Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode

Maintaining high quality of service (QoS) for sensor nodes is important in industrial wireless sensor networks (IWSNs). Wide range of factors severely affects QoS; however more research is still needed. In this article, a flexible online multi-objective optimization framework (FOMOF) in carrier sens...

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Main Authors: Yasari, Abidulkarim K. I., Latiff, Liza Abdul, Dziyaudin, Rudzidatul Akmam, Lilo, Moneer Ali, Aljeroudi, Yazan, Atee, Hayfaa A.
Format: Article
Published: Elsevier Ltd 2016
Subjects:
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author Yasari, Abidulkarim K. I.
Latiff, Liza Abdul
Dziyaudin, Rudzidatul Akmam
Lilo, Moneer Ali
Aljeroudi, Yazan
Atee, Hayfaa A.
author_facet Yasari, Abidulkarim K. I.
Latiff, Liza Abdul
Dziyaudin, Rudzidatul Akmam
Lilo, Moneer Ali
Aljeroudi, Yazan
Atee, Hayfaa A.
author_sort Yasari, Abidulkarim K. I.
collection ePrints
description Maintaining high quality of service (QoS) for sensor nodes is important in industrial wireless sensor networks (IWSNs). Wide range of factors severely affects QoS; however more research is still needed. In this article, a flexible online multi-objective optimization framework (FOMOF) in carrier sense multiple access with collision avoidance (CSMA/CA) mode is proposed. Nodes are predominantly grouped based on their QoS requirements and then optimized in online mode using a constrained genetic based multi-objective approach. FOMOF to maintain a minimum desired QoS of the pre-determined groups with maximum number of nodes. Furthermore, the packet delivery ratio (PDR) obtained in FOMOF was higher than the one obtained by ISA100.11a standard. Accordingly, the grouping strategy enhanced the number of nodes by 12.5% with End-to-End delay reduction of 16.36% for 27 nodes.
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spelling utm.eprints-728062017-11-20T08:05:41Z http://eprints.utm.my/72806/ Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode Yasari, Abidulkarim K. I. Latiff, Liza Abdul Dziyaudin, Rudzidatul Akmam Lilo, Moneer Ali Aljeroudi, Yazan Atee, Hayfaa A. T Technology (General) Maintaining high quality of service (QoS) for sensor nodes is important in industrial wireless sensor networks (IWSNs). Wide range of factors severely affects QoS; however more research is still needed. In this article, a flexible online multi-objective optimization framework (FOMOF) in carrier sense multiple access with collision avoidance (CSMA/CA) mode is proposed. Nodes are predominantly grouped based on their QoS requirements and then optimized in online mode using a constrained genetic based multi-objective approach. FOMOF to maintain a minimum desired QoS of the pre-determined groups with maximum number of nodes. Furthermore, the packet delivery ratio (PDR) obtained in FOMOF was higher than the one obtained by ISA100.11a standard. Accordingly, the grouping strategy enhanced the number of nodes by 12.5% with End-to-End delay reduction of 16.36% for 27 nodes. Elsevier Ltd 2016 Article PeerReviewed Yasari, Abidulkarim K. I. and Latiff, Liza Abdul and Dziyaudin, Rudzidatul Akmam and Lilo, Moneer Ali and Aljeroudi, Yazan and Atee, Hayfaa A. (2016) Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode. Computers and Electrical Engineering . ISSN 0045-7906 (In Press) https://www.scopus.com/inward/record.uri?eid=2-s2.0-85015261108&doi=10.1016%2fj.compeleceng.2017.02.024&partnerID=40&md5=16f57f8898df6f6888e845e576f2434e
spellingShingle T Technology (General)
Yasari, Abidulkarim K. I.
Latiff, Liza Abdul
Dziyaudin, Rudzidatul Akmam
Lilo, Moneer Ali
Aljeroudi, Yazan
Atee, Hayfaa A.
Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title_full Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title_fullStr Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title_full_unstemmed Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title_short Flexible online multi-objective optimization framework for ISA100.11a standard in beacon-enabled CSMA/CA mode
title_sort flexible online multi objective optimization framework for isa100 11a standard in beacon enabled csma ca mode
topic T Technology (General)
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