LBNLDataSynthesisInventory.pdf

This data set can be used to evaluate and benchmark the performance accuracy of FDD algorithms or tools. It contains operational data from physical experimentation as well as simulation. The data sets currently cover AHU-VAV systems and RTUs, and will be expanded over time to include additional building systems and fault conditions. They include data from commonly available measurement points, spanning system operations under a variety of fault-present and fault-free conditions. This operational data is paired with ground truth information as to which faults are present during which time periods.

本数据集可用于评估与基准测试故障检测与诊断（Fault Detection and Diagnosis，简称FDD）算法或工具的性能精度。其涵盖物理实验与仿真生成的运行数据。当前数据集覆盖空气处理机组-变风量（Air Handling Unit-Variable Air Volume，简称AHU-VAV）系统与屋顶式空调机组（Roof Top Unit，简称RTU），后续将逐步扩展至更多建筑系统与故障工况。数据集包含来自常规可用测量点位的数据，覆盖系统在多种带故障与无故障工况下的运行过程。该运行数据已与对应时段的故障真实标签（ground truth）完成配对标注，明确各时间段内存在的故障类型。