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Wireless link simulations using multi-level Markov models

Published: 04 November 2009 Publication History

Abstract

Modeling the behavior of 802.15.4 links is a non-trivial problem because of the widespread heterogeneity in the quality of any given link over short and long time scales. We propose a novel multilevel approach involving Hidden Markov Models (HMMs) and Mixtures of Multivariate Bernoullis (MMBs) for modeling the long and short time scale behavior of wireless links using experimental data traces collected from multiple 802.15.4 testbeds. We characterize the synthetic traces generated from the proposed model in terms of statistical characteristics as compared to an empirical trace with similar PRR characteristics.

References

[1]
E. N. Gilbert. Capacity of a burst-noise channel. Bell System Tecnical Journal, 39:1253--1266, 1960.
[2]
Ankur U. Kamthe, Miguel Á. Carreira-Perpiñán, and Alberto E. Cerpa. M&M: Multi-level Markov Model for wireless link simulations. In SenSys '09.

Cited By

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  • (2013)Reliable and Energy-Efficient Networking Protocol Design in Wireless Sensor NetworksIntelligent Sensor Networks10.1201/b14300-22(411-426)Online publication date: 28-Mar-2013

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Published In

cover image ACM Conferences
SenSys '09: Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
November 2009
438 pages
ISBN:9781605585192
DOI:10.1145/1644038

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 04 November 2009

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Author Tags

  1. 802.15.4 low power wireless networks
  2. hidden Markov models
  3. mixture of multivariate Bernoulli
  4. simulation
  5. wireless channel model

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  • (2013)Reliable and Energy-Efficient Networking Protocol Design in Wireless Sensor NetworksIntelligent Sensor Networks10.1201/b14300-22(411-426)Online publication date: 28-Mar-2013

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