Hybridization of Metaheuristic Algorithm for Dynamic Cluster-Based Routing Protocol in Wireless Sensor Networksx

被引:46
|
作者
Al-Otaibi, Shaha [1 ]
Al-Rasheed, Amal [1 ]
Mansour, Romany F. [2 ]
Yang, Eunmok [3 ]
Joshi, Gyanendra Prasad [4 ]
Cho, Woong [5 ]
机构
[1] Princess Nourah Bint Abdulrahman Univ, Coll Comp & Informat Sci, Informat Syst Dept, Riyadh 11564, Saudi Arabia
[2] New Valley Univ, Fac Sci, Dept Math, El Kharga 72511, Egypt
[3] Kookmin Univ, Dept Financial Informat Secur, Seoul 02707, South Korea
[4] Sejong Univ, Dept Comp Sci & Engn, Seoul 05006, South Korea
[5] Daegu Catholic Univ, Dept Automot ICT Convergence Engn, Gyongsan 38430, South Korea
来源
IEEE ACCESS | 2021年 / 9卷
关键词
Wireless sensor networks; Routing; Energy efficiency; Routing protocols; Optimization; Clustering algorithms; Voting; Clustering; energy efficiency; metaheuristics; routing; WSN; ENERGY-EFFICIENT;
D O I
10.1109/ACCESS.2021.3087602
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Energy efficiency is considered the major design issue in wireless sensor networks (WSN), which can be addressed using clustering and routing techniques. They are treated as Non-deterministic Polynomial (NP)-hard optimization problems and are solved using metaheuristic algorithms to identify the optimal or near-optimal solutions. With this motivation, this paper develops a hybridization of the metaheuristic cluster-based routing (HMBCR) technique for WSN. The HMBCR technique initially involves a brainstorm optimization with levy distribution (BSO-LD) based clustering process using a fitness function incorporating four parameters such as energy, distance to neighbors, distance to the base station, and network load. Besides, a water wave optimization with a hill-climbing (WWO-HC) based routing process is carried out for optimal route selection. Extensive experimentation analysis is performed to ensure the energy efficiency and network lifetime performance of the HMBCR technique. The experimental outcome ensured the superior results of the HMBCR technique over the compared methods under different aspects.
引用
收藏
页码:83751 / 83761
页数:11
相关论文
共 50 条
  • [21] Mobility adaptive unequal cluster-based routing protocol in wireless sensor networks
    Mahapatro, Arunanshu
    Khilar, Pabitra Mohan
    INTERNATIONAL JOURNAL OF SENSOR NETWORKS, 2013, 14 (02) : 65 - 81
  • [22] A reliable cluster-based opportunistic routing protocol for underwater wireless sensor networks
    Zhu, Rongxin
    Boukerche, Azzedine
    Chen, Yanxia
    Yang, Qiuling
    COMPUTER NETWORKS, 2024, 251
  • [23] A cluster-based fault-tolerant routing protocol for wireless sensor networks
    Moussa, Noureddine
    El Alaoui, Abdelbaki El Belrhiti
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2019, 32 (16)
  • [24] A novel cluster-based routing protocol with Extending Lifetime for wireless sensor networks
    Lotf, Jalil Jabari
    Bonab, Mehdi Nozad
    Khorsandi, Siavash
    2008 IFIP INTERNATIONAL CONFERENCE ON WIRELESS AND OPTICAL COMMUNICATIONS NETWORKS, 2008, : 112 - +
  • [25] DARC: A Distributed and Adaptive Routing Protocol in Cluster-Based Wireless Sensor Networks
    Xu, Zhezhuang
    Chen, Liquan
    Cao, Lianyang
    Liu, Ting
    Yang, Dong
    Chen, Cailian
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [26] An Energy Efficiency Cluster-based Multihop Routing Protocol in Wireless Sensor Networks
    Thong Nhat Tran
    Toan Van Nguyen
    Vo Nguyen Quoc Bao
    An, Beongku
    2018 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC), 2018, : 349 - 353
  • [27] A cluster-based routing protocol for wireless sensor networks with nonuniform node distribution
    Yu, Jiguo
    Qi, Yingying
    Wang, Guanghui
    Gu, Xin
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2012, 66 (01) : 54 - 61
  • [28] Adaptive energy aware cluster-based routing protocol for wireless sensor networks
    Khalid Haseeb
    Kamalrulnizam Abu Bakar
    Abdul Hanan Abdullah
    Tasneem Darwish
    Wireless Networks, 2017, 23 : 1953 - 1966
  • [29] Mobile sink routing protocol with registering in cluster-based Wireless Sensor Networks
    Wang, Ying-Hong
    Huang, Kuo-Feng
    Fu, Ping-Fang
    Wang, Jun-Xuan
    UBIQUITOUS INTELLIGENCE AND COMPUTING, PROCEEDINGS, 2008, 5061 : 352 - 362
  • [30] Adaptive energy aware cluster-based routing protocol for wireless sensor networks
    Haseeb, Khalid
    Abu Bakar, Kamalrulnizam
    Abdullah, Abdul Hanan
    Darwish, Tasneem
    WIRELESS NETWORKS, 2017, 23 (06) : 1953 - 1966