Load balanced clustering scheme using hybrid metaheuristic technique for mobile sink based wireless sensor networks

Fundamental design goal of a typical wireless sensor network is to optimize energy consumption. Recent studies have confirmed that node clustering mechanism efficiently utilizes energy resource of the network by organizing nodes into a set of clusters and helps in extending the network lifetime. Mos...

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Published in:	Journal of ambient intelligence and humanized computing Vol. 13; no. 11; pp. 5283 - 5294
Main Authors:	Gupta, Govind P., Saha, Binit
Format:	Journal Article
Language:	English
Published:	Berlin/Heidelberg Springer Berlin Heidelberg 01.11.2022 Springer Nature B.V
Subjects:	Algorithms Artificial Intelligence Bees Clustering Computational Intelligence Energy consumption Energy sources Engineering Evolutionary computation Heuristic Heuristic methods Linear programming Load balancing Nodes Original Research Performance evaluation Residual energy Robotics and Automation Sensors Swarm intelligence User Interfaces and Human Computer Interaction Wireless sensor networks Differential evolution Mobile sink Artificial bee colony Clustering
ISSN:	1868-5137, 1868-5145
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Abstract	Fundamental design goal of a typical wireless sensor network is to optimize energy consumption. Recent studies have confirmed that node clustering mechanism efficiently utilizes energy resource of the network by organizing nodes into a set of clusters and helps in extending the network lifetime. Most of the existing node clustering schemes suffers from non-uniform distribution of cluster heads, unbalanced load problem among clusters and left-out node issues. In order to solve these issues, we have focused on to design a load-balanced clustering scheme which also resolves the left-out nodes problem. This study proposes a hybrid meta-heuristic technique where best features of Artificial Bee Colony and Differential Evolution are combined to evaluate the best set of load-balanced cluster heads. For energy efficient and load-balanced clustering, a novel objective function is derived based on average energy, intra-cluster distance and delay parameters. Following this, Artificial Bee Colony based meta-heuristic algorithm is proposed for the dynamic re-localization of the mobile sink within a cluster-based network infrastructure. Performance comparison of the proposed scheme with the existing three well known schemes is evaluated under different network scenarios. Simulation results validate that the proposed scheme performs better in terms of average energy consumption, total energy consumption, residual energy, and network lifetime.
AbstractList	Fundamental design goal of a typical wireless sensor network is to optimize energy consumption. Recent studies have confirmed that node clustering mechanism efficiently utilizes energy resource of the network by organizing nodes into a set of clusters and helps in extending the network lifetime. Most of the existing node clustering schemes suffers from non-uniform distribution of cluster heads, unbalanced load problem among clusters and left-out node issues. In order to solve these issues, we have focused on to design a load-balanced clustering scheme which also resolves the left-out nodes problem. This study proposes a hybrid meta-heuristic technique where best features of Artificial Bee Colony and Differential Evolution are combined to evaluate the best set of load-balanced cluster heads. For energy efficient and load-balanced clustering, a novel objective function is derived based on average energy, intra-cluster distance and delay parameters. Following this, Artificial Bee Colony based meta-heuristic algorithm is proposed for the dynamic re-localization of the mobile sink within a cluster-based network infrastructure. Performance comparison of the proposed scheme with the existing three well known schemes is evaluated under different network scenarios. Simulation results validate that the proposed scheme performs better in terms of average energy consumption, total energy consumption, residual energy, and network lifetime.
Author	Saha, Binit Gupta, Govind P.
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References	Kaur, Kumar, Gupta (CR16) 2018; 101 Siddique, Adeli (CR25) 2015; 7 Singh, Purohit, Varma (CR28) 2013; 101 Mehra, Doja, Alam (CR19) 2020; 32 Gupta, Jha (CR13) 2018; 68 Younis, Akkaya (CR32) 2008; 6 CR10 CR30 Saleem, Di Caro, Farooq (CR22) 2011; 181 Dattatraya, Rao (CR12) 2019 Rao, Jana, Banka (CR20) 2016; 23 Alia (CR5) 2017; 385–386 Abbasi, Younis (CR1) 2007; 30 Arora, Sharma, Sachdeva (CR8) 2019; 10 CR2 Cayirpunar, Kadioglu-Urtis, Tavli (CR11) 2015; 15 CR6 Singh, Kumar (CR27) 2019; 11 Anastasi, Conti, Di Francesco, Passarella (CR7) 2009; 7 Silva, Sa Silva, Boavida (CR26) 2014; 52 Akyildiz, Su, Sankarasubramaniam, Cayirci (CR4) 2002; 38 CR9 Gupta, Jha (CR14) 2018; 25 Sarkar, Senthil Murugan (CR23) 2017; 25 CR24 Heinzelman, Chandrakasan, Balakrishnan (CR15) 2002; 1 Srinivasa Rao, Banka (CR29) 2015; 23 Mann, Singh (CR18) 2016; 21 Yang, Karamanoglu (CR31) 2013 Kumar, Dash (CR17) 2019; 11 RejinaParvin, Vasanthanayaki (CR21) 2015; 15 Akkaya, Younis, Youssef (CR3) 2007; 45 Yurtkuran, Emel (CR33) 2015; 271 Zou, Qian (CR34) 2018; 10 SK Singh (1909_CR27) 2019; 11 AA Abbasi (1909_CR1) 2007; 30 1909_CR2 Z Zou (1909_CR34) 2018; 10 GP Gupta (1909_CR14) 2018; 25 VK Arora (1909_CR8) 2019; 10 PC Srinivasa Rao (1909_CR29) 2015; 23 PC Rao (1909_CR20) 2016; 23 M Saleem (1909_CR22) 2011; 181 1909_CR9 A Sarkar (1909_CR23) 2017; 25 1909_CR6 O Cayirpunar (1909_CR11) 2015; 15 G Anastasi (1909_CR7) 2009; 7 W Heinzelman (1909_CR15) 2002; 1 N Siddique (1909_CR25) 2015; 7 PS Mann (1909_CR18) 2016; 21 1909_CR10 AK Singh (1909_CR28) 2013; 101 1909_CR30 A Yurtkuran (1909_CR33) 2015; 271 GP Gupta (1909_CR13) 2018; 68 A Kaur (1909_CR16) 2018; 101 I Akyildiz (1909_CR4) 2002; 38 M Younis (1909_CR32) 2008; 6 K Akkaya (1909_CR3) 2007; 45 R Silva (1909_CR26) 2014; 52 J RejinaParvin (1909_CR21) 2015; 15 X Yang (1909_CR31) 2013 OM Alia (1909_CR5) 2017; 385–386 N Kumar (1909_CR17) 2019; 11 1909_CR24 KN Dattatraya (1909_CR12) 2019 PS Mehra (1909_CR19) 2020; 32
References_xml	– volume: 32 start-page: 390 issue: 1 year: 2020 end-page: 401 ident: CR19 article-title: Fuzzy based enhanced cluster head selection (FBECS) for WSN publication-title: J King Saud Univ Sci doi: 10.1016/j.jksus.2018.04.031 – volume: 6 start-page: 621 issue: 4 year: 2008 end-page: 655 ident: CR32 article-title: Strategies and techniques for node placement in wireless sensor networks: a survey publication-title: Ad Hoc Netw doi: 10.1016/j.adhoc.2007.05.003 – volume: 30 start-page: 2826 issue: 14–15 year: 2007 end-page: 2841 ident: CR1 article-title: A survey on clustering algorithms for wireless sensor networks publication-title: Comput Commun doi: 10.1016/j.comcom.2007.05.024 – ident: CR2 – volume: 10 start-page: 4963 issue: 12 year: 2019 end-page: 4975 ident: CR8 article-title: ACO optimized self-organized tree-based energy balance algorithm for wireless sensor network publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01186-5 – volume: 21 start-page: 6699 issue: 22 year: 2016 end-page: 6712 ident: CR18 article-title: Artificial bee colony metaheuristic for energy-efficient clustering and routing in wireless sensor networks publication-title: Soft Comput doi: 10.1007/s00500-016-2220-0 – ident: CR30 – volume: 25 start-page: 3167 issue: 6 year: 2018 end-page: 3177 ident: CR14 article-title: Biogeography-based optimization scheme for solving the coverage and connected node placement problem for wireless sensor networks publication-title: Wirel Netw doi: 10.1007/s11276-018-1709-0 – ident: CR10 – volume: 181 start-page: 4597 issue: 20 year: 2011 end-page: 4624 ident: CR22 article-title: Swarm intelligence based routing protocol for wireless sensor networks: survey and future directions publication-title: Inf Sci doi: 10.1016/j.ins.2010.07.005 – volume: 15 start-page: 4264 issue: 8 year: 2015 end-page: 4274 ident: CR21 article-title: Particle swarm optimization-based clustering by preventing residual nodes in wireless sensor networks publication-title: IEEE Sens J doi: 10.1109/JSEN.2015.2416208 – volume: 7 start-page: 706 issue: 6 year: 2015 end-page: 714 ident: CR25 article-title: Nature inspired computing: an overview and some future directions publication-title: Cogn Comput doi: 10.1007/s12559-015-9370-8 – ident: CR6 – volume: 68 start-page: 101 year: 2018 end-page: 109 ident: CR13 article-title: Integrated clustering and routing protocol for wireless sensor networks using Cuckoo and harmony search based metaheuristic techniques publication-title: Eng Appl Artif Intell doi: 10.1016/j.engappai.2017.11.003 – volume: 1 start-page: 660 issue: 4 year: 2002 end-page: 670 ident: CR15 article-title: An application-specific protocol architecture for wireless microsensor networks publication-title: IEEE Trans Wirel Commun doi: 10.1109/TWC.2002.804190 – volume: 52 start-page: 1 year: 2014 end-page: 20 ident: CR26 article-title: Mobility in wireless sensor networks—survey and proposal publication-title: Comput Commun doi: 10.1016/j.comcom.2014.05.008 – volume: 7 start-page: 537 issue: 3 year: 2009 end-page: 568 ident: CR7 article-title: Energy conservation in wireless sensor networks: a survey publication-title: Ad Hoc Netw doi: 10.1016/j.adhoc.2008.06.003 – volume: 10 start-page: 991 issue: 3 year: 2018 end-page: 998 ident: CR34 article-title: Wireless sensor network routing method based on improved ant colony algorithm publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-018-0751-1 – volume: 271 start-page: 1004 year: 2015 end-page: 1023 ident: CR33 article-title: An adaptive artificial bee colony algorithm for global optimization publication-title: Appl Math Comput doi: 10.1016/j.amc.2015.09.064 – year: 2019 ident: CR12 article-title: Hybrid based cluster head selection for maximizing network lifetime and energy efficiency in WSN publication-title: J King Saud Univ Comput Inf Sci doi: 10.1016/j.jksuci.2019.04.003 – year: 2013 ident: CR31 article-title: Swarm intelligence and bio-inspired computation publication-title: Swarm Intell Bioinspired Comput doi: 10.1016/b978-0-12-405163-8.00001-6 – volume: 11 start-page: 291 issue: 1 year: 2019 end-page: 312 ident: CR27 article-title: A comprehensive survey on trajectory schemes for data collection using mobile elements in WSNs publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01268-4 – volume: 15 start-page: 6592 issue: 11 year: 2015 end-page: 6603 ident: CR11 article-title: Optimal base station mobility patterns for wireless sensor network lifetime maximization publication-title: IEEE Sens J doi: 10.1109/JSEN.2015.2463679 – volume: 11 start-page: 1163 issue: 3 year: 2019 end-page: 1175 ident: CR17 article-title: Flow based efficient data gathering in wireless sensor network using path-constrained mobile sink publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01245-x – volume: 23 start-page: 2005 issue: 7 year: 2016 end-page: 2020 ident: CR20 article-title: A particle swarm optimization based energy efficient cluster head selection algorithm for wireless sensor networks publication-title: Wirel Netw doi: 10.1007/s11276-016-1270-7 – volume: 25 start-page: 303 issue: 1 year: 2017 end-page: 320 ident: CR23 article-title: Cluster head selection for energy efficient and delay-less routing in wireless sensor network publication-title: Wirel Netw doi: 10.1007/s11276-017-1558-2 – ident: CR9 – volume: 385–386 start-page: 76 year: 2017 end-page: 95 ident: CR5 article-title: Dynamic relocation of mobile base station in wireless sensor networks using a cluster-based harmony search algorithm publication-title: Inf Sci doi: 10.1016/j.ins.2016.12.046 – volume: 101 start-page: 605 issue: 5 year: 2013 end-page: 620 ident: CR28 article-title: Analysis of lifetime of wireless sensor network with base station moving on different paths publication-title: Int J Electron doi: 10.1080/00207217.2013.794480 – volume: 101 start-page: 567 issue: 1 year: 2018 end-page: 582 ident: CR16 article-title: Nature inspired algorithm-based improved variants of DV-Hop algorithm for randomly deployed 2D and 3D wireless sensor networks publication-title: Wirel Pers Commun doi: 10.1007/s11277-018-5704-7 – volume: 45 start-page: 96 issue: 4 year: 2007 end-page: 102 ident: CR3 article-title: Positioning of base stations in wireless sensor networks publication-title: IEEE Commun Mag doi: 10.1109/MCOM.2007.343618 – volume: 38 start-page: 393 issue: 4 year: 2002 end-page: 422 ident: CR4 article-title: Wireless sensor networks: a survey publication-title: Comput Netw doi: 10.1016/S1389-1286(01)00302-4 – volume: 23 start-page: 433 issue: 2 year: 2015 end-page: 452 ident: CR29 article-title: Energy efficient clustering algorithms for wireless sensor networks: novel chemical reaction optimization approach publication-title: Wirel Netw doi: 10.1007/s11276-015-1156-0 – ident: CR24 – year: 2019 ident: 1909_CR12 publication-title: J King Saud Univ Comput Inf Sci doi: 10.1016/j.jksuci.2019.04.003 – volume: 10 start-page: 991 issue: 3 year: 2018 ident: 1909_CR34 publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-018-0751-1 – volume: 68 start-page: 101 year: 2018 ident: 1909_CR13 publication-title: Eng Appl Artif Intell doi: 10.1016/j.engappai.2017.11.003 – volume: 23 start-page: 2005 issue: 7 year: 2016 ident: 1909_CR20 publication-title: Wirel Netw doi: 10.1007/s11276-016-1270-7 – volume: 25 start-page: 303 issue: 1 year: 2017 ident: 1909_CR23 publication-title: Wirel Netw doi: 10.1007/s11276-017-1558-2 – ident: 1909_CR2 doi: 10.1109/ISIEA.2011.6108707 – volume: 181 start-page: 4597 issue: 20 year: 2011 ident: 1909_CR22 publication-title: Inf Sci doi: 10.1016/j.ins.2010.07.005 – volume: 101 start-page: 605 issue: 5 year: 2013 ident: 1909_CR28 publication-title: Int J Electron doi: 10.1080/00207217.2013.794480 – volume: 6 start-page: 621 issue: 4 year: 2008 ident: 1909_CR32 publication-title: Ad Hoc Netw doi: 10.1016/j.adhoc.2007.05.003 – volume: 1 start-page: 660 issue: 4 year: 2002 ident: 1909_CR15 publication-title: IEEE Trans Wirel Commun doi: 10.1109/TWC.2002.804190 – year: 2013 ident: 1909_CR31 publication-title: Swarm Intell Bioinspired Comput doi: 10.1016/b978-0-12-405163-8.00001-6 – volume: 11 start-page: 291 issue: 1 year: 2019 ident: 1909_CR27 publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01268-4 – volume: 385–386 start-page: 76 year: 2017 ident: 1909_CR5 publication-title: Inf Sci doi: 10.1016/j.ins.2016.12.046 – ident: 1909_CR24 doi: 10.1109/infocom.2008.9 – ident: 1909_CR6 doi: 10.1109/ISSPIT.2007.4458206 – volume: 23 start-page: 433 issue: 2 year: 2015 ident: 1909_CR29 publication-title: Wirel Netw doi: 10.1007/s11276-015-1156-0 – volume: 25 start-page: 3167 issue: 6 year: 2018 ident: 1909_CR14 publication-title: Wirel Netw doi: 10.1007/s11276-018-1709-0 – volume: 30 start-page: 2826 issue: 14–15 year: 2007 ident: 1909_CR1 publication-title: Comput Commun doi: 10.1016/j.comcom.2007.05.024 – volume: 7 start-page: 537 issue: 3 year: 2009 ident: 1909_CR7 publication-title: Ad Hoc Netw doi: 10.1016/j.adhoc.2008.06.003 – volume: 38 start-page: 393 issue: 4 year: 2002 ident: 1909_CR4 publication-title: Comput Netw doi: 10.1016/S1389-1286(01)00302-4 – ident: 1909_CR10 doi: 10.1109/pimrc.2013.6666605 – volume: 15 start-page: 6592 issue: 11 year: 2015 ident: 1909_CR11 publication-title: IEEE Sens J doi: 10.1109/JSEN.2015.2463679 – ident: 1909_CR9 doi: 10.1109/siu.2013.6531322 – volume: 52 start-page: 1 year: 2014 ident: 1909_CR26 publication-title: Comput Commun doi: 10.1016/j.comcom.2014.05.008 – volume: 271 start-page: 1004 year: 2015 ident: 1909_CR33 publication-title: Appl Math Comput doi: 10.1016/j.amc.2015.09.064 – volume: 10 start-page: 4963 issue: 12 year: 2019 ident: 1909_CR8 publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01186-5 – volume: 101 start-page: 567 issue: 1 year: 2018 ident: 1909_CR16 publication-title: Wirel Pers Commun doi: 10.1007/s11277-018-5704-7 – volume: 32 start-page: 390 issue: 1 year: 2020 ident: 1909_CR19 publication-title: J King Saud Univ Sci doi: 10.1016/j.jksus.2018.04.031 – volume: 45 start-page: 96 issue: 4 year: 2007 ident: 1909_CR3 publication-title: IEEE Commun Mag doi: 10.1109/MCOM.2007.343618 – volume: 15 start-page: 4264 issue: 8 year: 2015 ident: 1909_CR21 publication-title: IEEE Sens J doi: 10.1109/JSEN.2015.2416208 – volume: 11 start-page: 1163 issue: 3 year: 2019 ident: 1909_CR17 publication-title: J Ambient Intell Humaniz Comput doi: 10.1007/s12652-019-01245-x – volume: 21 start-page: 6699 issue: 22 year: 2016 ident: 1909_CR18 publication-title: Soft Comput doi: 10.1007/s00500-016-2220-0 – volume: 7 start-page: 706 issue: 6 year: 2015 ident: 1909_CR25 publication-title: Cogn Comput doi: 10.1007/s12559-015-9370-8 – ident: 1909_CR30 doi: 10.1109/hicss.2005.259
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Snippet	Fundamental design goal of a typical wireless sensor network is to optimize energy consumption. Recent studies have confirmed that node clustering mechanism...
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SubjectTerms	Algorithms Artificial Intelligence Bees Clustering Computational Intelligence Energy consumption Energy sources Engineering Evolutionary computation Heuristic Heuristic methods Linear programming Load balancing Nodes Original Research Performance evaluation Residual energy Robotics and Automation Sensors Swarm intelligence User Interfaces and Human Computer Interaction Wireless sensor networks
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Title	Load balanced clustering scheme using hybrid metaheuristic technique for mobile sink based wireless sensor networks
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