4 papers
Fast-Convergent Meta-RL via Gradient-Clustered BS Sampling for Edge Caching
Farnaz Niknia, Ping Wang
Wireless edge caching networks typically consist of many independent Base Stations (BSs), each facing its own request rate and content popularity profile. Training a Reinforcement…
Edge Caching Optimization with PPO and Transfer Learning for Dynamic Environments
Farnaz Niknia, Ping Wang
This paper addresses the challenge of edge caching in dynamic environments, where rising traffic loads strain backhaul links and core networks. We propose a Proximal Policy Optimiz…
Attention-Enhanced Prioritized Proximal Policy Optimization for Adaptive Edge Caching
Farnaz Niknia, Ping Wang, Zixu Wang +2
This paper tackles the growing issue of excessive data transmission in networks. With increasing traffic, backhaul links and core networks are under significant traffic, leading to…
An SMDP-Based Approach to Thermal-Aware Task Scheduling in NoC-based MPSoC platforms
Farnaz Niknia, Kiamehr Rezaee, Vesal Hakami
One efficient approach to control chip-wide thermal distribution in multi-core systems is the optimization of online assignments of tasks to processing cores. Online task assignmen…