Distribution-balanced federated learning for fault identification of power lines

• Main Authors: Wang, Tianjing, Gooi, Hoay Beng
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Electrical and electronic engineering; Fault Identification; Federated Learning
• Online Access: https://hdl.handle.net/10356/172727
• Institution: Nanyang Technological University

The state-of-the-art centralized machine learning applied to fault identification trains the collected data from edge devices on the cloud server due to the limitation of computing resources on edge. However, data leakage possibility increases considerably when sharing data with other devices on the...