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Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process
This work proposes a stochastic model of the coordinator units of each wireless body area network (WBAN) in a multi-WBAN scenario. In a Smart Home environment, multiple patients can come into the vicinity of each other while each of them is wearing a WBAN configuration for monitoring body vitals. Th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158708/ https://www.ncbi.nlm.nih.gov/pubmed/37360139 http://dx.doi.org/10.1007/s11277-023-10460-x |
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author | Roy, Sathi Roy, Moumita Chowdhury, Chandreyee |
author_facet | Roy, Sathi Roy, Moumita Chowdhury, Chandreyee |
author_sort | Roy, Sathi |
collection | PubMed |
description | This work proposes a stochastic model of the coordinator units of each wireless body area network (WBAN) in a multi-WBAN scenario. In a Smart Home environment, multiple patients can come into the vicinity of each other while each of them is wearing a WBAN configuration for monitoring body vitals. Thus, while multiple WBANs coexist, the individual WBAN coordinators require adaptive transmission strategies in order to balance between maximizing the likelihood of data transmission and minimizing the chances of packet loss due to inter-BAN interference. Accordingly, the proposed work is divided into two phases. In the offline phase, each WBAN coordinator is modeled stochastically and the problem of their transmission strategy has been modeled as a Markov Decision Process(MDP). The channel conditions and buffer status that influence the transmission decision are taken to be the state parameters in MDP. The formulation is solved offline, prior to deployment of the network to find out the optimal transmission strategies for various input conditions. Such transmission policies for inter-WBAN communication are then incorporated into the coordinator nodes in the post-deployment phase. The work is simulated using Castalia and the results demonstrate the robustness of the proposed scheme in handling both favorable and unfavorable operating conditions. |
format | Online Article Text |
id | pubmed-10158708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-101587082023-05-09 Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process Roy, Sathi Roy, Moumita Chowdhury, Chandreyee Wirel Pers Commun Article This work proposes a stochastic model of the coordinator units of each wireless body area network (WBAN) in a multi-WBAN scenario. In a Smart Home environment, multiple patients can come into the vicinity of each other while each of them is wearing a WBAN configuration for monitoring body vitals. Thus, while multiple WBANs coexist, the individual WBAN coordinators require adaptive transmission strategies in order to balance between maximizing the likelihood of data transmission and minimizing the chances of packet loss due to inter-BAN interference. Accordingly, the proposed work is divided into two phases. In the offline phase, each WBAN coordinator is modeled stochastically and the problem of their transmission strategy has been modeled as a Markov Decision Process(MDP). The channel conditions and buffer status that influence the transmission decision are taken to be the state parameters in MDP. The formulation is solved offline, prior to deployment of the network to find out the optimal transmission strategies for various input conditions. Such transmission policies for inter-WBAN communication are then incorporated into the coordinator nodes in the post-deployment phase. The work is simulated using Castalia and the results demonstrate the robustness of the proposed scheme in handling both favorable and unfavorable operating conditions. Springer US 2023-05-04 /pmc/articles/PMC10158708/ /pubmed/37360139 http://dx.doi.org/10.1007/s11277-023-10460-x Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Roy, Sathi Roy, Moumita Chowdhury, Chandreyee Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title | Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title_full | Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title_fullStr | Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title_full_unstemmed | Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title_short | Novel Data Transmission Schemes for Inter-WBAN Networks Using Markov Decision Process |
title_sort | novel data transmission schemes for inter-wban networks using markov decision process |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158708/ https://www.ncbi.nlm.nih.gov/pubmed/37360139 http://dx.doi.org/10.1007/s11277-023-10460-x |
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