feature_cols], valid[out_cols]\n",
" dtrain = xgb.DMatrix(X_train, Y_train)\n",
" dvalid = xgb.DMatrix(X_valid, Y_valid)\n",
" watchlist = [(dvalid, 'eval')]\n",
" gb_model = xgb.train(best_params, dtrain, num_boost_round, evals=watchlist,\n",
" early_stopping_rounds=100, verbose_eval=False)\n",
" y_pred = gb_model.predict(xgb.DMatrix(X_valid))\n",
" y_true = Y_valid.values\n",
" MSE = mean_squared_error(y_true, y_pred)\n",
" RMSE = np.sqrt(mean_squared_error(y_true, y_pred))\n",
" MAE = mean_absolute_error(y_true, y_pred)\n",
" MAPE = mean_absolute_percentage_error(y_true, y_pred)\n",
" R_2 = r2_score(y_true, y_pred)\n",
" print('MSE:', round(MSE, 4), end=', ')\n",
" print('RMSE:', round(RMSE, 4), end=', ')\n",
" print('MAE:', round(MAE, 4), end=', ')\n",
" print('MAPE:', round(MAPE*100, 2), '%', end=', ')\n",
" print('R_2:', round(R_2, 4)) #R方为负就说明拟合效果比平均值差\n",
" eva_list.append([MSE, RMSE, MAE, MAPE, R_2])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "844d8b9f-a820-4d59-85f5-df434ca3da8d",
"metadata": {},
"outputs": [],
"source": [
"eva_df = pd.DataFrame.from_records(eva_list, columns=eva_cols)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6c7c4910-81a2-4703-948a-152ccc7b859d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MSE 276.191297\n",
"RMSE 16.103459\n",
"MAE 9.954548\n",
"MAPE 0.045525\n",
"R2 0.937810\n",
"dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eva_df.mean()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "0beadfa6-eef9-47fd-adb7-8ed245fa942d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 8))\n",
"plt.plot(range(len(y_true)), y_true, 'o-', label='real')\n",
"plt.plot(range(len(y_pred)), y_pred, '*-', label='pred')\n",
"plt.legend(loc='best')\n",
"plt.title(f'{out_cols}')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b69f612e-3548-41d6-9512-7591c47ca50e",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}