4 papers
Adaptive Client Clustering and Coordination for Federated Learning Workflow Management in Edge Networks
Jieping Luo, Qiyue Li, Yuxuan Chen +4
Federated learning (FL) is increasingly deployed as a managed learning service rather than as a set of isolated training jobs. In networked edge environments, dependent FL service…
Cluster-Based Client Selection for Dependent Multi-Task Federated Learning in Edge Computing
Jieping Luo, Qiyue Li, Zhizhang Liu +3
We study the client selection problem in Federated Learning (FL) within mobile edge computing (MEC) environments, particularly under the dependent multi-task settings, to reduce th…
Energy-Aware Holistic Optimization in UAV-Assisted Fog Computing: Attitude, Trajectory, Task Assignment
Shuaijun Liu, Jinqiu Du, Yaxin Zheng +3
Unmanned Aerial Vehicles (UAVs) have significantly enhanced fog computing by acting as both flexible computation platforms and communication mobile relays. In this paper, we consid…
Optimal Trajectory Planning and Task Assignment for UAV-assisted Fog Computing
Shuaijun Liu, Jiaying Yin, Zishu Zeng +1
Fog computing is an emerging distributed computing model for the Internet of Things (IoT). It extends computing and caching functions to the edge of wireless networks. Uncrewed Aer…