BMRHTA: Balanced Multipath Routing and Hybrid Transmission Approach for Lifecycle Maximization in WSNs

In this article, a balanced multipath routing and hybrid transmission approach (BMRHTA) is proposed to effectively alleviate the imbalance of the forwarding load in a sink connection area (SCA) and prolong the network lifecycle for wireless sensor networks (WSNs). To achieve the energy efficient and...

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Published inIEEE internet of things journal Vol. 9; no. 1; pp. 728 - 742
Main Authors Yu, Chih-Min, Ku, Meng-Lin, Wang, Li-Chun
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.01.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN2327-4662
2327-4662
DOI10.1109/JIOT.2021.3085597

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Abstract In this article, a balanced multipath routing and hybrid transmission approach (BMRHTA) is proposed to effectively alleviate the imbalance of the forwarding load in a sink connection area (SCA) and prolong the network lifecycle for wireless sensor networks (WSNs). To achieve the energy efficient and balanced WSNs, three design issues, including the multipath, multihop, and single-hop transmissions, are jointly optimized to maximize the overall network lifecycle. First, the path load aggregation phenomenon in the SCA, which makes the forwarding packet load unevenly distributed among hotspots, is examined. In order to achieve the load balance in SCA, multiple shortest balanced paths are generated in the BMRHTA model. In the first stage, two uncorrelated shortest paths are discovered from each node to the sink and the optimal path selection cycle can be determined to achieve the SCA load balance. Afterward, a network equilibrium policy is offered to resolve the optimal transmission period of energy balance via hybrid transmission. As a result, the balanced shortest paths, the path selection cycle and the transmission period can be determined in the network formation phase to avoid the excessive load concentration in the subsequent maintenance phase. Simulation results show that the joint two uncorrelated balanced routing and the proposed network equilibrium policy can nearly quadruple the network lifecycle extension, as compared to a conventional node power policy. Also, the proposed BMRHTA achieves better performance than the current state-of-the-art competitive approaches in terms of energy efficiency and lifecycle.
AbstractList In this article, a balanced multipath routing and hybrid transmission approach (BMRHTA) is proposed to effectively alleviate the imbalance of the forwarding load in a sink connection area (SCA) and prolong the network lifecycle for wireless sensor networks (WSNs). To achieve the energy efficient and balanced WSNs, three design issues, including the multipath, multihop, and single-hop transmissions, are jointly optimized to maximize the overall network lifecycle. First, the path load aggregation phenomenon in the SCA, which makes the forwarding packet load unevenly distributed among hotspots, is examined. In order to achieve the load balance in SCA, multiple shortest balanced paths are generated in the BMRHTA model. In the first stage, two uncorrelated shortest paths are discovered from each node to the sink and the optimal path selection cycle can be determined to achieve the SCA load balance. Afterward, a network equilibrium policy is offered to resolve the optimal transmission period of energy balance via hybrid transmission. As a result, the balanced shortest paths, the path selection cycle and the transmission period can be determined in the network formation phase to avoid the excessive load concentration in the subsequent maintenance phase. Simulation results show that the joint two uncorrelated balanced routing and the proposed network equilibrium policy can nearly quadruple the network lifecycle extension, as compared to a conventional node power policy. Also, the proposed BMRHTA achieves better performance than the current state-of-the-art competitive approaches in terms of energy efficiency and lifecycle.
Author Yu, Chih-Min
Wang, Li-Chun
Ku, Meng-Lin
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Cites_doi 10.1109/JSEN.2017.2772321
10.1016/j.adhoc.2016.08.006
10.3390/s17051084
10.3390/s19020322
10.1109/JIOT.2020.3002233
10.1109/JIOT.2014.2312291
10.1109/SFCS.1989.63499
10.1109/ACCESS.2020.3043762
10.1017/CBO9780511804441
10.1109/TWC.2002.804190
10.1109/JIOT.2019.2897119
10.1109/HICSS.2000.926982
10.1109/JIOT.2019.2900763
10.1109/COMST.2017.2650979
10.1109/LCOMM.2012.073112.120450
10.1109/TMC.2010.238
10.1109/TVT.2008.928637
10.1109/JIOT.2017.2726014
10.1109/TII.2014.2374071
10.1109/ACCESS.2018.2827082
10.1016/j.jnca.2017.08.006
10.1109/TIE.2018.2869345
10.1016/j.csi.2012.06.005
10.1145/3154834
10.1007/s10586-019-02950-0
10.1109/SURV.2012.062612.00084
10.1007/s10489-017-1077-y
10.1109/TMC.2017.2706689
10.1109/COMST.2017.2661201
10.1016/j.comnet.2019.01.024
10.1109/TWC.2012.050112.111222
10.1109/JIOT.2021.3051561
10.1109/ACCESS.2017.2654356
10.1109/ACCESS.2019.2942321
10.1109/ACCESS.2016.2598719
10.1016/j.comcom.2009.09.008
10.1109/ACCESS.2017.2707556
10.1109/JSEN.2017.2739188
10.1109/JIOT.2020.3025039
10.1109/TCYB.2019.2917179
10.1109/TPDS.2008.252
10.1016/j.adhoc.2016.10.013
10.1016/j.compeleceng.2018.03.018
10.1016/0196-6774(80)90002-4
10.1109/ACCESS.2017.2728367
10.1016/j.future.2018.04.091
10.1007/s12083-019-00758-8
10.1016/j.ins.2012.12.037
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References ref13
ref12
ref15
ref14
ref11
ref10
ref17
ref16
ref19
ref18
Jain (ref50) 1984
ref46
ref48
ref47
ref42
ref41
ref44
ref43
ref49
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
ref35
ref34
ref37
ref36
Bashir (ref45) 2020; 45
ref31
ref30
ref33
ref32
ref2
ref1
ref39
ref38
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref29
References_xml – ident: ref42
  doi: 10.1109/JSEN.2017.2772321
– ident: ref10
  doi: 10.1016/j.adhoc.2016.08.006
– ident: ref19
  doi: 10.3390/s17051084
– ident: ref22
  doi: 10.3390/s19020322
– ident: ref24
  doi: 10.1109/JIOT.2020.3002233
– ident: ref31
  doi: 10.1109/JIOT.2014.2312291
– ident: ref48
  doi: 10.1109/SFCS.1989.63499
– ident: ref13
  doi: 10.1109/ACCESS.2020.3043762
– ident: ref47
  doi: 10.1017/CBO9780511804441
– volume: 45
  start-page: 59
  issue: 1
  year: 2020
  ident: ref45
  article-title: On demand cluster head formation with inherent hierarchical clustering and reliable multipath routing in wireless sensor networks
  publication-title: Ad Hoc Sens. Wireless Netw.
– ident: ref30
  doi: 10.1109/TWC.2002.804190
– ident: ref33
  doi: 10.1109/JIOT.2019.2897119
– ident: ref29
  doi: 10.1109/HICSS.2000.926982
– ident: ref12
  doi: 10.1109/JIOT.2019.2900763
– ident: ref6
  doi: 10.1109/COMST.2017.2650979
– ident: ref28
  doi: 10.1109/LCOMM.2012.073112.120450
– ident: ref16
  doi: 10.1109/TMC.2010.238
– ident: ref34
  doi: 10.1109/TVT.2008.928637
– ident: ref3
  doi: 10.1109/JIOT.2017.2726014
– ident: ref7
  doi: 10.1109/TII.2014.2374071
– ident: ref18
  doi: 10.1109/ACCESS.2018.2827082
– ident: ref1
  doi: 10.1016/j.jnca.2017.08.006
– ident: ref41
  doi: 10.1109/TIE.2018.2869345
– ident: ref9
  doi: 10.1016/j.csi.2012.06.005
– ident: ref26
  doi: 10.1145/3154834
– ident: ref2
  doi: 10.1007/s10586-019-02950-0
– ident: ref37
  doi: 10.1109/SURV.2012.062612.00084
– ident: ref36
  doi: 10.1007/s10489-017-1077-y
– ident: ref43
  doi: 10.1109/TMC.2017.2706689
– ident: ref20
  doi: 10.1109/COMST.2017.2661201
– ident: ref23
  doi: 10.1016/j.comnet.2019.01.024
– ident: ref15
  doi: 10.1109/TWC.2012.050112.111222
– ident: ref25
  doi: 10.1109/JIOT.2021.3051561
– ident: ref17
  doi: 10.1109/ACCESS.2017.2654356
– year: 1984
  ident: ref50
  article-title: A quantitative measure of fairness and discrimination for resource allocation in shared computer systems
– ident: ref44
  doi: 10.1109/ACCESS.2019.2942321
– ident: ref5
  doi: 10.1109/ACCESS.2016.2598719
– ident: ref14
  doi: 10.1016/j.comcom.2009.09.008
– ident: ref27
  doi: 10.1109/ACCESS.2017.2707556
– ident: ref40
  doi: 10.1109/JSEN.2017.2739188
– ident: ref35
  doi: 10.1109/JIOT.2020.3025039
– ident: ref21
  doi: 10.1109/TCYB.2019.2917179
– ident: ref38
  doi: 10.1109/TPDS.2008.252
– ident: ref11
  doi: 10.1016/j.adhoc.2016.10.013
– ident: ref39
  doi: 10.1016/j.compeleceng.2018.03.018
– ident: ref49
  doi: 10.1016/0196-6774(80)90002-4
– ident: ref4
  doi: 10.1109/ACCESS.2017.2728367
– ident: ref32
  doi: 10.1016/j.future.2018.04.091
– ident: ref46
  doi: 10.1007/s12083-019-00758-8
– ident: ref8
  doi: 10.1016/j.ins.2012.12.037
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Snippet In this article, a balanced multipath routing and hybrid transmission approach (BMRHTA) is proposed to effectively alleviate the imbalance of the forwarding...
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SubjectTerms Batteries
Hybrid power systems
Hybrid transmission
Internet of Things
Load balancing
min–max optimization
multipath routing
Network formation
network lifecycle
Optimization
Routing
Routing protocols
Spread spectrum communication
Wireless networks
Wireless sensor networks
Title BMRHTA: Balanced Multipath Routing and Hybrid Transmission Approach for Lifecycle Maximization in WSNs
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