arXiv:2606.24298v1 Announce Type: cross Abstract: 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 simula
The increasing interest in data-driven methods for power system protection, coupled with a lack of standardized datasets, is driving the creation of resources like PROTECT-90.
This dataset provides a crucial benchmark for developing and evaluating AI-driven solutions for grid stability and resilience, directly impacting the reliability of energy infrastructure.
The availability of a standardized, open dataset allows for more transparent and reproducible research in AI for power system protection, potentially accelerating the development of robust solutions.
- · AI/ML researchers
- · Power grid operators
- · Smart grid technology developers
- · Renewable energy integration
- · Traditional fault detection methods reliant on older models
- · Proprietary, non-standardized datasets
Improved accuracy and efficiency of fault detection and protection in high-voltage power systems.
Reduced downtime and maintenance costs for power grids, leading to more reliable energy supply.
Enhanced resilience of energy infrastructure against natural disasters and cyber threats, supporting broader electrification and decarbonization efforts.
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