A Particle Swarm Optimization Based Multilateration Algorithm for UWB Sensor Network

被引:0
|
作者
Gao, Weihua [1 ]
Kamath, Ganapathi [1 ]
Veeramachaneni, Kalyan [1 ]
Osadciw, Lisa [1 ]
机构
[1] Syracuse Univ, Dept Elect Engn & Comp Sci, Syracuse, NY 13244 USA
关键词
Ultrawideband; Multilateration; Localization;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, a particle swarm optimization (PSO) based multilateration algorithm is presented for a UWB communications based sensor network. The particle swarm uses simple operators and is a bottom-up approach for identifying the location in a 2-D space. Hence the PSO uses less energy. For comparison we present two alternative approaches traditionally used for this problem. The first one is a) traditional iterative least square algorithm, b) a one step simple least square solution. With respect to least squares, PSO results in slightly less error than the traditional iterative least square approach making. However, it is computationally inexpensive making it a good choice for a wireless network of small devices. The PSO multilateration algorithm really improves localization error over the one step least square algorithm. The new algorithm can replace the traditional algorithm in different applications.
引用
收藏
页码:7 / 10
页数:4
相关论文
共 50 条
  • [41] Localization Algorithm in Wireless Sensor Networks Based on Multiobjective Particle Swarm Optimization
    Sun, Ziwen
    Tao, Li
    Wang, Xinyu
    Zhou, Zhiping
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [42] Target classification algorithm based on particle swarm optimization in wireless sensor networks
    Cao H.-B.
    Wei J.-M.
    Liu H.-T.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2010, 32 (05): : 1014 - 1018
  • [43] Layout design method of star sensor based on particle swarm optimization algorithm
    Xu K.
    Chen Z.-G.
    Zhao J.-H.
    Dai L.
    Li F.
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2019, 49 (03): : 972 - 978
  • [44] A Discrete Particle Swarm Optimization Based Clustering Algorithm for Wireless Sensor Networks
    Yadav, R. K.
    Kumar, Varun
    Kumar, Rahul
    EMERGING ICT FOR BRIDGING THE FUTURE, VOL 2, 2015, 338 : 137 - 144
  • [45] A multimaterial sensor with Janus characteristics based on enhanced particle swarm optimization algorithm
    Xu, Jie
    Tang, Zhao
    Sui, Jun-Yang
    Zhang, Hai-Feng
    OPTICS AND LASER TECHNOLOGY, 2024, 170
  • [46] A Novel Clustering Algorithm Based on Particle Swarm Optimization for Wireless Sensor Networks
    Zhao Jing
    Tian Le
    Zhao Shuaibing
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 2769 - 2772
  • [47] A localization algorithm for compensating stratification effect based on improved particle swarm optimization in underwater acoustic sensor network
    Dong, Mingru
    Li, Haibin
    Li, Cheng
    Qin, Yuhua
    Hu, Yongtao
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 14 (7) : 8799 - 8809
  • [48] Transmission Power Reduction Based on an Enhanced Particle Swarm Optimization Algorithm in Wireless Sensor Network for Internet of Things
    Lilo, Moneer A.
    Yasari, Abidulkarim K.
    Hamdi, Mustafa M.
    Abbas, Abdulkareem D.
    ARO-THE SCIENTIFIC JOURNAL OF KOYA UNIVERSITY, 2024, 12 (02): : 61 - 69
  • [49] A localization algorithm for compensating stratification effect based on improved particle swarm optimization in underwater acoustic sensor network
    Mingru Dong
    Haibin Li
    Cheng Li
    Yuhua Qin
    Yongtao Hu
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 : 8799 - 8809
  • [50] An Efficient Algorithm for Wireless Sensor Network Localization Based on Hierarchical Structure Poly-Particle Swarm Optimization
    Bassam Faiz Gumaida
    Juan Luo
    Wireless Personal Communications, 2017, 97 : 125 - 151