An Interpretable Power System Transient Stability Assessment Method with Expert Guiding Neural-Regression-Tree

arXiv:2404.02555v1 Announce Type: cross
Abstract: Deep learning based transient stability assessment (TSA) has achieved great success, yet the lack of interpretability hinders its industrial application. Although a great number of studies have tried to explore the interpretability of network solutions, many problems still remain unsolved: (1) the difference between the widely accepted power system knowledge and the generated interpretive rules is large, (2) the probability characteristics of the neural network have not been fully considered during generating the interpretive rules, …

abstract application arxiv assessment cs.lg cs.sy deep learning difference eess.sy expert explore industrial interpretability network power regression solutions stability studies success tree tsa type unsolved