Localization Optimization in WSNs Using Meta-Heuristics Optimization Algorithms: A Survey

被引:27
作者
Lalama, Zahia [1 ]
Boulfekhar, Samra [1 ]
Semechedine, Fouzi [2 ]
机构
[1] Univ Bejaia, Fac Exact Sci, Res Unit LAMOS, Bejaia 06000, Algeria
[2] Univ Setif 1, Opt & Precis Mech Inst, Mechatron Lab E1764200, Setif 19000, Algeria
关键词
Wireless sensor networks; Localization; Localization optimization; Meta-heuristics;
D O I
10.1007/s11277-021-08945-8
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In Wireless Sensor Networks, node localization is one of the most important system parameters. Determining the exact position of nodes in these networks is one of vital and tedious tasks. This paper presents a review of the most localization methods which optimize the localization error. It provides a new taxonomy of techniques used in this field, including Mobile Anchor, Machine Learning, Matematical Models and Meta-heuristics. In this later, we survey its different algorithms such as Genetic Algorithm, Particle Swarm optimization, Ant Colony Optimization, BAT optimization algorithm, Firefly Optimization Algorithm, Flower Pollination Algorithm, Grey Wolf Optimization algorithm, Artificial Bees Colony Optimization Algorithm, Fish Swarm Optimization Algorithm and others. Further, the comparison between these metaheuristics algorithms based localization optimization is done. Finally, a comprehensive discussion of the performance parameters such as accuracy, convergence rate, energy consumption and the number of localized nodes is given.
引用
收藏
页码:1197 / 1220
页数:24
相关论文
共 64 条
  • [1] Ademuwagun A., 2017, Wireless Sensor Network, V9, P87
  • [2] Ahmed N, 2018, Int. J. Comput. Appl, V179, P45, DOI DOI 10.5120/IJCA2018916427
  • [3] Alhammadi A, 2016, J TEKNOL, V78, P105
  • [4] Amer B, 2016, PROCEEDINGS OF 2016 11TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS (ICCES), P329, DOI 10.1109/ICCES.2016.7822023
  • [5] A Connectivity Weighting DV_Hop Localization Algorithm Using Modified Artificial Bee Colony Optimization
    Chen, Tianfei
    Sun, Lijun
    [J]. JOURNAL OF SENSORS, 2019, 2019
  • [6] Cheriet A., 2013, PRZ ELEKTROTECHNICZN, V89, P121
  • [7] Chriki A, 2017, INT WIREL COMMUN, P1144, DOI 10.1109/IWCMC.2017.7986446
  • [8] An Effective PSO-based Node Localization Scheme for Wireless Sensor Networks
    Chuang, Po-Jen
    Wu, Cheng-Pei
    [J]. PDCAT 2008: NINTH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES, PROCEEDINGS, 2008, : 187 - 194
  • [9] Dhiman, 2016, J INNOVATIVE RES COM, V4, P13087
  • [10] Fu Qin, 2010, Proceedings of the 2010 International Conference on Communications and Mobile Computing (CMC 2010), P303, DOI 10.1109/CMC.2010.21