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Performance of random medium access control, an asymptotic approach

Published: 02 June 2008 Publication History

Abstract

Random Medium-Access-Control (MAC) algorithms have played an increasingly important role in the development of wired and wireless Local Area Networks (LANs) and yet the performance of even the simplest of these algorithms, such as slotted-Aloha, are still not clearly understood. In this paper we provide a general and accurate method to analyze networks where interfering users share a resource using random MAC algorithms. We show that this method is asymptotically exact when the number of users grows large, and explain why it also provides extremely accurate performance estimates even for small systems. We apply this analysis to solve two open problems: (a) We address the stability region of non-adaptive Aloha-like systems. Specifically, we consider a fixed number of buffered users receiving packets from independent exogenous processes and accessing the resource using Aloha-like algorithms. We provide an explicit expression to approximate the stability region of this system, and prove its accuracy. (b) We outline how to apply the analysis to predict the performance of adaptive MAC algorithms, such as the exponential back-off algorithm, in a system where saturated users interact through interference. In general, our analysis may be used to quantify how far from optimality the simple MAC algorithms used in LANs today are, and to determine if more complicated (e.g. queue-based) algorithms proposed in the literature could provide significant improvement in performance.

References

[1]
V. Anantharam. The stability region of the finite-user slotted Aloha protocol. IEEE Trans. on Information Theory, 37:535--540, 1991.
[2]
F. Baccelli and P. Bremaud. Elements of Queueing Theory, 2dn edition. Springer-verlag, 2003.
[3]
G. Bianchi. Performance analysis of the IEEE 802.11 distributed coordination function. IEEE Journal on Selected Areas in Communications, 18(3):535--547, 2000.
[4]
T. Bonald, S. Borst, N. Hegde, and A. Proutiere. Wireless data performance in multi-cell scenarios. In Proceedings of ACM Sigmetrics, 2004.
[5]
C. Bordenave, D. McDonald, and A. Proutiere. Random multi-access algorithms: A mean field analysis. In Proceedings of Allerton conference, 2005.
[6]
C. Bordenave, D. McDonald, and A. Proutiere. A particle system in interaction with a rapidly varying environment: Mean field limits and applications. to appear in NHM, available at http://arxiv.org/abs/math/0701363, 2007.
[7]
S. Borst, M. Jonckheere, and L. Leskela. Stability of parallel queueing systems with coupled rates. Journal of Discrete Event Dynamic Systems, 2007.
[8]
M. Durvy and P. Thiran. Packing approach to compare slotted and non-slotted medium access control. In Proc. of IEEE Infocom, 2006.
[9]
F. Kelly. Loss networks. Annals of Applied Probability, 1:319--378, 1991.
[10]
F. P. Kelly. Reversibility and Stochastic Networks. Wiley, Chichester, 1979.
[11]
L. Kleinrock. Queueing Systems, volume 2. Wiley, 1976.
[12]
W. Luo and A. Ephremides. Stability of n interacting queues in random-access systems. IEEE trans. on Information Theory, 45(5):1579--1587, 1999.
[13]
P. Nain. Analysis of a two-node Aloha network with infinite capacity buffers. In Proc. of the Int. Seminar on Computer Networking and Performance Evaluation, 1985.
[14]
L. Roberts. Aloha packet system with and without slot and capture. ASS Note 8, ARPA, Stanford Res. Inst., 1972.
[15]
T. Saadawi and A. Ephremides. Analysis, stability and optimization of slotted Aloha with a finite number of buffered users. IEEE Transactions on Automatic Control, 26:680--689, 1981.
[16]
S. Sanghavi, L. Bui, and R. Srikant. Distributed link scheduling with constant overhead. In Proceedings of ACM Sigmetrics, 2007.
[17]
W. Szpankowski. Stability conditions for some multiqueue distributed systems: Buffered random access systems. Advances in Applied Probability, 26:498--515, 1994.
[18]
L. Tassiulas and A. Ephremides. Stability properties of constrained queueing systems and scheduling policies for maximum throughput in multihop radio networks. IEEE Trans. on Automatic Control, 37:1936--1949, 1992.
[19]
B. Tsybakov and W. Mikhailov. Ergodicity of slotted Aloha system. Probl. Peredachii Infor., 15:73--87, 1979.

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  • (2021)Age-Dependent Distributed MAC for Ultra-Dense Wireless NetworksIEEE INFOCOM 2021 - IEEE Conference on Computer Communications10.1109/INFOCOM42981.2021.9488674(1-10)Online publication date: 10-May-2021
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      Published In

      cover image ACM SIGMETRICS Performance Evaluation Review
      ACM SIGMETRICS Performance Evaluation Review  Volume 36, Issue 1
      SIGMETRICS '08
      June 2008
      469 pages
      ISSN:0163-5999
      DOI:10.1145/1384529
      Issue’s Table of Contents
      • cover image ACM Conferences
        SIGMETRICS '08: Proceedings of the 2008 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
        June 2008
        486 pages
        ISBN:9781605580050
        DOI:10.1145/1375457
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 02 June 2008
      Published in SIGMETRICS Volume 36, Issue 1

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      Author Tags

      1. aloha/CSMA
      2. exponential back-off
      3. stability

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      Cited By

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      • (2023)Age-Dependent Distributed MAC for Ultra-Dense Wireless NetworksIEEE/ACM Transactions on Networking10.1109/TNET.2022.322817331:4(1674-1687)Online publication date: Aug-2023
      • (2021)Mean-Field Limits for Large-Scale Random-Access NetworksStochastic Systems10.1287/stsy.2021.006811:3(193-217)Online publication date: Sep-2021
      • (2021)Age-Dependent Distributed MAC for Ultra-Dense Wireless NetworksIEEE INFOCOM 2021 - IEEE Conference on Computer Communications10.1109/INFOCOM42981.2021.9488674(1-10)Online publication date: 10-May-2021
      • (2021)Empirical Measure and Small Noise Asymptotics Under Large Deviation Scaling for Interacting DiffusionsJournal of Theoretical Probability10.1007/s10959-020-01071-4Online publication date: 9-Jan-2021
      • (2019)A Mean Field Game Analysis of Distributed MAC in Ultra-Dense Multichannel Wireless NetworksProceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing10.1145/3323679.3326498(1-10)Online publication date: 2-Jul-2019
      • (2019)To Sense or Not To Sense: A Comparative Study of CSMA With AlohaIEEE Transactions on Communications10.1109/TCOMM.2019.293169467:11(7587-7603)Online publication date: Nov-2019
      • (2018)Stability conditions for a discrete-time decentralised medium access algorithmThe Annals of Applied Probability10.1214/18-AAP139828:6Online publication date: 1-Dec-2018
      • (2018)Spatial Mean-Field Limits for Ultra-Dense Random-Access NetworksACM SIGMETRICS Performance Evaluation Review10.1145/3199524.319954545:3(123-136)Online publication date: 20-Mar-2018
      • (2018)Mean-field limits for multi-hop random-access networksACM SIGMETRICS Performance Evaluation Review10.1145/3199524.319954445:3(109-122)Online publication date: 20-Mar-2018
      • (2018)Reduced-complexity delay-efficient throughput-optimal distributed scheduling with heterogeneously delayed network-state informationPerformance Evaluation10.1016/j.peva.2017.12.006121-122(18-37)Online publication date: May-2018
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