239 citations · 267 across the 11 of their papers we have counts for
3 papers · 1 filter
Optimized Computation Offloading Performance in Virtual Edge Computing Systems via Deep Reinforcement Learning
Xianfu Chen, Honggang Zhang, Celimuge Wu +3
To improve the quality of computation experience for mobile devices, mobile-edge computing (MEC) is a promising paradigm by providing computing capabilities in close proximity with…
On Improving Energy Efficiency within Green Femtocell Networks: A Hierarchical Reinforcement Learning Approach
Xianfu Chen, Honggang Zhang, Tao Chen +2
One of the efficient solutions of improving coverage and increasing capacity in cellular networks is the deployment of femtocells. As the cellular networks are becoming more comple…
Improving Energy Efficiency in Femtocell Networks: A Hierarchical Reinforcement Learning Framework
Xianfu Chen, Honggang Zhang, Tao Chen +1
This paper investigates energy efficiency for two-tier femtocell networks through combining game theory and stochastic learning. With the Stackelberg game formulation, a hierarchic…