Approaching Optimal Centralized Scheduling with CSMA-based Random Access over Fading Channels
Mehmet Karaca, Bjorn Landfeldt

TL;DR
This paper introduces a fully distributed randomized CSMA-based algorithm that achieves near-optimal throughput and delay performance in fading channels, closely matching centralized Max-Weight policy results in practical networks.
Contribution
It proposes a novel distributed algorithm with arbitrary back-off times that approaches centralized Max-Weight performance in fading channels, including a practical reservation scheme.
Findings
Achieves throughput and delay close to centralized Max-Weight policy.
Works over fading channels with arbitrary back-off times.
Provides a practical distributed algorithm with reservation scheme.
Abstract
Carrier Sense Multiple Access (CSMA) based distributed algorithms can attain the largest capacity region as the centralized Max-Weight policy does. Despite their capability of achieving throughput-optimality, these algorithms can either incur large delay and have large complexity or only operate over non-fading channels. In this letter, by assuming arbitrary back-off time we first propose a fully distributed randomized algorithm whose performance can be pushed to the performance of the centralized Max-Weight policy not only in terms of throughput but also in terms of delay for completely-connected interference networks with fading channels. Then, inspired by the proposed algorithm we introduce an implementable distributed algorithm for practical networks with a reservation scheme. We show that the proposed practical algorithm can still achieve the performance of the centralized…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
