DualFlow/models/prediction_models/20min/xishan/config.yaml

# xishan_config.yaml
project:
  plant_name: "xishan"

files:
  dataset_dir: "datasets_xishan"
  file_pattern: "data_process_{}.csv"
  model_filename: "model.pth"
  scaler_filename: "scaler.pkl"
  output_csv_filename: "predictions.csv"
  edge_index_filename: "edge_index.pt"

data_split:
  start_files: 1
  end_files: 68
  train_start_date: "2024-02-23"
  train_end_date: "2026-05-14"
  val_start_date: "2024-02-23"
  val_end_date: "2026-05-14"
  test_start_date: "2024-02-23"
  test_end_date: "2026-05-14"

model_params:
  seq_len: 10
  output_size: 5
  step_size: 5
  resolution: 60
  feature_num: 79
  labels_num: 16
  hidden_size: 64
  num_layers: 1
  dropout: 0.0

training_params:
  epochs: 200
  lr: 0.01
  batch_size: 1024   
  scheduler_step_size: 100
  scheduler_gamma: 0.9
  patience: 200
  min_delta: 1.0e-10
  device: 0
  random_seed: 1314

sensors:
  # 输入传感器列
  required_columns:
    - "index"
    - "C.M.FT_ZGJJY1@out"
    - "C.M.RO1_FT_JS@out"
    - "C.M.RO2_FT_JS@out"
    - "C.M.RO3_FT_JS@out"
    - "C.M.RO4_FT_JS@out"
    - "C.M.UF1_FT_JS@out"
    - "C.M.UF2_FT_JS@out"
    - "C.M.UF3_FT_JS@out"
    - "C.M.UF4_FT_JS@out"
    - "C.M.UF_FT_ZCS@out"
    - "C.M.FT_ZGJJY2@out"
    - "C.M.FT_ZGJJY3@out"
    - "C.M.FT_ZGJJY4@out"
    - "C.M.RO1_PT_JS@out"
    - "C.M.RO2_PT_JS@out"
    - "C.M.RO3_PT_JS@out"
    - "C.M.UF1_PT_JS@out"
    - "C.M.UF2_PT_JS@out"
    - "C.M.UF3_PT_JS@out"
    - "C.M.UF4_PT_JS@out"
    - "C.M.LT_JSC@out"
    - "C.M.RO1_PT_CS@out"
    - "C.M.RO1_PT_DJ2@out"
    - "C.M.RO2_PT_CS@out"
    - "C.M.RO2_PT_DJ2@out"
    - "C.M.RO3_PT_CS@out"
    - "C.M.RO3_PT_DJ2@out"
    - "C.M.RO4_PT_CS@out"
    - "C.M.RO4_PT_DJ2@out"
    - "C.M.RO4_PT_JS@out"
    - "C.M.LT_HCl@out"
    - "C.M.LT_NaClO@out"
    - "C.M.LT_PAC@out"
    - "C.M.LT_QSC@out"
    - "C.M.RO_Cond_ZCS@out"
    - "C.M.RO_TT_ZJS@out"
    - "C.M.UF1_JSF_kd@out"
    - "C.M.UF2_JSF_kd@out"
    - "C.M.UF_GSB4_fre@out"
    - "C.M.UF_ORP_ZCS@out"
    - "C.M.JYB2_ZGJ1_fre@out"
    - "C.M.JYB2_ZGJ2_fre@out"
    - "C.M.JYB2_ZGJ3_fre@out"
    - "C.M.JYB2_ZGJ4_fre@out"
    - "C.M.RO1_GYB_fre@out"
    - "C.M.RO2_GYB_fre@out"
    - "C.M.RO3_GYB_fre@out"
    - "C.M.RO4_GYB_fre@out"
    - "C.M.UF3_JSF_kd@out"
    - "C.M.UF4_JSF_kd@out"
    - "C.M.UF_FXB2_fre@out"
    - "C.M.RO1_DJB_fre@out"
    - "C.M.RO1_GYBF_kd@out"
    - "C.M.RO2_DJB_fre@out"
    - "C.M.RO2_GYBF_kd@out"
    - "C.M.RO3_DJB_fre@out"
    - "C.M.RO3_GYBF_kd@out"
    - "C.M.RO4_DJB_fre@out"
    - "C.M.RO4_GYBF_kd@out"
    - "C.M.UF1_DB@press_PV"
    - "C.M.UF2_DB@press_PV"
    - "C.M.UF3_DB@press_PV"
    - "C.M.UF4_DB@press_PV"
    - "UF1Per"
    - "UF2Per"
    - "UF3Per"
    - "UF4Per"
    - "C.M.RO1_DB@DPT_1"
    - "C.M.RO2_DB@DPT_1"
    - "C.M.RO3_DB@DPT_1"
    - "C.M.RO4_DB@DPT_1"
    - "C.M.RO1_DB@DPT_2"
    - "C.M.RO2_DB@DPT_2"
    - "C.M.RO3_DB@DPT_2"
    - "C.M.RO4_DB@DPT_2"
  
  # 最终预测目标列
  target_columns:
    - "C.M.UF1_DB@press_PV"
    - "C.M.UF2_DB@press_PV"
    - "C.M.UF3_DB@press_PV"
    - "C.M.UF4_DB@press_PV"
    - "UF1Per"
    - "UF2Per"
    - "UF3Per"
    - "UF4Per"
    - "C.M.RO1_DB@DPT_1"
    - "C.M.RO2_DB@DPT_1"
    - "C.M.RO3_DB@DPT_1"
    - "C.M.RO4_DB@DPT_1"
    - "C.M.RO1_DB@DPT_2"
    - "C.M.RO2_DB@DPT_2"
    - "C.M.RO3_DB@DPT_2"
    - "C.M.RO4_DB@DPT_2"