An Improved Particle Swarm Optimization Deployment for Wireless Sensor Networks

被引:11
作者
Ding, Shuxin [1 ]
Chen, Chen [1 ]
Chen, Jie [1 ]
Xin, Bin [1 ]
机构
[1] Beijing Inst Technol, Sch Automat, Key Lab Intelligent Control & Decis Complex Syst, 5 Zhong Guan Cun South St, Beijing 100081, Peoples R China
关键词
wireless sensor networks; deployment; particle swarm optimization; disturbance;
D O I
10.20965/jaciii.2014.p0107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses the issues associated with deployment of sensors, which are critical in wireless sensor networks. This paper provides an improved particle swarm optimization (PSO) algorithm by changing the basic form of PSO and introducing disturbance (d-PSO). By comparing with other PSO-based algorithms, simulation results show that the d-PSO algorithm provides a good-coverage solution with a satisfying coverage rate in a short time. This feature is especially useful for the rapid deployment of sensors.
引用
收藏
页码:107 / 112
页数:6
相关论文
共 15 条
  • [1] Ab Aziz NAB, 2007, ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, P961
  • [2] Aziz Nor Azlina Bt Ab, 2009, 2009 International Conference on Networking, Sensing and Control, P602, DOI 10.1109/ICNSC.2009.4919346
  • [3] Grid coverage for surveillance and target location in distributed sensor networks
    Chakrabarty, K
    Iyengar, SS
    Qi, HR
    Cho, EC
    [J]. IEEE TRANSACTIONS ON COMPUTERS, 2002, 51 (12) : 1448 - 1453
  • [4] Auction-Based Consensus Mechanism for Cooperative Tracking in Multi-Sensor Surveillance Systems
    Elmogy, Ahmed M.
    Karray, Fakhreddine O.
    Khamis, Alaa M.
    [J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2010, 14 (01) : 13 - 20
  • [5] Fan Jing, 2010, 2010 International Conference on Information, Networking and Automation (ICINA 2010), P370, DOI 10.1109/ICINA.2010.5636371
  • [6] Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
  • [7] Technical Correspondence
    Kulkarni, Raghavendra V.
    Venayagamoorthy, Ganesh Kumar
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2011, 41 (02): : 262 - 267
  • [8] Mobile Sensor Node Deployment and Asynchronous Power Management for Wireless Sensor Networks
    Luo, Ren C.
    Chen, Ogst
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (05) : 2377 - 2385
  • [9] Majid AS, 2012, 2012 IEEE CONFERENCE ON CONTROL, SYSTEMS & INDUSTRIAL INFORMATICS (ICCSII), P109, DOI 10.1109/CCSII.2012.6470483
  • [10] Soleimanzadeh R, 2010, INT J COMPUT SCI NET, V10, P167