Three-dimensional Localization Algorithm for WSN Nodes Based on Hybrid RSSI and DV-Hop

被引:0
|
作者
He, Jun-Yi [1 ]
Hu, Xi-Yun [1 ]
Hu, Chao-Chao [1 ]
Wu, Meng-Xiang [1 ]
Zhang, Min [1 ]
机构
[1] School of Computer Science and Technology, Henan Polytechnic University, Jiaozuo,454000, China
来源
Journal of Network Intelligence | 2022年 / 7卷 / 03期
基金
中国国家自然科学基金;
关键词
Convex optimization - Global optimization - Location - Sensor nodes;
D O I
暂无
中图分类号
学科分类号
摘要
Aiming at the low localization accuracy of wireless sensor network (WSN) nodes with large-scale low-density anchor nodes, a three-dimensional localization algorithm for WSN nodes that mix RSSI and DV-Hop is proposed. Firstly, the genetic tabu numerical optimization hybrid algorithm (GANV) is proposed to solve the problems that the numerical optimization algorithm is easy to fall into local optimum solution, and the genetic tabu algorithm has poor local searchability to obtain the global optimization solution. Secondly, RSSI ranging technology is introduced into the node location part of the DV-Hop algorithm combined with RSSI, and the GANV algorithm solves the initial value. Finally, in the RSSI location algorithm combined with DV-Hop, the location problem of each node is reduced to an unconstrained nonlinear non-convex optimization problem. After the initial value is input, it is solved by the GANV algorithm, and the location estimation is obtained after eliminating outliers by the clustering algorithm. Simulation results show that compared with the traditional node location algorithm in WSN, this algorithm has high location accuracy and is very suitable for large-scale WSN engineering applications with low real-time requirements and high location accuracy requirements. © 2022, Journal of Network Intelligence. All rights reserved.
引用
收藏
页码:544 / 558
相关论文
共 50 条
  • [41] Improved DV-Hop Localization Algorithm Based on Distance Correction of Anchor Nodes
    Lei, Wu
    Hou, Zhongwei
    Tan, Can
    Xu, Dengyuan
    INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2016, 9 (10): : 269 - 278
  • [42] An improved DV-hop localization algorithm against wormhole attack in WSN
    Zheng, Jiuhu
    Qian, Huanyan
    International Journal of Smart Home, 2015, 9 (12): : 101 - 112
  • [43] RETRACTED: Three-Dimensional DV-Hop Localization Algorithm Based on Hop Size Correction and Improved Sparrow Search (Retracted Article)
    Gou, Pingzhang
    Yu, Zhaoyang
    Hu, Xinyue
    Miao, Kai
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [44] The Localization Algorithm Based on Improved DV-Hop Algorithm
    Zheng, Jun-gang
    Chen, Li
    Xia, Xing-hua
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS, NETWORK AND COMPUTER ENGINEERING (ICENCE 2016), 2016, 67 : 434 - 438
  • [45] A DV-Hop optimization localization algorithm based on topological structure similarity in three-dimensional wireless sensor networks
    Wang, Xiang
    Liu, Yang
    Ma, Jiahui
    Dong, Yunling
    Chen, Jiaxing
    Liu, Zhihua
    COMPUTER NETWORKS, 2023, 235
  • [46] A hierarchical DV-Hop localization algorithm based on RSSI with self-localization weighted offset correction
    He, Tao
    Zhang, Ya-Peng
    Yan, Ming-Ze
    Luo, Wei-Ping
    Ma, Shuang-Bao
    AD HOC NETWORKS, 2025, 173
  • [47] Three-Dimensional Localization Algorithm of WSN Nodes Based on RSSI-TOA and Single Mobile Anchor Node
    Zhang, Lieping
    Yang, Zhenyu
    Zhang, Shenglan
    Yang, Huanhuan
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2019, 2019
  • [48] An Improved DV-Hop Node Localization Algorithm Combined with RSSI Ranging Technology
    Shi, Hongyu
    Peng, Ling
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND AUTOMATIC CONTROL, 2016, 367 : 269 - 276
  • [49] A Hybrid DV-Hop Algorithm Using RSSI for Localization in Large-Scale Wireless Sensor Networks
    Cheikhrouhou, Omar
    Bhatti, Ghulam M.
    Alroobaea, Roobaea
    SENSORS, 2018, 18 (05)
  • [50] Research on the positioning in WSN based on an improved DV-HOP algorithm
    Feng, Xiangrong
    International Journal of Multimedia and Ubiquitous Engineering, 2015, 10 (11): : 377 - 384