no code implementations • 21 May 2023 • Zhaolong Xue, Aoyu Gong, Yuan-Hsun Lo, Sirui Tian, Yijin Zhang
This paper considers designing an optimal policy for deadline-constrained access in cognitive radio networks, where a secondary user needs to complete a packet transmission over the vacant spectrum within a delivery deadline.
no code implementations • 6 Aug 2021 • Aoyu Gong, Lei Deng, Fang Liu, Yijin Zhang
To overcome the infeasibility in obtaining an optimal or near-optimal scheme from the POMDP framework, we investigate the behaviors of the optimal scheme for two extreme cases in the MDP framework, and leverage intuition gained from these behaviors to propose a heuristic scheme for the realistic environment with TDR close to the maximum achievable TDR in the idealized environment.