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改进型粒子群优化在WSNs节点定位中的应用 被引量:5

APPLICATION OF MODIFIED PARTICLE SWARM OPTIMISATION IN NODE LOCATING OF WIRELESS SENSOR NETWORKS
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摘要 针对无线传感网络(WSNs)在测距误差影响下存在的节点定位精度问题,提出一种基于改进型粒子群优化的自定位方法。该方法利用未知节点与邻近锚节点之间的距离信息,通过具有跳出局部最优能力的改进型粒子群优化算法取得未知节点的位置。仿真结果表明,该算法与最小二乘估计法相比,具有较高的定位精度和较快的定位速度,且性能稳定,是一种可行的WSNs节点定位解决方案。 Aiming at the problem of node localisation precision under the influence of ranging error in wireless sensor networks( WSNs), a new self-localisation method based on modified particle swarm optimisation is proposed. The new method uses range information between the unknown node and the nearby anchor node and gets the unknown node location through the modified particle swarm optimisation with local prematurity prevention ability. Simulation results show that,the modified particle swarm optimisation,compared with the least square estimation method,has higher accuracy and speed in localisation as well as stable performance. It is a feasible WSNs node positioning solution.
出处 《计算机应用与软件》 CSCD 北大核心 2014年第4期69-72,共4页 Computer Applications and Software
基金 山西省自然科学基金项目(2011011011-1)
关键词 粒子群优化算法 无线传感器网络 节点定位 非一致性变异 Particle swarm optimisation Wireless sensor networks Node localisation Inconsistent mutation
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  • 1王福豹,史龙,任丰原.无线传感器网络中的自身定位系统和算法[J].软件学报,2005,16(5):857-868. 被引量:672
  • 2COSTA J A,PATWARI N,HERO A O,III.Distributed weighted multidimensional scaling for node localization in sensor networks[J].ACM Transactions on Sensor Networks,2006,2(1):39-64.
  • 3BULUSU N,HEIDEMANN J,ESTRIN D.GPS-less low-cost outdoor localization for very small devices[J].IEEE Personal Communications,2000,7(5):28-34.
  • 4NICULESCU D,NATH B.DV based positioning in Ad Hoc networks[J].Telecommunication Systems,2003,22(1/4):267-280.
  • 5NAGPAL R,SHROBE H,BACHRACH J.Organizing a global coordinate system from local information on an Ad Hoc sensor network[C]//IPSN'03:Proceedings of the 2nd International Conference on Information Processing in Sensor Networks,LNCS 2634.Berlin:Springer-Verlag,2003:333-348.
  • 6WANG S-S,SHIH K-P,CHANG C-Y.Distributed direction-based localization in wireless sensor networks[J].Computer Communications,2007,30(6):1424-1439.
  • 7SHI Y,EBERHART R.A modified particle swarm optimizer[C]//Proceedings of the 1998 IEEE International Conference on Evolutionary Computation.Piscataway:IEEE,1998:69-73.
  • 8PAVLYUKEVICH I.Lévy flights,non-local search and simulated annealing[J].Journal of Computational Physics,2007,226(2):1830-1844.
  • 9嵇玮玮,刘中.DV-Hop定位算法在随机传感器网络中的应用研究[J].电子与信息学报,2008,30(4):970-974. 被引量:65
  • 10马震,刘云,沈波.分布式无线传感器网络定位算法MDS-MAP(D)[J].通信学报,2008,29(6):57-62. 被引量:35

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