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Published in: Wireless Personal Communications 3/2023

13-09-2022

N-Dimensional Markov Chain Analysis of the Starvation Issue for IEEE 802.15.6 Slotted Aloha Algorithm

Authors: Sangbong Yoo, Kichang Kim

Published in: Wireless Personal Communications | Issue 3/2023

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Abstract

The performance of IEEE 802.15.6 standard for wireless body area network (WBAN) has been studied by many researchers and various techniques to improve its performance such as throughput have been proposed. For example, the throughput can be improved considerably by allowing the contention probability of each node to approach zero for each collision. But this approach leads to the situation where a single node monopolizes the channel while others are starving. The main model to analyze this phenomena and other performance issue is Markov chain, however previous efforts to use Markov chain were limited to fixed number of dimension because of the complexity of handling multi-dimensional case. This paper extends the Markov chain analysis to n-dimensional case and provides equations that computes the expected visit count at each node in this n-dimensional Markov chain. We have solved the equation numerically and have proved that indeed a single node monopolizes the channel. We also provide a simulation result that supports our conclusion for n-dimensional case.

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Footnotes
1
The original transmission probability is \(\frac{1}{{2^{{fl\left( \frac{x}{2} \right)}} }}\) at state x, where fl(x/2) means floor of x/2, but Fig. 2 is using the same state number for two consecutive failures. Therefore we should use \(\frac{1}{{2}^{\mathbf{x}}}\) for the transmission probability
 
2
Note that a node at state i will stay in the same state with probability \(1 - \frac{1}{{2^{{{\mathbf{fl}}\left( \frac{i}{2} \right)}} }}\), which is 0 for i = 1.
 
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Metadata
Title
N-Dimensional Markov Chain Analysis of the Starvation Issue for IEEE 802.15.6 Slotted Aloha Algorithm
Authors
Sangbong Yoo
Kichang Kim
Publication date
13-09-2022
Publisher
Springer US
Published in
Wireless Personal Communications / Issue 3/2023
Print ISSN: 0929-6212
Electronic ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-022-10025-4

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