arXiv:2606.24298eess.SPcs.LG2026-06中稿 · publication at IEE…被引 4

公开9022组高压故障波形数据,助力电力保护算法可复现评估。

PROTECT-90: A Fault Dataset for Power System Protection

  • 基于90kV双线拓扑生成9022个故障仿真场景,模拟真实录波器数据
  • 覆盖全类型故障,每条数据含8个位置三相电压电流波形与元数据
  • 完全开源,参数与生成过程透明,适合研究保护信号处理与学习方法

数据驱动的电力系统保护方法日益兴起,但缺乏标准化、公开可用的高压波形数据集,难以实现透明、可复现的评估。为此,本文提出PROTECT-90数据集,一个基于电磁暂态(EMT)仿真的公开基准,用于高压故障研究,数据以类似数字故障录波器的方式记录,随本文公开发布。该数据集包含在标准90 kV双线拓扑上生成的9,022个物理一致的短路仿真事件,系统性地随机化电网运行点、线路参数和故障条件。每个事件在8个测量位置同步记录三相电压与电流波形,并附带结构化、机器可读的元数据,包括故障类型、故障位置、起始时间及运行条件。所有建模假设、参数范围与数据生成流程均明确记录,确保透明性与跨研究可比性。通过融合物理基础的EMT仿真、均衡的场景覆盖与开放获取,PROTECT-90为保护导向的信号处理与基于学习的方法建立了可复现的基准基础。

原文摘要 · Abstract (English)

The increasing interest in data-driven methods for power system protection is accompanied by a lack of standardized, publicly available high-voltage waveform datasets that enable transparent and reproducible evaluation. To address this gap, this paper introduces the PROTECT-90 dataset, an open electromagnetic transient (EMT)-simulated reference benchmark for high-voltage fault studies with consistent digital-fault-recorder-like measurements, publicly released with this work. The dataset comprises 9,022 physically consistent short-circuit simulation episodes generated on a standardized 90 kV double-line topology with systematically documented domain randomization of grid operating points, line parameters, and fault conditions. For each episode, synchronized three-phase voltage and current waveforms are recorded at eight measurement locations and released together with structured, machine-readable metadata describing fault type, fault location, inception time, and operating conditions. All modeling assumptions, parameter ranges, and data-generation procedures are explicitly documented to ensure transparency and cross-study comparability. By combining physically grounded EMT simulation, balanced scenario coverage, and open accessibility, PROTECT-90 establishes a standardized foundation for reproducible benchmarking of protection-oriented signal processing and learning-based methods.

电力系统故障检测数据集仿真

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。