Device scheduling and assignment in hierarchical federated learning for Internet of Thing

• Main Authors: Zhang, Tinghao, Lam, Kwok-Yan, Zhao, Jun
• Other Authors: College of Computing and Data Science
• Format: Article
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Deep reinforcement learning; Digital trust
• Online Access: https://hdl.handle.net/10356/176959
• Institution: Nanyang Technological University

Federated Learning (FL) is a promising machine learning approach for Internet of Things (IoT), but it has to address network congestion problems when the population of IoT devices grows. Hierarchical FL (HFL) alleviates this issue by distributing model aggregation to multiple edge servers. Neverthel...