Weighted Centroid Localization Algorithm Based on Least Square for Wireless Sensor Networks

被引:0
|
作者
Xie, Shaoguo [1 ]
Hu, Yanjun [1 ]
Wang, Yi [1 ]
机构
[1] Anhui Univ, Key Lab Intelligent Comp & Signal Proc, Minist Educ, Hefei, Peoples R China
关键词
RSS; wireless sensor networks; weighted centroid localization algorithm; least square; localization error;
D O I
暂无
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Localization algorithm is an important and challenging topic in today's wireless sensor networks (WSNs). In order to improve the localization accuracy, a weighted centroid localization algorithm based on least square to predict the location of any sensor in a WSNs is proposed in this paper. The proposed algorithm proposes a Least-Square-based weight model which can reasonably weigh the proportion of each anchor node in the unknown node. In the weight model, we utilize least square method to compute the weight. Then, we increase the weight of anchor nodes closer to the unknown node, introduce the parameter k into the proposed likelihood model, and we determine the optimal value of the parameter k through our experiments. Experimental results show that the proposed weighted centroid algorithm is better than WCL (Weighted Centroid Localization) and AMWCL-RSSI (anchor-optimized modified weighted centroid localization based on RSSI) in terms of the localization accuracy.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Weighted centroid localization algorithm based on RSSI for wireless sensor networks
    School of Logistics Eng., WUT, Wuhan 430063, China
    不详
    不详
    Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban), 2006, 2 (265-268):
  • [2] Localization algorithm based on improved weighted centroid in wireless sensor networks
    Liang, Shyi-Ching
    Liao, LunHao
    Lee, Yen-Chun
    Journal of Networks, 2014, 9 (01) : 183 - 189
  • [3] A New Weighted Centroid Localization Algorithm in Wireless Sensor Networks
    Forghani, Yahya
    2008 11TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY: ICCIT 2008, VOLS 1 AND 2, 2008, : 303 - 307
  • [4] Weighted Centroid Localization Algorithm Based on Normal Distribution in Wireless Sensor Networks
    Xie, Shaoguo
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON ELECTRONIC INDUSTRY AND AUTOMATION (EIA 2017), 2017, 145 : 353 - 357
  • [5] A Weighted Centroid Localization Algorithm for Wireless Sensor Networks Based on Weight Correction
    Ru, Lulu
    Zhang, Linghua
    2017 9TH INTERNATIONAL CONFERENCE ON ADVANCED INFOCOMM TECHNOLOGY (ICAIT 2017), 2017, : 165 - 169
  • [6] Weighted Centroid Localization for wireless sensor networks
    Xie, Shaoguo
    Hu, Yanjun
    Wang, Yi
    2014 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - CHINA, 2014,
  • [7] Adaptive weights weighted centroid localization algorithm for wireless sensor networks
    Liu Ximei
    Zhang Chao
    Hu Jizhen
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 3544 - 3547
  • [8] A weighted centroid localization algorithm for randomly deployed wireless sensor networks
    Kaur, Amanpreet
    Kumar, Padam
    Gupta, Govind P.
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2019, 31 (01) : 82 - 91
  • [9] A Centroid Localization Algorithm for Wireless Sensor Networks based on RSSI
    Bai, Yun
    Li, Chunming
    Xue, Yuan
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 197 - +
  • [10] An improved Weighted Centroid Localization algorithm based on difference of estimated distances for Wireless Sensor Networks
    Jijun Zhao
    Qingwei Zhao
    Zhihua Li
    Yunfei Liu
    Telecommunication Systems, 2013, 53 : 25 - 31