{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "a3901bba-d66d-4358-89a7-50dc4b3dd91e",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a4713d33-c5a2-4f49-8aed-873069543bec",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 碳源 | \n",
" 共碳化物质 | \n",
" 共碳化物/煤沥青 | \n",
" 加热次数 | \n",
" 是否有碳化过程 | \n",
" 模板剂种类 | \n",
" 模板剂比例 | \n",
" KOH与煤沥青比例 | \n",
" 活化温度 | \n",
" 升温速率 | \n",
" 活化时间 | \n",
" 混合方式 | \n",
" 比表面积 | \n",
" 总孔体积 | \n",
" 微孔体积 | \n",
" 平均孔径 | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 煤沥青 | \n",
" 无 | \n",
" 0.0 | \n",
" 1 | \n",
" 否 | \n",
" 自制氧化钙 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 500 | \n",
" 5 | \n",
" 2.0 | \n",
" 溶剂 | \n",
" 908.07 | \n",
" 0.40 | \n",
" 0.34 | \n",
" 1.75 | \n",
"
\n",
" \n",
" 1 | \n",
" 煤沥青 | \n",
" 无 | \n",
" 0.0 | \n",
" 1 | \n",
" 否 | \n",
" 自制氧化钙 | \n",
" 1.0 | \n",
" 0.5 | \n",
" 600 | \n",
" 5 | \n",
" 2.0 | \n",
" 溶剂 | \n",
" 953.95 | \n",
" 0.66 | \n",
" 0.35 | \n",
" 2.76 | \n",
"
\n",
" \n",
" 2 | \n",
" 煤沥青 | \n",
" 无 | \n",
" 0.0 | \n",
" 1 | \n",
" 否 | \n",
" 自制氧化钙 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 600 | \n",
" 5 | \n",
" 2.0 | \n",
" 溶剂 | \n",
" 1388.62 | \n",
" 0.61 | \n",
" 0.53 | \n",
" 1.77 | \n",
"
\n",
" \n",
" 3 | \n",
" 煤沥青 | \n",
" 无 | \n",
" 0.0 | \n",
" 1 | \n",
" 否 | \n",
" 自制氧化钙 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 600 | \n",
" 5 | \n",
" 2.0 | \n",
" 溶剂 | \n",
" 1444.63 | \n",
" 0.59 | \n",
" 0.55 | \n",
" 1.62 | \n",
"
\n",
" \n",
" 4 | \n",
" 煤沥青 | \n",
" 无 | \n",
" 0.0 | \n",
" 2 | \n",
" 是 | \n",
" 自制碱式碳酸镁 | \n",
" 1.0 | \n",
" 1.0 | \n",
" 600 | \n",
" 5 | \n",
" 2.0 | \n",
" 溶剂 | \n",
" 1020.99 | \n",
" 0.45 | \n",
" 0.35 | \n",
" 1.77 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 碳源 共碳化物质 共碳化物/煤沥青 加热次数 是否有碳化过程 模板剂种类 模板剂比例 KOH与煤沥青比例 活化温度 升温速率 \\\n",
"0 煤沥青 无 0.0 1 否 自制氧化钙 1.0 1.0 500 5 \n",
"1 煤沥青 无 0.0 1 否 自制氧化钙 1.0 0.5 600 5 \n",
"2 煤沥青 无 0.0 1 否 自制氧化钙 1.0 1.0 600 5 \n",
"3 煤沥青 无 0.0 1 否 自制氧化钙 1.0 2.0 600 5 \n",
"4 煤沥青 无 0.0 2 是 自制碱式碳酸镁 1.0 1.0 600 5 \n",
"\n",
" 活化时间 混合方式 比表面积 总孔体积 微孔体积 平均孔径 \n",
"0 2.0 溶剂 908.07 0.40 0.34 1.75 \n",
"1 2.0 溶剂 953.95 0.66 0.35 2.76 \n",
"2 2.0 溶剂 1388.62 0.61 0.53 1.77 \n",
"3 2.0 溶剂 1444.63 0.59 0.55 1.62 \n",
"4 2.0 溶剂 1020.99 0.45 0.35 1.77 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_excel('./data/20240123/煤沥青数据.xlsx')\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b1a0903a-596f-4d6f-98b1-a668a26f4175",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(149, 16)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "359c9cc6-2694-46a6-9f18-6361e220542a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['碳源', '共碳化物质', '共碳化物/煤沥青', '加热次数', '是否有碳化过程', '模板剂种类', '模板剂比例',\n",
" 'KOH与煤沥青比例', '活化温度', '升温速率', '活化时间', '混合方式', '比表面积', '总孔体积', '微孔体积',\n",
" '平均孔径'],\n",
" dtype='object')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7ca6d610-060a-4540-bf1d-4f51cc2c55d1",
"metadata": {},
"outputs": [],
"source": [
"data.drop(columns=['碳源'], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "24f58281-9f13-49ef-b44d-81d0644d6976",
"metadata": {},
"outputs": [],
"source": [
"object_cols = ['共碳化物质', '是否有碳化过程', '模板剂种类', '混合方式']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3368163e-85a1-4487-8078-be51cb5fb560",
"metadata": {},
"outputs": [],
"source": [
"data = pd.get_dummies(data, columns=object_cols)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "92d5da6b-f714-4a78-9aa7-7cf9dff1d0a0",
"metadata": {},
"outputs": [],
"source": [
"out_cols = ['比表面积', '总孔体积', '微孔体积', '平均孔径']\n",
"feature_cols = [x for x in data.columns if x not in out_cols]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e4946bd7-ae94-4981-82ed-66e2b496e035",
"metadata": {},
"outputs": [],
"source": [
"train_data = data.reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e545ccba-07b2-4c49-bd48-f49b3892fafc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(149, 40)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_data.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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": 12,
"id": "2bbdcd34-16c1-43ba-b249-6c7d54db8ac2",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import KFold, train_test_split\n",
"kf = KFold(n_splits=5, shuffle=True, random_state=666)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "42597842-1acb-4263-bdad-bfca7b11bcb5",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "94af2a3a-6f61-46bf-8cd4-2b7e0da8b2c4",
"metadata": {},
"outputs": [],
"source": [
"params_xgb = {\"objective\": 'reg:squarederror',\n",
" \"subsample\": 0.9,\n",
" \"max_depth\": 20,\n",
" \"eta\": 0.01,\n",
" \"colsample_bytree\": 0.9,}\n",
"num_boost_round = 1000"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f17eadb3-4767-4eca-bbed-880bf9cbb7a3",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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": 17,
"id": "db4dbc2d-534e-4a7e-b45c-ea25ab269502",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 267691.4403, RMSE: 517.3891, MAE: 395.2788, MAPE: 94.67 %, R_2: 0.4467\n",
"MSE: 242169.4062, RMSE: 492.1071, MAE: 353.5184, MAPE: 153.84 %, R_2: 0.7103\n",
"MSE: 337963.1058, RMSE: 581.3459, MAE: 453.5923, MAPE: 368.53 %, R_2: 0.5508\n",
"MSE: 241296.272, RMSE: 491.2192, MAE: 378.0324, MAPE: 36.02 %, R_2: 0.5678\n",
"MSE: 393198.8331, RMSE: 627.0557, MAE: 494.652, MAPE: 424.8 %, R_2: 0.309\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 0.1984, RMSE: 0.4454, MAE: 0.3543, MAPE: 72.07 %, R_2: 0.616\n",
"MSE: 0.1439, RMSE: 0.3794, MAE: 0.3062, MAPE: 224.83 %, R_2: 0.4173\n",
"MSE: 0.1073, RMSE: 0.3275, MAE: 0.2583, MAPE: 30.27 %, R_2: 0.6678\n",
"MSE: 0.1076, RMSE: 0.3281, MAE: 0.2422, MAPE: 39.55 %, R_2: 0.5426\n",
"MSE: 0.187, RMSE: 0.4324, MAE: 0.3131, MAPE: 389.39 %, R_2: 0.0647\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 0.0303, RMSE: 0.1739, MAE: 0.1339, MAPE: 144.75 %, R_2: 0.6541\n",
"MSE: 0.0652, RMSE: 0.2554, MAE: 0.1954, MAPE: 55.86 %, R_2: 0.1165\n",
"MSE: 0.0546, RMSE: 0.2337, MAE: 0.1888, MAPE: 1337.75 %, R_2: 0.6439\n",
"MSE: 0.0312, RMSE: 0.1765, MAE: 0.1505, MAPE: 43.36 %, R_2: 0.5198\n",
"MSE: 0.0565, RMSE: 0.2377, MAE: 0.1762, MAPE: 496.94 %, R_2: 0.5316\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"MSE: 0.606, RMSE: 0.7785, MAE: 0.5382, MAPE: 19.71 %, R_2: 0.6204\n",
"MSE: 0.4154, RMSE: 0.6445, MAE: 0.4482, MAPE: 18.23 %, R_2: 0.7462\n",
"MSE: 1.7064, RMSE: 1.3063, MAE: 0.766, MAPE: 20.09 %, R_2: 0.1468\n",
"MSE: 0.7332, RMSE: 0.8563, MAE: 0.5696, MAPE: 25.1 %, R_2: -0.1811\n",
"MSE: 0.4071, RMSE: 0.638, MAE: 0.4065, MAPE: 13.74 %, R_2: 0.7213\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eva_total = list()\n",
"index_list = list()\n",
"eva_cols = ['MSE', 'RMSE', 'MAE', 'MAPE', 'R2']\n",
"for col in out_cols:\n",
" eva_list = list()\n",
" train_data = train_data[~train_data[col].isna()].reset_index(drop=True)\n",
" cur_test = list()\n",
" cur_real = list()\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[col]\n",
" X_valid, Y_valid = valid[feature_cols], valid[col]\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(params_xgb, 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",
" cur_test.extend(y_pred[:7])\n",
" cur_real.extend(y_true[:7])\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])\n",
" plt.figure(figsize=(12, 8))\n",
" plt.plot(range(len(cur_test)), cur_real, 'o-', label='real')\n",
" plt.plot(range(len(cur_test)), cur_test, '*-', label='pred')\n",
" plt.legend(loc='best')\n",
" plt.title(f'{col}')\n",
" plt.show()\n",
" eva_total.append(np.mean(eva_list, axis=0))\n",
" index_list.append(f\"{col}\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "844d8b9f-a820-4d59-85f5-df434ca3da8d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" MSE | \n",
" RMSE | \n",
" MAE | \n",
" MAPE | \n",
" R2 | \n",
"
\n",
" \n",
" \n",
" \n",
" 比表面积 | \n",
" 296463.811484 | \n",
" 541.823393 | \n",
" 415.014783 | \n",
" 2.155717 | \n",
" 0.516912 | \n",
"
\n",
" \n",
" 总孔体积 | \n",
" 0.148839 | \n",
" 0.382557 | \n",
" 0.294842 | \n",
" 1.512200 | \n",
" 0.461672 | \n",
"
\n",
" \n",
" 微孔体积 | \n",
" 0.047554 | \n",
" 0.215457 | \n",
" 0.168962 | \n",
" 4.157314 | \n",
" 0.493163 | \n",
"
\n",
" \n",
" 平均孔径 | \n",
" 0.773611 | \n",
" 0.844710 | \n",
" 0.545686 | \n",
" 0.193752 | \n",
" 0.410705 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" MSE RMSE MAE MAPE R2\n",
"比表面积 296463.811484 541.823393 415.014783 2.155717 0.516912\n",
"总孔体积 0.148839 0.382557 0.294842 1.512200 0.461672\n",
"微孔体积 0.047554 0.215457 0.168962 4.157314 0.493163\n",
"平均孔径 0.773611 0.844710 0.545686 0.193752 0.410705"
]
},
"execution_count": 18,
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],
"source": [
"pd.DataFrame.from_records(eva_total, index=index_list, columns=eva_cols)"
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},
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