Computer Science ›› 2018, Vol. 45 ›› Issue (5): 44-48.doi: 10.11896/j.issn.1002-137X.2018.05.007

Special Issue: Network and communication

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Clustering Method in Wireless Sensor Networks Using Nonlinear Adaptive PSO Algorithm

LI Tong-yue and MA Wen-ping   

  • Online:2018-05-15 Published:2018-07-25

Abstract: How to prolong the network lifetime is an important factor when designing a routing protocol in wireless sensor network.To solve this problem,a novel clustering algorithm based on the improved particle swarm optimization was presented.The algorithm modifies the inertial weight to avoid particles trapping in local optimum.It also takes into account both energy balance and transmission distance,and cooperates relays nodes with cluster heads to reduce the excessive energy consumption of cluster heads.This paper compared the proposed algorithm with other algorithms in various scenarios.Simulation results show that the proposed algorithm has good capability on distributing nodes and balancing cluster system.

Key words: Wireless sensor network,Clustering algorithm,Particle swarm optimization algorithm,Energy balance

[1] ZHANG D,LI G,ZHENG K,et al.An energy-balanced routing method based on forward-aware factor for wireless sensor networks[J].IEEE Transactions on Industrial Informatics,2014,0(1):766-773.
[2] WANG B,LIM H B,MA D.A coverage-aware clustering protocol for wireless sensor networks[J].Computer Networks,2012,56(5):1599-1611.
[3] WANG B.Coverage problems in sensor networks:A survey[J].ACM Computing Surveys(CSUR),2011,3(4):32.
[4] SINGH B,LOBIYAL D K.A novel energy-aware cluster head selection based on particle swarm optimization for wireless sensor networks[J].Human-Centric Computing and Information Sciences,2012,2(1):1-18.
[5] JIN J,SRIDHARAN A,KRISHNAMACHARI B,et al.Han-dling inelastic traffic in wireless sensor networks[J].IEEE Journal on Selected Areas in Communications,2010,8(7):1105-1115.
[6] AWEYA J.Technique for differential timing transfer over pac-ket networks[J].IEEE Transactions on Industrial Informatics,2013,9(1):325-336.
[7] YU J,QI Y,WANG G,et al.A cluster-based routing protocol for wireless sensor networks with nonuniform node distribution[J].AEU-International Journal of Electronics and Communications,2012,6(1):54-61.
[8] YU J,QI Y,WANG G,et al.An energy-aware distributed unequal clustering protocol for wireless sensor networks[J].International Journal of Distributed Sensor Networks,2011(3):876-879.
[9] HEINZELMAN W B,CHANDRAKASAN A P, BALAKRISHNAN H.An application-specific protocol architecture for wireless microsensor networks[J].IEEE Transactions on Wireless Communications,2002,1(4):660-670.
[10] YOUNIS O,FAHMY S.HEED:a hybrid,energy-efficient,distributed clustering approach for ad hoc sensor networks[J].IEEE Transactions on Mobile Computing,2004,3(4):366-379.
[11] YU J,FENG L,JIA L,et al.A local energy consumption prediction-based clustering protocol for wireless sensor networks[J].Sensors,2014,4(12):23017-13040.
[12] LI C F,CHEN G H,YE M,et al.An Uneven Cluster BasedRouting Protocol for Wireless Sensor Networks[J].Chinese Journal of Computers,2007,0(1):27-36.(in Chinese) 李成法,陈贵海,叶懋,等.一种基于非均匀分簇的无线传感器网络路由协议[J].计算机学报,2007,0(1):27-36.
[13] TARHANI M,KAVIAN Y S,SIAVOSHI S.SEECH:Scalable energy efficient clustering hierarchy protocol in wireless sensor networks[J].IEEE Sensors Journal,2014,14(11):3944-3954.
[14] LIN Y,ZHANG J,CHUNG H S H,et al.An ant colony optimization approach for maximizing the lifetime of heterogeneous wireless sensor networks[J].IEEE Transactions on Systems,Man,and Cybernetics,Part C(Applications and Reviews),2012,2(3):408-420.
[15] HOANG D C,YADAV P,KUMAR R,et al.Real-time imple-mentation of a harmony search algorithm-based clustering protocol for energy-efficient wireless sensor networks[J].IEEE Transactions on Industrial Informatics,2014,0(1):774-783.

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