Localization algorithms in wireless sensor networks using Nonmetric Multidimensional scaling with RSSI for precision agriculture

被引:7
|
作者
Zhang, Xihai [1 ]
Wu, Yachun [1 ]
Wei, Xiaoli [1 ]
机构
[1] Northeast Agr Univ, Engn Coll, Harbin, Peoples R China
关键词
Localization; Nonmetric Multidimensional scaling; wireless sensor networks; precision agriculture; RSSI;
D O I
10.1109/ICCAE.2010.5451282
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The positions of the sensor nodes in wireless sensor networks for precision agriculture must be required first. Position estimation generally includes errors due to the measurements of distance. Erroneous positions are propagated from a node to other nodes exacerbating the degree of errors in the estimation of the positions of these nodes. In this study, we evaluated the performance of NMDS-RSSI localization algorithms, using data from scenarios in farm. We concluded that the average value of the localization error deceased with signal propagation coefficient-ae increasing. And we proved the robust of NMDS algorithm for bad environment. Moreover, we obtained the relationship between the localization error and connectivity. The simulations show that the NMDS-RSSI localization algorithms yields better performance than the MDS-MAP in the same simulation conditions
引用
收藏
页码:556 / 559
页数:4
相关论文
共 50 条
  • [1] RI-MDS: Multidimensional Scaling Iterative Localization Algorithm Using RSSI in Wireless Sensor Networks
    Miao, Chun-yu
    Dai, Guo-yong
    Mao, Ke-ji
    Li, Yi-dong
    Chen, Qing-zhang
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [2] RI-MDS: Multidimensional Scaling Iterative Localization Algorithm Using RSSI in Wireless Sensor Networks
    Miao, Chunyu
    Dai, Guoyong
    Mao, Keji
    Li, Yidong
    Chen, Qingzhang
    ADVANCES IN WIRELESS SENSOR NETWORKS, 2015, 501 : 164 - 175
  • [3] Sensor localization based on nonmetric multidimensional scaling
    Xiao, Ling
    Li, Renfa
    Luo, Juan
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 3225 - 3230
  • [4] Improved localization with RSSI and DTN algorithms in wireless sensor networks
    Adama V.R.
    Asutkar G.M.
    International Journal of Information Technology, 2021, 13 (2) : 603 - 607
  • [5] Multidimensional scaling localization algorithm in wireless sensor networks
    Dongyang, Zhang
    Xue, Bai
    Pengnan, Liu
    Sensors and Transducers, 2014, 164 (02): : 71 - 79
  • [6] RSSI-Based Distributed Self-Localization for Wireless Sensor Networks Used in Precision Agriculture
    Abouzar, Pooyan
    Michelson, David G.
    Hamdi, Maziyar
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2016, 15 (10) : 6638 - 6650
  • [7] Robust Localization in Wireless Sensor Networks using RSSI
    Jameel, Furqan
    Faisal
    Haider, M. Asif Ali
    Butt, Amir Aziz
    2017 13TH INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES (ICET 2017), 2017,
  • [8] Wireless Network Indoor Positioning Method Using Nonmetric Multidimensional Scaling and RSSI in the Internet of Things Environment
    Wang, Shuxia
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
  • [9] Research on improved localization algorithms RSSI-based in wireless sensor networks
    Qiao, Jianhua
    Hou, Jun
    Gao, Jushuai
    Wu, Yan
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2021, 32 (12)
  • [10] EXPLORATION OF PRECISION AGRICULTURE USING WIRELESS SENSOR NETWORKS
    Nandhini, S.
    Marseline, Jeen K. S.
    INTERNATIONAL JOURNAL OF LIFE SCIENCE AND PHARMA RESEARCH, 2022, 12 : 39 - 50