Sensor Node Placement in Wireless Sensor Network Using Multi-objective Territorial Predator Scent Marking Algorithm

被引:17
作者
Abidin, H. Zainol [1 ]
Din, N. M. [2 ]
Yassin, I. M. [1 ]
Omar, H. A. [1 ]
Radzi, N. A. M. [2 ]
Sadon, S. K. [2 ]
机构
[1] Univ Teknol MARA, Fac Elect Engn, Shah Alam 40450, Selangor, Malaysia
[2] Univ Tenaga Nas, Coll Engn, Ctr Commun Serv Convergence Technol, Jalan Ikram Uniten 43000, Kajang, Malaysia
关键词
Sensor node placement; Wireless sensor network; Coverage; Connectivity; Energy; Territorial predator scent marking algorithm; Biological inspired; DEPLOYMENT;
D O I
10.1007/s13369-014-1292-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Optimum sensor node placement for wireless sensor network (WSN) in a monitored area is needed for cost-effective deployment. The location of sensor nodes must be able to offer maximum coverage and connectivity with minimum energy consumption. This paper proposes a sensor node placement approach that utilizes a new biologically inspired multi-objective optimization algorithm that imitates the behaviour of a territorial predator in marking their territories with their odours known as multi-objective territorial predator scent marking algorithm (MOTPSMA). The algorithm uses the maximum coverage and minimum energy consumption objective functions with subject to full connectivity. A simulation study has been carried out to compare the performance of the proposed algorithm with the multi-objective evolutionary algorithm with fuzzy dominance-based decomposition and an integer linear programming algorithm. Simulation results show that WSN deployed using the MOTPSMA sensor node placement algorithm outperforms the performance of the other two algorithms in terms of coverage, connectivity and energy usage.
引用
收藏
页码:6317 / 6325
页数:9
相关论文
共 27 条
[1]  
Ab Aziz NAB, 2007, ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, P961
[2]  
[Anonymous], 2011, 2011 3 INT WORKSHOP, DOI DOI 10.1109/ISA.2011.5873254
[3]  
[Anonymous], 2012, EUR J SCI RES
[4]  
ATTEA BA, 2012, P 6 INT C APPL INF C, P1, DOI DOI 10.1109/ICAICT.2012.6398527
[5]  
Aziz Nor Azlina Bt Ab, 2009, 2009 International Conference on Networking, Sensing and Control, P602, DOI 10.1109/ICNSC.2009.4919346
[6]   Scent-marking behaviour of the honey badger, Mellivora capensis (Mustelidae), in the southern Kalahari [J].
Begg, CM ;
Begg, KS ;
Du Toit, JT ;
Mills, MBL .
ANIMAL BEHAVIOUR, 2003, 66 :917-929
[7]   Differential responses of captive southern hairy-nosed wombats (Lasiorhinus latifrons) to the presence of faeces from different species and male and female conspecifics [J].
Descovich, Kristin A. ;
Lisle, Allan. T. ;
Johnston, Stephen ;
Nicolson, Vere ;
Phillips, Clive J. C. .
APPLIED ANIMAL BEHAVIOUR SCIENCE, 2012, 138 (1-2) :110-117
[8]  
Deyab TM, 2011, INT WIREL COMMUN, P65, DOI 10.1109/IWCMC.2011.5982508
[9]   Genetic Algorithm-Based Sensor Deployment with Area Priority [J].
Kalayci, Tahir Emre ;
Ugur, Aybars .
CYBERNETICS AND SYSTEMS, 2011, 42 (08) :605-620
[10]   Sensor Node Deployment in Wireless Sensor Networks Based on Improved Particle Swarm Optimization [J].
Li, Zhiming ;
Lei, Lin .
2009 INTERNATIONAL CONFERENCE ON APPLIED SUPERCONDUCTIVITY AND ELECTROMAGNETIC DEVICES, 2009, :215-217