IEEE

A Method for Fault Location in Distribution Networks Based on Graph Neural Networks and Improved Convolutional Neural Networks

Abstract: The reliable operation of distribution networks is crucial for societal stability, and fault location is a key technical challenge for ensuring their reliability. This paper proposes a fault ...
IEEE

Energy-Propagation Graph Neural Networks for Enhanced Out-of-Distribution Fault Analysis in Intelligent Construction Machinery Systems

Abstract: In intelligent fault diagnosis for construction machinery, robust and precise detection of out-of-distribution (OOD) data is crucial for enhancing operational efficiency and reducing ...