A Learning-based Distributed Algorithm for Scheduling in Multi-hop Wireless Networks
Networking and Internet Architecture
2023-12-11 v1
Abstract
We address the joint problem of learning and scheduling in multi-hop wireless network without a prior knowledge on link rates. Previous scheduling algorithms need the link rate information, and learning algorithms often require a centralized entity and polynomial complexity. These become a major obstacle to develop an efficient learning-based distributed scheme for resource allocation in large-scale multi-hop networks. In this work, by incorporating with learning algorithm, we develop provably efficient scheduling scheme under packet arrival dynamics without a priori link rate information. We extend the results to distributed implementation and evaluation their performance through simulations.
Cite
@article{arxiv.2312.04754,
title = {A Learning-based Distributed Algorithm for Scheduling in Multi-hop Wireless Networks},
author = {Daehyun Park and Sunjung Kang and Changhee Joo},
journal= {arXiv preprint arXiv:2312.04754},
year = {2023}
}