MOMHR: A Dynamic Multi-hop Routing Protocol for WSN Using Heuristic Based Multi-objective Function

Wireless sensor networks (WSNs) are the networks which mainly focuses on the applications and are composed of considerable sensor nodes. The use of energy in a valuable way is considered as a feature for the design structure of WSNs. In the WSNs, the nodes power sources are limited. Moreover, becaus...

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Published inWireless personal communications Vol. 111; no. 2; pp. 883 - 907
Main Authors Vinodhini, R., Gomathy, C.
Format Journal Article
LanguageEnglish
Published New York Springer US 01.03.2020
Springer Nature B.V
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ISSN0929-6212
1572-834X
DOI10.1007/s11277-019-06891-0

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Abstract Wireless sensor networks (WSNs) are the networks which mainly focuses on the applications and are composed of considerable sensor nodes. The use of energy in a valuable way is considered as a feature for the design structure of WSNs. In the WSNs, the nodes power sources are limited. Moreover, because of this, there is a must for a different approach regarding the energy availability and this is mainly for long distance communication, for this multi-hop (MH) systems are chosen. Even though MH decreases the energy cost used by all node along the path, however, to obtain the best routing path among nodes is yet an interesting subject. In this article, we present a multi-objective multi-hop routing (MOMHR) protocol for optimal data routing to gain the network lifetime. In the first phase, the K-means algorithm is applied to split the nodes into k clusters. Next, the artificial bee colony optimisation algorithm is applied to obtain the best possible CH within each cluster then using a multi-objective functions finally the multi-hop routing protocol finds a multihop path with minimum communication cost from the node to the base station. Our proposed method is simulated in MATLAB platform and compared with two recent protocols such as low energy adaptive clustering hierarchy and energy efficient centroid-based routing protocol. The execution of the proposed MOMHR protocols using multi-objective function is evaluated using metrics such as energy efficiency and network lifetime.
AbstractList Wireless sensor networks (WSNs) are the networks which mainly focuses on the applications and are composed of considerable sensor nodes. The use of energy in a valuable way is considered as a feature for the design structure of WSNs. In the WSNs, the nodes power sources are limited. Moreover, because of this, there is a must for a different approach regarding the energy availability and this is mainly for long distance communication, for this multi-hop (MH) systems are chosen. Even though MH decreases the energy cost used by all node along the path, however, to obtain the best routing path among nodes is yet an interesting subject. In this article, we present a multi-objective multi-hop routing (MOMHR) protocol for optimal data routing to gain the network lifetime. In the first phase, the K-means algorithm is applied to split the nodes into k clusters. Next, the artificial bee colony optimisation algorithm is applied to obtain the best possible CH within each cluster then using a multi-objective functions finally the multi-hop routing protocol finds a multihop path with minimum communication cost from the node to the base station. Our proposed method is simulated in MATLAB platform and compared with two recent protocols such as low energy adaptive clustering hierarchy and energy efficient centroid-based routing protocol. The execution of the proposed MOMHR protocols using multi-objective function is evaluated using metrics such as energy efficiency and network lifetime.
Author Vinodhini, R.
Gomathy, C.
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  surname: Gomathy
  fullname: Gomathy, C.
  organization: ECE Department, SRM Institute of Science and Technology
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Cites_doi 10.1109/TPDS.2011.302
10.1016/j.asoc.2014.11.063
10.1109/JSEN.2014.2308725
10.1049/iet-wss.2015.0096
10.1016/j.camwa.2008.10.037
10.1007/s11276-016-1213-3
10.1016/j.procs.2013.06.125
10.1016/j.aeue.2014.10.009
10.3390/s110100917
10.1016/j.jnca.2011.03.005
10.1049/iet-wss.2014.0021
10.1109/LCOMM.2014.2379715
10.1109/JCN.2016.000081
10.1016/j.adhoc.2014.01.011
10.1007/s00500-009-0406-4
10.1016/j.adhoc.2014.03.009
10.5815/ijitcs.2014.06.04
10.1109/ACCESS.2016.2576475
10.1007/s11277-016-3433-3
10.1016/j.pmcj.2018.02.003
10.1007/s11277-015-2577-x
10.1155/2015/581589
10.1007/s11277-014-1686-2
10.5121/ijwmn.2012.4412
10.3390/s150717572
10.1016/j.jclepro.2014.04.038
10.1137/S0097539795290477
10.1007/978-81-322-2656-7_76
10.1109/TMC.2012.137
10.1109/TC.2012.138
10.1109/TCOMM.2012.031912.110179
10.1016/j.inffus.2013.02.005
10.1007/s00500-016-2220-0
10.1016/j.asoc.2015.01.052
10.1109/TWC.2002.804190
10.1007/s11277-012-0811-3
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Keywords Wireless sensor networks
Multi-objective function
Multi-hop routing
Ant bee colony optimisation
K-mean algorithm
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References Turkanović, Brumen, Hölbl (CR18) 2014; 20
Yuan, Han, Sun, Li, Song (CR16) 2013; 12
Saleem, Fisal, Al-Muhtadi (CR9) 2014; 14
Taruna, Kumawat, Purohit (CR32) 2012; 4
Jena (CR30) 2014; 6
Wazid, Das (CR34) 2016; 90
Maleki, Sawhney, Farvaresh, Sepehri (CR4) 2014; 85
Mann, Singh (CR29) 2017; 21
CR37
Huynh, Dinh-Duc, Tran (CR10) 2016; 18
Javaid, Qureshi, Khan, Iqbal, Akhtar, Ishfaq (CR1) 2013; 19
Kaswan, Singh, Jana (CR27) 2018; 46
Bandral, Jain, He (CR5) 2014
Leu, Chiang, Yu, Su (CR38) 2015; 19
Liu, Qin, Li, He, Zhang (CR42) 2015; 11
Ruj, Nayak, Stojmenovic (CR19) 2013; 62
Magaia, Horta, Neves, Pereira, Correia (CR24) 2015; 30
Karvonen, Suhonen, Petäjäjärvi, Hämäläinen, Hännikäinen, Pouttu (CR3) 2014; 76
Sarkar, Murugan (CR31) 2017; 25
Soleimani, Bhuiyan, Gregor, Kerslake (CR11) 2016; 6
Özdemir, Bara’a, Khalil (CR43) 2013; 71
Zhang, Song, Wang, Ma (CR12) 2015; 69
Shukla, Naganna (CR33) 2014; 4
Jia, Chen, Chang, Wen, Song (CR39) 2009; 57
Yang, Erdogan, Arslan, Barton (CR41) 2011; 15
Brar, Rani, Chopra, Malhotra, Song, Ahmed (CR7) 2016; 4
Sert, Bagci, Yazici (CR23) 2015; 30
Raja, Kiruthika (CR6) 2015; 83
Maddali (CR8) 2015; 5
Hammoudeh, Newman (CR2) 2015; 22
Bao, Chen, Chang, Cho (CR14) 2012; 9
Sun, Zhang, Nie, Wei, Lloret, Song (CR25) 2017; 23
CR21
Razzaque, Hong, Lee (CR40) 2011; 11
Shim (CR20) 2014; 19
Jain (CR26) 2018; 74
Iqbal, Naeem, Anpalagan, Ahmed, Azam (CR28) 2015; 15
Yu, Li, Zhou, Li (CR15) 2012; 35
Eppstein (CR35) 1998; 28
Coello, Lamont, Veldhuisen (CR36) 2001
Heinzelman, Chandrakasan, Balakrishnan (CR22) 2002; 1
Mahmoud, Shen (CR17) 2012; 23
Ramya, Saravanakumar, Ravi, Dash (CR13) 2016
CAC Coello (6891_CR36) 2001
D Zhang (6891_CR12) 2015; 69
SA Sert (6891_CR23) 2015; 30
Z Yuan (6891_CR16) 2013; 12
K Saleem (6891_CR9) 2014; 14
T-T Huynh (6891_CR10) 2016; 18
S Maleki (6891_CR4) 2014; 85
A Sarkar (6891_CR31) 2017; 25
N Javaid (6891_CR1) 2013; 19
J-S Leu (6891_CR38) 2015; 19
Z Sun (6891_CR25) 2017; 23
PS Mann (6891_CR29) 2017; 21
MS Bandral (6891_CR5) 2014
S Ruj (6891_CR19) 2013; 62
S Özdemir (6891_CR43) 2013; 71
A Kaswan (6891_CR27) 2018; 46
E Yang (6891_CR41) 2011; 15
H Karvonen (6891_CR3) 2014; 76
6891_CR21
MA Razzaque (6891_CR40) 2011; 11
F Bao (6891_CR14) 2012; 9
M Turkanović (6891_CR18) 2014; 20
S Taruna (6891_CR32) 2012; 4
W Liu (6891_CR42) 2015; 11
M Wazid (6891_CR34) 2016; 90
D Eppstein (6891_CR35) 1998; 28
R Ramya (6891_CR13) 2016
MMEA Mahmoud (6891_CR17) 2012; 23
WB Heinzelman (6891_CR22) 2002; 1
M Soleimani (6891_CR11) 2016; 6
6891_CR37
BK Maddali (6891_CR8) 2015; 5
S Jain (6891_CR26) 2018; 74
KS Raja (6891_CR6) 2015; 83
Y Yu (6891_CR15) 2012; 35
GS Brar (6891_CR7) 2016; 4
J Jia (6891_CR39) 2009; 57
K-A Shim (6891_CR20) 2014; 19
M Iqbal (6891_CR28) 2015; 15
RK Jena (6891_CR30) 2014; 6
M Hammoudeh (6891_CR2) 2015; 22
N Magaia (6891_CR24) 2015; 30
S Shukla (6891_CR33) 2014; 4
References_xml – start-page: 1
  year: 2014
  end-page: 6
  ident: CR5
  article-title: Energy efficient protocol for wireless sensor network
  publication-title: Recent advances and innovations in engineering (ICRAIE)
– volume: 25
  start-page: 1
  year: 2017
  end-page: 18
  ident: CR31
  article-title: Cluster head selection for energy efficient and delay-less routing in wireless sensor network
  publication-title: Wireless Networks
– volume: 23
  start-page: 1805
  issue: 10
  year: 2012
  end-page: 1818
  ident: CR17
  article-title: A cloud-based scheme for protecting source-location privacy against hotspot-locating attack in wireless sensor networks
  publication-title: IEEE Transactions on Parallel and Distributed Systems
  doi: 10.1109/TPDS.2011.302
– volume: 30
  start-page: 151
  year: 2015
  end-page: 165
  ident: CR23
  article-title: MOFCA: Multi-objective fuzzy clustering algorithm for wireless sensor networks
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2014.11.063
– volume: 14
  start-page: 2232
  issue: 7
  year: 2014
  end-page: 2239
  ident: CR9
  article-title: Empirical studies of bio-inspired self-organized secure autonomous routing protocol
  publication-title: IEEE Sensors Journal
  doi: 10.1109/JSEN.2014.2308725
– volume: 6
  start-page: 173
  year: 2016
  end-page: 179
  ident: CR11
  article-title: RF channel modeling and multi-hop routing for wireless sensor networks located on oil rigs
  publication-title: IET Wireless Sensor Systems
  doi: 10.1049/iet-wss.2015.0096
– volume: 74
  start-page: 66
  year: 2018
  end-page: 89
  ident: CR26
  article-title: MLBC: Multi-objective load balancing clustering technique in wireless sensor networks
  publication-title: Applied Soft Computing
– ident: CR37
– volume: 57
  start-page: 1767
  year: 2009
  end-page: 1775
  ident: CR39
  article-title: Multi-objective optimization for coverage control in wireless sensor network with adjustable sensing radius
  publication-title: Computers and Mathematics with Applications
  doi: 10.1016/j.camwa.2008.10.037
– volume: 23
  start-page: 1201
  issue: 4
  year: 2017
  end-page: 1222
  ident: CR25
  article-title: CASMOC: A novel complex alliance strategy with multi-objective optimization of coverage in wireless sensor networks
  publication-title: Wireless Networks
  doi: 10.1007/s11276-016-1213-3
– volume: 19
  start-page: 914
  year: 2013
  end-page: 919
  ident: CR1
  article-title: EDDEEC: Enhanced developed distributed energy-efficient clustering for heterogeneous wireless sensor networks
  publication-title: Procedia Computer Science
  doi: 10.1016/j.procs.2013.06.125
– volume: 69
  start-page: 371
  issue: 1
  year: 2015
  end-page: 381
  ident: CR12
  article-title: Extended AODV routing method based on distributed minimum transmission (DMT) for WSN
  publication-title: AEU-International Journal of Electronics and Communications
  doi: 10.1016/j.aeue.2014.10.009
– volume: 11
  start-page: 917
  year: 2011
  end-page: 937
  ident: CR40
  article-title: Data-centric multiobjective QoS-aware routing protocol for body sensor networks
  publication-title: Sensors
  doi: 10.3390/s110100917
– year: 2001
  ident: CR36
  publication-title: Evolutionary algorithms for solving multi-objective problems
– volume: 35
  start-page: 867
  issue: 3
  year: 2012
  end-page: 880
  ident: CR15
  article-title: Trust mechanisms in wireless sensor networks attack analysis and countermeasures
  publication-title: Journal of Network and computer Applications
  doi: 10.1016/j.jnca.2011.03.005
– volume: 5
  start-page: 175
  issue: 4
  year: 2015
  end-page: 182
  ident: CR8
  article-title: Core network supported multicast routing protocol for wireless sensor networks
  publication-title: IET Wireless Sensor Systems
  doi: 10.1049/iet-wss.2014.0021
– volume: 19
  start-page: 259
  issue: 2
  year: 2015
  end-page: 262
  ident: CR38
  article-title: Energy efficient clustering scheme for prolonging the lifetime of wireless sensor network with isolated nodes
  publication-title: IEEE Communications Letters
  doi: 10.1109/LCOMM.2014.2379715
– volume: 18
  start-page: 580
  issue: 4
  year: 2016
  end-page: 588
  ident: CR10
  article-title: Delay-constrained energy-efficient cluster-based multi-hop routing in wireless sensor networks
  publication-title: Journal of Communications and Networks
  doi: 10.1109/JCN.2016.000081
– volume: 19
  start-page: 1
  year: 2014
  end-page: 8
  ident: CR20
  article-title: S2 DRP secure implementations of distributed reprogramming protocol for wireless sensor networks
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2014.01.011
– volume: 15
  start-page: 25
  issue: 1
  year: 2011
  end-page: 36
  ident: CR41
  article-title: Multi-objective evolutionary optimizations of a space-based reconfigurable sensor network under hard constraints
  publication-title: Soft Computing
  doi: 10.1007/s00500-009-0406-4
– volume: 20
  start-page: 96
  year: 2014
  end-page: 112
  ident: CR18
  article-title: A novel user authentication and key agreement scheme for heterogeneous ad hoc wireless sensor networks, based on the Internet of Things notion
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2014.03.009
– volume: 6
  start-page: 25
  issue: 6
  year: 2014
  end-page: 32
  ident: CR30
  article-title: Artificial bee colony algorithm based multi-objective node placement for wireless sensor network
  publication-title: International Journal of Information Technology and Computer Science (IJITCS)
  doi: 10.5815/ijitcs.2014.06.04
– volume: 4
  start-page: 3182
  year: 2016
  end-page: 3194
  ident: CR7
  article-title: Energy efficient direction-based PDORP routing protocol for WSN
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2016.2576475
– ident: CR21
– volume: 90
  start-page: 1971
  issue: 4
  year: 2016
  end-page: 2000
  ident: CR34
  article-title: An efficient hybrid anomaly detection scheme using K-means clustering for wireless sensor networks
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-016-3433-3
– volume: 46
  start-page: 122
  year: 2018
  end-page: 136
  ident: CR27
  article-title: A multi-objective and PSO based energy efficient path design for mobile sink in wireless sensor networks
  publication-title: Pervasive and Mobile Computing
  doi: 10.1016/j.pmcj.2018.02.003
– volume: 83
  start-page: 2975
  issue: 4
  year: 2015
  end-page: 2997
  ident: CR6
  article-title: An energy efficient method for secure and reliable data transmission in wireless body area networks using RelAODV
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-015-2577-x
– volume: 11
  start-page: 581589
  issue: 5
  year: 2015
  ident: CR42
  article-title: A multiobjective evolutionary algorithm for energy-efficient cooperative spectrum sensing in cognitive radio sensor network
  publication-title: International Journal of Distributed Sensor Networks
  doi: 10.1155/2015/581589
– volume: 76
  start-page: 209
  issue: 2
  year: 2014
  end-page: 229
  ident: CR3
  article-title: Hierarchical architecture for multi-technology wireless sensor networks for critical infrastructure protection
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-014-1686-2
– volume: 4
  start-page: 169
  issue: 4
  year: 2012
  ident: CR32
  article-title: Multi-hop clustering protocol using gateway nodes in wireless sensor network
  publication-title: International Journal of Wireless and Mobile Networks
  doi: 10.5121/ijwmn.2012.4412
– volume: 15
  start-page: 17572
  issue: 7
  year: 2015
  end-page: 17620
  ident: CR28
  article-title: Wireless sensor network optimization: Multi-objective paradigm
  publication-title: Sensors
  doi: 10.3390/s150717572
– volume: 85
  start-page: 408
  year: 2014
  end-page: 418
  ident: CR4
  article-title: Energy efficient hybrid wired-cum-wireless sensor network design
  publication-title: Journal of Cleaner Production
  doi: 10.1016/j.jclepro.2014.04.038
– volume: 28
  start-page: 652
  issue: 2
  year: 1998
  end-page: 673
  ident: CR35
  article-title: Finding the k shortest paths
  publication-title: SIAM Journal on Computing
  doi: 10.1137/S0097539795290477
– start-page: 841
  year: 2016
  end-page: 853
  ident: CR13
  article-title: Energy harvesting in wireless sensor networks
  publication-title: Artificial intelligence and evolutionary computations in engineering systems
  doi: 10.1007/978-81-322-2656-7_76
– volume: 12
  start-page: 1750
  issue: 9
  year: 2013
  end-page: 1760
  ident: CR16
  article-title: Routing-toward-primary-user attack and belief propagation-based defense in cognitive radio networks
  publication-title: IEEE Transactions on Mobile Computing
  doi: 10.1109/TMC.2012.137
– volume: 62
  start-page: 2224
  issue: 11
  year: 2013
  end-page: 2237
  ident: CR19
  article-title: Pairwise and triple key distribution in wireless sensor networks with applications
  publication-title: IEEE Transactions on Computers
  doi: 10.1109/TC.2012.138
– volume: 9
  start-page: 169
  issue: 2
  year: 2012
  end-page: 183
  ident: CR14
  article-title: Hierarchical trust management for wireless sensor networks and its applications to trust-based routing and intrusion detection
  publication-title: IEEE Transactions on Network and Service Management
  doi: 10.1109/TCOMM.2012.031912.110179
– volume: 22
  start-page: 3
  year: 2015
  end-page: 15
  ident: CR2
  article-title: Adaptive routing in wireless sensor networks: QoS optimisation for enhanced application performance
  publication-title: Information Fusion
  doi: 10.1016/j.inffus.2013.02.005
– volume: 21
  start-page: 6699
  issue: 22
  year: 2017
  end-page: 6712
  ident: CR29
  article-title: Artificial bee colony metaheuristic for energy-efficient clustering and routing in wireless sensor networks
  publication-title: Soft Computing
  doi: 10.1007/s00500-016-2220-0
– volume: 30
  start-page: 104
  year: 2015
  end-page: 112
  ident: CR24
  article-title: A multi-objective routing algorithm for wireless multimedia sensor networks
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2015.01.052
– volume: 4
  start-page: 1847
  issue: 17
  year: 2014
  end-page: 1860
  ident: CR33
  article-title: A review on K-means data clustering approach
  publication-title: International Journal of Information and Computation Technology
– volume: 1
  start-page: 660
  issue: 4
  year: 2002
  end-page: 670
  ident: CR22
  article-title: An application-specific protocol architecture for wireless microsensor networks
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2002.804190
– volume: 71
  start-page: 195
  issue: 1
  year: 2013
  end-page: 215
  ident: CR43
  article-title: Multi-objective evolutionary algorithm based on decomposition for energy efficient coverage in wireless sensor networks
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-012-0811-3
– volume: 12
  start-page: 1750
  issue: 9
  year: 2013
  ident: 6891_CR16
  publication-title: IEEE Transactions on Mobile Computing
  doi: 10.1109/TMC.2012.137
– ident: 6891_CR37
– volume: 30
  start-page: 151
  year: 2015
  ident: 6891_CR23
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2014.11.063
– volume: 35
  start-page: 867
  issue: 3
  year: 2012
  ident: 6891_CR15
  publication-title: Journal of Network and computer Applications
  doi: 10.1016/j.jnca.2011.03.005
– start-page: 1
  volume-title: Recent advances and innovations in engineering (ICRAIE)
  year: 2014
  ident: 6891_CR5
– volume: 74
  start-page: 66
  year: 2018
  ident: 6891_CR26
  publication-title: Applied Soft Computing
– volume: 83
  start-page: 2975
  issue: 4
  year: 2015
  ident: 6891_CR6
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-015-2577-x
– volume: 15
  start-page: 25
  issue: 1
  year: 2011
  ident: 6891_CR41
  publication-title: Soft Computing
  doi: 10.1007/s00500-009-0406-4
– volume: 4
  start-page: 1847
  issue: 17
  year: 2014
  ident: 6891_CR33
  publication-title: International Journal of Information and Computation Technology
– volume: 19
  start-page: 1
  year: 2014
  ident: 6891_CR20
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2014.01.011
– volume: 21
  start-page: 6699
  issue: 22
  year: 2017
  ident: 6891_CR29
  publication-title: Soft Computing
  doi: 10.1007/s00500-016-2220-0
– volume: 19
  start-page: 914
  year: 2013
  ident: 6891_CR1
  publication-title: Procedia Computer Science
  doi: 10.1016/j.procs.2013.06.125
– start-page: 841
  volume-title: Artificial intelligence and evolutionary computations in engineering systems
  year: 2016
  ident: 6891_CR13
  doi: 10.1007/978-81-322-2656-7_76
– volume: 30
  start-page: 104
  year: 2015
  ident: 6891_CR24
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2015.01.052
– volume: 23
  start-page: 1805
  issue: 10
  year: 2012
  ident: 6891_CR17
  publication-title: IEEE Transactions on Parallel and Distributed Systems
  doi: 10.1109/TPDS.2011.302
– volume: 6
  start-page: 25
  issue: 6
  year: 2014
  ident: 6891_CR30
  publication-title: International Journal of Information Technology and Computer Science (IJITCS)
  doi: 10.5815/ijitcs.2014.06.04
– volume: 4
  start-page: 169
  issue: 4
  year: 2012
  ident: 6891_CR32
  publication-title: International Journal of Wireless and Mobile Networks
  doi: 10.5121/ijwmn.2012.4412
– volume: 14
  start-page: 2232
  issue: 7
  year: 2014
  ident: 6891_CR9
  publication-title: IEEE Sensors Journal
  doi: 10.1109/JSEN.2014.2308725
– volume: 11
  start-page: 917
  year: 2011
  ident: 6891_CR40
  publication-title: Sensors
  doi: 10.3390/s110100917
– volume: 1
  start-page: 660
  issue: 4
  year: 2002
  ident: 6891_CR22
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2002.804190
– volume: 90
  start-page: 1971
  issue: 4
  year: 2016
  ident: 6891_CR34
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-016-3433-3
– volume: 71
  start-page: 195
  issue: 1
  year: 2013
  ident: 6891_CR43
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-012-0811-3
– volume: 18
  start-page: 580
  issue: 4
  year: 2016
  ident: 6891_CR10
  publication-title: Journal of Communications and Networks
  doi: 10.1109/JCN.2016.000081
– volume: 22
  start-page: 3
  year: 2015
  ident: 6891_CR2
  publication-title: Information Fusion
  doi: 10.1016/j.inffus.2013.02.005
– volume: 23
  start-page: 1201
  issue: 4
  year: 2017
  ident: 6891_CR25
  publication-title: Wireless Networks
  doi: 10.1007/s11276-016-1213-3
– volume: 76
  start-page: 209
  issue: 2
  year: 2014
  ident: 6891_CR3
  publication-title: Wireless Personal Communications
  doi: 10.1007/s11277-014-1686-2
– ident: 6891_CR21
– volume: 5
  start-page: 175
  issue: 4
  year: 2015
  ident: 6891_CR8
  publication-title: IET Wireless Sensor Systems
  doi: 10.1049/iet-wss.2014.0021
– volume: 6
  start-page: 173
  year: 2016
  ident: 6891_CR11
  publication-title: IET Wireless Sensor Systems
  doi: 10.1049/iet-wss.2015.0096
– volume: 46
  start-page: 122
  year: 2018
  ident: 6891_CR27
  publication-title: Pervasive and Mobile Computing
  doi: 10.1016/j.pmcj.2018.02.003
– volume: 25
  start-page: 1
  year: 2017
  ident: 6891_CR31
  publication-title: Wireless Networks
– volume: 28
  start-page: 652
  issue: 2
  year: 1998
  ident: 6891_CR35
  publication-title: SIAM Journal on Computing
  doi: 10.1137/S0097539795290477
– volume: 69
  start-page: 371
  issue: 1
  year: 2015
  ident: 6891_CR12
  publication-title: AEU-International Journal of Electronics and Communications
  doi: 10.1016/j.aeue.2014.10.009
– volume: 62
  start-page: 2224
  issue: 11
  year: 2013
  ident: 6891_CR19
  publication-title: IEEE Transactions on Computers
  doi: 10.1109/TC.2012.138
– volume: 19
  start-page: 259
  issue: 2
  year: 2015
  ident: 6891_CR38
  publication-title: IEEE Communications Letters
  doi: 10.1109/LCOMM.2014.2379715
– volume: 4
  start-page: 3182
  year: 2016
  ident: 6891_CR7
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2016.2576475
– volume: 85
  start-page: 408
  year: 2014
  ident: 6891_CR4
  publication-title: Journal of Cleaner Production
  doi: 10.1016/j.jclepro.2014.04.038
– volume: 9
  start-page: 169
  issue: 2
  year: 2012
  ident: 6891_CR14
  publication-title: IEEE Transactions on Network and Service Management
  doi: 10.1109/TCOMM.2012.031912.110179
– volume: 15
  start-page: 17572
  issue: 7
  year: 2015
  ident: 6891_CR28
  publication-title: Sensors
  doi: 10.3390/s150717572
– volume: 57
  start-page: 1767
  year: 2009
  ident: 6891_CR39
  publication-title: Computers and Mathematics with Applications
  doi: 10.1016/j.camwa.2008.10.037
– volume-title: Evolutionary algorithms for solving multi-objective problems
  year: 2001
  ident: 6891_CR36
– volume: 11
  start-page: 581589
  issue: 5
  year: 2015
  ident: 6891_CR42
  publication-title: International Journal of Distributed Sensor Networks
  doi: 10.1155/2015/581589
– volume: 20
  start-page: 96
  year: 2014
  ident: 6891_CR18
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2014.03.009
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Snippet Wireless sensor networks (WSNs) are the networks which mainly focuses on the applications and are composed of considerable sensor nodes. The use of energy in a...
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SubjectTerms Algorithms
Centroids
Clustering
Communications Engineering
Computer Communication Networks
Computer simulation
Energy
Energy consumption
Energy costs
Engineering
Multiple objective analysis
Networks
Nodes
Optimization
Power sources
Protocol
Protocol (computers)
Route planning
Signal,Image and Speech Processing
Swarm intelligence
Wireless sensor networks
Title MOMHR: A Dynamic Multi-hop Routing Protocol for WSN Using Heuristic Based Multi-objective Function
URI https://link.springer.com/article/10.1007/s11277-019-06891-0
https://www.proquest.com/docview/2377702865
Volume 111
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