2025-09-26 15:44:44 - INFO - === 开始新的CIP分析会话: CIP_Analysis_20250926_154444 === 2025-09-26 15:44:45 - INFO - 📋 输入参数记录: 2025-09-26 15:44:45 - INFO - 策略: 3 2025-09-26 15:44:45 - INFO - 起始时间: 2025-08-26 00:00:00 2025-09-26 15:44:45 - INFO - 预测起始时间: 2025-08-26 00:00:00 2025-09-26 15:44:45 - INFO - 📊 预测数据概况: 2025-09-26 15:44:45 - INFO - 数据形状: [2161, 8] 2025-09-26 15:44:45 - INFO - 时间范围: 2025-08-26T00:00:00 到 2025-11-24T00:00:00 2025-09-26 15:44:45 - INFO - 总数据点: 2161 2025-09-26 15:44:45 - INFO - 数据已保存到: analysis_logs/data/CIP_Analysis_20250926_154444_prediction_data.csv 2025-09-26 15:44:45 - INFO - 🏭 各机组预测天数: 2025-09-26 15:44:45 - INFO - RO1: 100天 2025-09-26 15:44:45 - INFO - RO2: 49天 2025-09-26 15:44:45 - INFO - RO3: 104天 2025-09-26 15:44:45 - INFO - RO4: 66天 2025-09-26 15:44:45 - INFO - 🔍 === 开始分析机组 RO1 === 2025-09-26 15:44:45 - INFO - 预测周期: 100天 2025-09-26 15:44:45 - INFO - 找到RO1压差列: 2个 2025-09-26 15:44:45 - INFO - - C.M.RO1_DB@DPT_1_pred 2025-09-26 15:44:45 - INFO - - C.M.RO1_DB@DPT_2_pred 2025-09-26 15:44:45 - INFO - ✅ C.M.RO1_DB@DPT_1_pred: 2025-10-14 01:00:00 (第49天, k=0.001771) 2025-09-26 15:44:46 - INFO - ✅ C.M.RO1_DB@DPT_2_pred: 2025-09-30 17:00:00 (第35天, k=0.001799) 2025-09-26 15:44:46 - INFO - 🎯 RO1最优CIP时机: 2025-10-14 01:00:00 2025-09-26 15:44:46 - INFO - 策略: 加权平均策略 - C.M.RO1_DB@DPT_1_pred (目标第42天,实际第49天) 2025-09-26 15:44:46 - INFO - 🔍 === 开始分析机组 RO2 === 2025-09-26 15:44:46 - INFO - 预测周期: 49天 2025-09-26 15:44:46 - INFO - 找到RO2压差列: 2个 2025-09-26 15:44:46 - INFO - - C.M.RO2_DB@DPT_1_pred 2025-09-26 15:44:46 - INFO - - C.M.RO2_DB@DPT_2_pred 2025-09-26 15:44:46 - INFO - ✅ C.M.RO2_DB@DPT_1_pred: 2025-10-09 04:00:00 (第44天, k=0.003528) 2025-09-26 15:44:46 - INFO - ✅ C.M.RO2_DB@DPT_2_pred: 2025-10-09 16:00:00 (第44天, k=0.003070) 2025-09-26 15:44:46 - INFO - 🎯 RO2最优CIP时机: 2025-10-09 04:00:00 2025-09-26 15:44:46 - INFO - 策略: 加权平均策略 - C.M.RO2_DB@DPT_1_pred (目标第44天,实际第44天) 2025-09-26 15:44:46 - INFO - 🔍 === 开始分析机组 RO3 === 2025-09-26 15:44:46 - INFO - 预测周期: 104天 2025-09-26 15:44:46 - INFO - 找到RO3压差列: 2个 2025-09-26 15:44:46 - INFO - - C.M.RO3_DB@DPT_1_pred 2025-09-26 15:44:46 - INFO - - C.M.RO3_DB@DPT_2_pred 2025-09-26 15:44:46 - INFO - ✅ C.M.RO3_DB@DPT_1_pred: 2025-10-06 11:00:00 (第41天, k=0.004636) 2025-09-26 15:44:47 - INFO - ✅ C.M.RO3_DB@DPT_2_pred: 2025-10-08 13:00:00 (第43天, k=0.015316) 2025-09-26 15:44:47 - INFO - 🎯 RO3最优CIP时机: 2025-10-08 13:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO3_DB@DPT_2_pred (目标第43天,实际第43天) 2025-09-26 15:44:47 - INFO - 🔍 === 开始分析机组 RO4 === 2025-09-26 15:44:47 - INFO - 预测周期: 66天 2025-09-26 15:44:47 - INFO - 找到RO4压差列: 2个 2025-09-26 15:44:47 - INFO - - C.M.RO4_DB@DPT_1_pred 2025-09-26 15:44:47 - INFO - - C.M.RO4_DB@DPT_2_pred 2025-09-26 15:44:47 - INFO - ✅ C.M.RO4_DB@DPT_1_pred: 2025-10-24 09:00:00 (第59天, k=0.000995) 2025-09-26 15:44:47 - INFO - ✅ C.M.RO4_DB@DPT_2_pred: 2025-10-01 12:00:00 (第36天, k=0.001286) 2025-09-26 15:44:47 - INFO - 🎯 RO4最优CIP时机: 2025-10-01 12:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO4_DB@DPT_2_pred (目标第46天,实际第36天) 2025-09-26 15:44:47 - INFO - 📋 === 最终分析结果 === 2025-09-26 15:44:47 - INFO - RO1: 2025-10-14T01:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO1_DB@DPT_1_pred (目标第42天,实际第49天) 2025-09-26 15:44:47 - INFO - RO2: 2025-10-09T04:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO2_DB@DPT_1_pred (目标第44天,实际第44天) 2025-09-26 15:44:47 - INFO - RO3: 2025-10-08T13:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO3_DB@DPT_2_pred (目标第43天,实际第43天) 2025-09-26 15:44:47 - INFO - RO4: 2025-10-01T12:00:00 2025-09-26 15:44:47 - INFO - 策略: 加权平均策略 - C.M.RO4_DB@DPT_2_pred (目标第46天,实际第36天) 2025-09-26 15:44:47 - INFO - 结果已保存到: analysis_logs/data/CIP_Analysis_20250926_154444_final_results.csv 2025-09-26 15:44:47 - INFO - 📈 生成分析图表... 2025-09-26 15:44:48 - INFO - 压差趋势图已保存: analysis_logs/plots/CIP_Analysis_20250926_154444_pressure_trends.png 2025-09-26 15:44:49 - INFO - 机组对比图已保存: analysis_logs/plots/CIP_Analysis_20250926_154444_unit_comparison.png 2025-09-26 15:44:49 - INFO - 📄 生成分析报告... 2025-09-26 15:44:49 - INFO - JSON数据已保存: analysis_logs/reports/CIP_Analysis_20250926_154444_analysis_data.json 2025-09-26 15:44:49 - INFO - HTML报告已保存: analysis_logs/reports/CIP_Analysis_20250926_154444_report.html 2025-09-26 15:44:49 - INFO - 📊 === 分析会话总结 === 2025-09-26 15:44:49 - INFO - 会话ID: CIP_Analysis_20250926_154444 2025-09-26 15:44:49 - INFO - 总耗时: 4.71秒 2025-09-26 15:44:49 - INFO - 分析机组: 4个 2025-09-26 15:44:49 - INFO - 成功预测: 4个 2025-09-26 15:44:49 - INFO - 成功率: 100.0% 2025-09-26 15:44:49 - INFO - 生成数据文件: 6个 2025-09-26 15:44:49 - INFO - 生成图表文件: 2个 2025-09-26 15:44:49 - INFO - === 分析会话结束: CIP_Analysis_20250926_154444 ===