Optimizing Resource-Efficiency for Federated Edge Intelligence in IoT Networks

• Published in: International Conference on Wireless Communications and Signal Processing pp. 86 - 92
• Main Authors: Xiao, Yong, Li, Yingyu, Shi, Guangming, Poor, H. Vincent
• Format: Conference Proceeding
• Language: English
• Published: IEEE 21.10.2020
• Subjects: Computational modeling; Data models; Edge computing; edge intelligence; federated learning; Internet of Things; IoT; Resource management; Servers; Training

This paper studies an edge intelligence-based IoT network in which a set of edge servers learn a shared model using federated learning (FL) based on the datasets uploaded from a multi-technology-supported IoT network. The data uploading performance of IoT network and the computational capacity of ed...