INTELLIGENT RELAY NODE PLACEMENT IN HETEROGENEOUS WIRELESS SENSOR NETWORKS FOR ENERGY EFFICIENCY

被引:0
|
作者
Lanza-Gutierrez, Jose M. [1 ]
Gomez-Pulido, Juan A. [1 ]
Vega-Rodriguez, Miguel A. [1 ]
机构
[1] Univ Extremadura, Polytech Sch, Dept Computers & Communicat Technol, Caceres 10003, Spain
来源
关键词
Artificial bee colony; energy consumption; NSGA-II; relay node; SPEA2; wireless sensor networks; LIFETIME; ALGORITHM; OPTIMIZATION; DEPLOYMENT; NORMALITY;
D O I
10.2316/Journal.206.2014.3.206-4006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
At present, wireless sensor networks (WSNs) are widely used due to their low-cost devices and its easy deployment. Such networks have an important constraint: WSNs are particularly sensitive to energy consumption. This paper focuses on how to add routers to a previously established static WSN to simultaneously optimize two important features: energy consumption and covered area. This np-hard multi-objective optimization problem was solved by evolutionary computation, considering two well-known multi-objective genetic algorithms (NSGA-II and SPEA2), and a multi-objective adaptation of a novel swarm intelligence algorithm based on the behaviour of an artificial bee colony (ABC). The results obtained are analyzed in depth by means of a widely used statistical methodology that considers two multi-objective quality indicators: hypervolume and set coverage. We conclude that ABC provides better performance than standards NSGA-II and SPEA2. In addition, a comparative study is added where the gains in fitness values from including relay nodes are shown.
引用
收藏
页码:274 / 286
页数:13
相关论文
共 50 条
  • [21] Relay Node Deployment Strategies in Heterogeneous Wireless Sensor Networks
    Xu, Kenan
    Hassanein, Hossam
    Takahara, Glen
    Wang, Quanhong
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2010, 9 (02) : 145 - 159
  • [22] Analysis of relay node failure in heterogeneous wireless sensor networks
    Kakamanshadi G.
    Gupta S.
    Singh S.
    Recent Advances in Computer Science and Communications, 2021, 14 (04) : 980 - 994
  • [23] Relay Node Placement in Wireless Sensor Networks with Bounded Transmission Range
    Cardoso, Diego Giacomelli
    Nunes de Moraes, Renato Elias
    2014 BRAZILIAN SYMPOSIUM ON COMPUTER NETWORKS AND DISTRIBUTED SYSTEMS (SBRC), 2014, : 191 - 198
  • [24] Hop-Constrained Relay Node Placement in Wireless Sensor Networks
    Ding, Xingjian
    Sun, Guodong
    Li, Deying
    Wang, Yongcai
    Chen, Wenping
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS (WASA 2018), 2018, 10874 : 78 - 89
  • [25] Approximation algorithm for minimizing relay node placement in wireless sensor networks
    KeZhong Lu
    GuoLiang Chen
    YuHong Feng
    Gang Liu
    Rui Mao
    Science China Information Sciences, 2010, 53 : 2332 - 2342
  • [26] Relay Node Placement for Maximizing Network Lifetime in Wireless Sensor Networks
    Wang, Gang
    Huang, Liusheng
    Xu, Hongli
    Li, Jianbo
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 3828 - +
  • [27] Constrained Relay Node Placement in Wireless Sensor Networks: Formulation and Approximations
    Misra, Satyajayant
    Hong, Seung Don
    Xue, Guoliang
    Tang, Jian
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2010, 18 (02) : 434 - 447
  • [28] Approximation algorithm for minimizing relay node placement in wireless sensor networks
    LU KeZhong1
    2National High Performance Computing Center at Shenzhen
    ScienceChina(InformationSciences), 2010, 53 (11) : 2332 - 2342
  • [29] Relay Node Placement in Wireless Sensor Networks: From Theory to Practice
    Liang, Wei
    Ma, Chaofan
    Zheng, Meng
    Luo, Longxiang
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2021, 20 (04) : 1602 - 1613
  • [30] Optimized relay node placement for connecting disjoint wireless sensor networks
    Lee, Sookyoung
    Younis, Mohamed
    COMPUTER NETWORKS, 2012, 56 (12) : 2788 - 2804