4 papers
Enabling Large-Scale Federated Learning over Wireless Edge Networks
Thinh Quang Dinh, Diep N. Nguyen, Dinh Thai Hoang +2
Major bottlenecks of large-scale Federated Learning(FL) networks are the high costs for communication and computation. This is due to the fact that most of current FL frameworks on…
Low-Latency and Secure Computation Offloading Assisted by Hybrid Relay-Reflecting Intelligent Surface
Khac-Hoang Ngo, Nhan Thanh Nguyen, Thinh Quang Dinh +2
Recently, the hybrid relay-reflecting intelligent surface (HRRIS) has been introduced as a spectral- and energy-efficient architecture to assist wireless communication systems. In…
Online Resource Procurement and Allocation in a Hybrid Edge-Cloud Computing System
Thinh Quang Dinh, Ben Liang, Tony Q. S. Quek +1
By acquiring cloud-like capacities at the edge of a network, edge computing is expected to significantly improve user experience. In this paper, we formulate a hybrid edge-cloud co…
Joint Optimization of Execution Latency and Energy Consumption for Mobile Edge Computing with Data Compression and Task Allocation
Minh Hoang Ly, Thinh Quang Dinh, Ha Hoang Kha
In this paper, we consider the mobile edge offloading scenario consisting of one mobile device (MD) with multiple independent tasks and various remote edge devices. In order to sav…