| # ============================================================ | |
| # Task: sdwpf_operating_state_classification | |
| # ============================================================ | |
| # 任务目标： | |
| # - 根据 SDWPF 风机的静态属性和历史 SCADA 数据，预测风机的运行状态类别。 | |
| # - 这是 episode-level 分类任务：每个 episode_id 对应一个静态样本。 | |
| # | |
| # 核心语义： | |
| # - sample 是 wind_turbine episode_id。 | |
| # - inputs 是模型能看到的静态属性和历史时序数据。 | |
| # - prediction.target.column = target_class_id 是模型要预测的类别标签。 | |
| # - target_class_id / target_class_name 不能作为输入字段，否则会产生直接标签泄漏。 | |
| # ============================================================ | |
| task: | |
| id: sdwpf_operating_state_classification | |
| type: episode_classification | |
| description: > | |
| Classify each wind turbine timestamp into one of four operating states | |
| (normal, low_power, stopped, anomalous) based on active power output relative | |
| to rated power. 134 turbines, single wind farm. | |
| inherit_general: true | |
| sample: | |
| primary_key: episode_id # ID 用于连接 labels.csv、splits.csv 和静态属性表。 | |
| inputs: | |
| tabular_static: | |
| source: turbine_metadata # 指向 data_refs.tabular_static 中的静态属性表。 | |
| fields: | |
| # - x | |
| # - y | |
| - elevation | |
| - mean_power | |
| - std_power | |
| - max_power | |
| - capacity_factor_pct | |
| - mean_wind_speed | |
| time_series: | |
| - fields: | |
| - Wspd | |
| - Wdir | |
| - Etmp | |
| - Itmp | |
| - Ndir | |
| - Pab1 | |
| - Pab2 | |
| - Pab3 | |
| - Prtv | |
| - T2m | |
| - Sp | |
| - RelH | |
| - Wspd_w | |
| - Wdir_w | |
| - Tp | |
| # - Patv | |
| source: sdwpf_scada # 指向 data_refs.time_series 中定义的底层 SDWPF h5 文件。 | |
| window: | |
| length: 2016 # 历史窗口长度为 6 个任务时间步。 | |
| unit: 10min # 每步 10 分钟，因此模型看到过去 1 小时。 | |
| graph: | |
| source: turbine_proximity | |
| prediction: | |
| field: target_class_id | |
| leakage: | |
| forbidden_input_columns: | |
| - target_class_id | |
| - target_class_name | |
| - episode_id # 主键只用于 join / indexing | |
| - fd_subset # 数据子集标记，不能作为输入。 | |
| - Patv #数据泄露 | |
| data_refs: | |
| tabular_static: | |
| turbine_metadata: | |
| file: SDWPF/input_multimodal/meta_features.csv | |
| id_column: episode_id | |
| time_series: | |
| sdwpf_scada: | |
| graph: | |
| turbine_proximity: | |
| file: SDWPF/input_multimodal/node_level_task_graphs/turbine_proximity/turbine_proximity.csv | |