Indoor Localization Algorithm for Wireless Sensor Network Based on Range-Free

被引:0
|
作者
Chen, Yubin [1 ]
Liu, Zhaorong [1 ]
Li, Yue [1 ]
Wang, Yan [1 ]
机构
[1] Nanchang Hangkong Univ, Inst Software, Nanchang 330063, Jiangxi, Peoples R China
关键词
Indoor Localization; dimension reduction; anti-interference; KNN;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Indoor localization of nodes in Wireless Sensor Network(WSN) is impeded by several factors: unreliability of wireless link quality, variety of interference factors, low accuracy of localization. To solve the problem of indoor localization, we propose an range-free algorithm for WSN-based systems. We build several classes of samples that have different similarity by dividing the k-nearest neighbor. Our algorithm are mainly composed of two parts. First, we filter the original samples to remove the noise data out of the original samples. Second, we reduce dimension to overcome the impact of lost packets. The simulation results show that our algorithm can improve the accuracy of localization and the anti-interference capability.
引用
收藏
页码:221 / 230
页数:10
相关论文
共 50 条
  • [1] Support Vector Machine Based Range-Free Localization Algorithm in Wireless Sensor Network
    Tang, Tao
    Liu, Haicheng
    Song, Haiyan
    Peng, Bao
    [J]. MACHINE LEARNING AND INTELLIGENT COMMUNICATIONS, 2017, 183 : 150 - 158
  • [2] A Range-Free Localization Algorithm for Wireless Sensor Networks
    Huang, Qiqian
    Selvakennedy, S.
    [J]. 2006 IEEE 63RD VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-6, 2006, : 349 - 353
  • [3] A better range-free localization algorithm in wireless sensor networks
    Liu Yan
    Zhang Yaming
    [J]. 2016 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C), 2016, : 132 - 135
  • [4] An efficient range-free localization algorithm for wireless sensor networks
    HE QinBin1
    2 Department of Mathematics
    3 School of Science
    [J]. Science China Technological Sciences, 2011, (05) : 1053 - 1060
  • [5] An efficient range-free localization algorithm for wireless sensor networks
    HE QinBin CHEN FangYue CAI ShuiMing HAO JunJun LIU ZengRong Institute of System Biology Shanghai University Shanghai China Department of Mathematics Taizhou University Linhai China School of Science Hangzhou Dianzi University Hangzhou China
    [J]. Science China(Technological Sciences)., 2011, 54 (05) - 1060
  • [6] An efficient range-free localization algorithm for wireless sensor networks
    QinBin He
    FangYue Chen
    ShuiMing Cai
    JunJun Hao
    ZengRong Liu
    [J]. Science China Technological Sciences, 2011, 54 : 1053 - 1060
  • [7] Node Reproduction Based Range-free Localization Algorithm in Wireless Sensor Networks
    Wu, Xiaoming
    Wu, Hua
    Liu, Yang
    Xing, Jianping
    Zhao, Mingyue
    [J]. JOURNAL OF COMPUTERS, 2014, 9 (05) : 1047 - 1052
  • [8] Range-Free Localization Algorithm for Heterogeneous Wireless Sensor Networks
    El Assaf, Ahmad
    Zaidi, Slim
    Affes, Sofiene
    Kandil, Nahi
    [J]. 2014 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2014, : 2805 - 2810
  • [9] An efficient range-free localization algorithm for wireless sensor networks
    He QinBin
    Chen FangYue
    Cai ShuiMing
    Hao JunJun
    Liu ZengRong
    [J]. SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2011, 54 (05) : 1053 - 1060
  • [10] Range-free Localization Algorithm for Anisotropic Wireless Sensor Networks
    El Assaf, Ahmad
    Zaidi, Slim
    Affes, Sofiene
    Kandil, Nahi
    [J]. 2014 IEEE 80TH VEHICULAR TECHNOLOGY CONFERENCE (VTC FALL), 2014,