1k citations · 2.9k across the 117 of their papers we have counts for
9 papers · 1 filter
Distributed Deep Learning at the Edge: A Novel Proactive and Cooperative Caching Framework for Mobile Edge Networks
Yuris Mulya Saputra, Dinh Thai Hoang, Diep N. Nguyen +3
This letter proposes two novel proactive cooperative caching approaches using deep learning (DL) to predict users' content demand in a mobile edge caching network. In the first app…
Offloading Energy Efficiency with Delay Constraint for Cooperative Mobile Edge Computing Networks
Thai T. Vu, Nguyen Van Huynh, Dinh Thai Hoang +2
We propose a novel edge computing network architecture that enables edge nodes to cooperate in sharing computing and radio resources to minimize the total energy consumption of mob…
Applications of Deep Reinforcement Learning in Communications and Networking: A Survey
Nguyen Cong Luong, Dinh Thai Hoang, Shimin Gong +4
This paper presents a comprehensive literature review on applications of deep reinforcement learning in communications and networking. Modern networks, e.g., Internet of Things (Io…
A Novel Mobile Edge Network Architecture with Joint Caching-Delivering and Horizontal Cooperation
Yuris Mulya Saputra, Dinh Thai Hoang, Diep N. Nguyen +1
Mobile edge caching/computing has been emerging as a promising paradigm to provide new services (e.g., ultra-high rate, ultra-reliable, and/or low-latency communications) in future…
Optimal and Low-Complexity Dynamic Spectrum Access for RF-Powered Ambient Backscatter System with Online Reinforcement Learning
Nguyen Van Huynh, Dinh Thai Hoang, Diep N. Nguyen +3
Ambient backscatter has been introduced with a wide range of applications for low power wireless communications. In this article, we propose an optimal and low-complexity dynamic s…
Reinforcement Learning Approach for RF-Powered Cognitive Radio Network with Ambient Backscatter
Nguyen Van Huynh, Dinh Thai Hoang, Diep N. Nguyen +3
For an RF-powered cognitive radio network with ambient backscattering capability, while the primary channel is busy, the RF-powered secondary user (RSU) can either backscatter the…