UAM-RDE: an uncertainty analysis method for RSSI-based distance estimation in wireless sensor networks

被引:4
|
作者
Yan, Xiaozhen [1 ,2 ,3 ,4 ]
Zhou, Pengtai [1 ,2 ,3 ,4 ]
Luo, Qinghua [1 ,2 ,3 ,4 ,5 ]
Wang, Chuntao [5 ]
Ding, Jinfeng [5 ]
Hu, Cong [2 ]
机构
[1] Harbin Inst Technol Weihai, Sch Informat Sci & Engn, 2 Wenhua West Rd, Weihai 264209, Shandong, Peoples R China
[2] Guilin Univ Elect Technol, Guangxi Key Lab Automat Detecting Technol & Instr, Guilin 541004, Guangxi, Peoples R China
[3] State Key Lab Satellite Nav Engn Technol, Shijiazhuang, Hebei, Peoples R China
[4] Shandong Inst Shipping, Auto Test & Control Inst, 2 Wenhua West Rd, Weihai 264209, Shandong, Peoples R China
[5] Shandong New Beiyang Informat Technol Co Ltd, Weihai 264203, Shandong, Peoples R China
来源
NEURAL COMPUTING & APPLICATIONS | 2020年 / 32卷 / 17期
基金
中国国家自然科学基金;
关键词
Uncertainty analysis; Distance estimation; Received signal strength indicator; Wireless sensor network;
D O I
10.1007/s00521-020-04777-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Distance estimation between sensor nodes is crucial to localization and object tracking in a wireless sensor network. The received signal strength indicator is widely used for wireless distance estimation, because of its advantages, including availability, low cost, flexibility, and so on. As is well known, RSSI measurement values are extremely susceptible to the surroundings, resulting in uncertain distance estimations. Without confidential information, the distance estimation results could not provide valuable priori information for follow-up processing methods and applications, such as localization, navigation, and guidance. In this paper, we propose a new uncertainty analysis method for RSSI-based distance estimation (UAM-RDE) to study the uncertainty propagation in RSSI-based distance estimations. In UAM-RDE, we explore the uncertainty propagation mechanism from the input to the output of the RSSI-based distance estimation, including uncertainty factor analysis, sensitivity analysis, propagation, and synthesis of uncertainty. The simulations and experimental results validate and demonstrate the feasibility of UAM-RDE.
引用
收藏
页码:13701 / 13714
页数:14
相关论文
共 50 条
  • [1] UAM-RDE: an uncertainty analysis method for RSSI-based distance estimation in wireless sensor networks
    Xiaozhen Yan
    Pengtai Zhou
    Qinghua Luo
    Chuntao Wang
    Jinfeng Ding
    Cong Hu
    Neural Computing and Applications, 2020, 32 : 13701 - 13714
  • [2] Experimental Analysis of RSSI-based Distance Estimation for Wireless Sensor Networks
    Mahapatra, Ranjan Kumar
    Shet, N. S. V.
    PROCEEDINGS OF 2016 IEEE INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING, VLSI, ELECTRICAL CIRCUITS AND ROBOTICS (DISCOVER), 2016, : 211 - 215
  • [3] Experimental analysis of RSSI-based location estimation in wireless sensor networks
    Saxena, Mohit
    Gupta, Puneet
    Jain, Bijendra Nath
    2008 3RD INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEM SOFTWARE AND MIDDLEWARE AND WORKSHOPS, VOLS 1 AND 2, 2008, : 503 - +
  • [4] An RSSI-Based MAP Localization Method with Channel Parameters Estimation in Wireless Sensor Networks
    Anzai, Daisuke
    Hara, Shinsuke
    2009 IEEE VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-5, 2009, : 555 - 559
  • [5] A traffic reduction method for centralized RSSI-based location estimation in wireless sensor networks
    Zemek, Radim
    Hara, Shinsuke
    Yanagihara, Kentaro
    Kitayama, Ken-ihi
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2008, E91B (06) : 1842 - 1851
  • [6] An RSSI-Based Localization Method with Outlier Suppress for Wireless Sensor Networks
    Ge, Yan
    Zheng, Zhi
    Yan, Bo
    Yang, Jiao
    Yang, Yuxuan
    Meng, Huipeng
    2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC), 2016, : 2235 - 2239
  • [7] Research on RSSI-Based Localization in Wireless Sensor Networks
    Jin Rencheng
    Wong Hongbin
    Peng Bo
    Ge Ning
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 4012 - +
  • [8] RSSI-Based Forwarding for Multihop Wireless Sensor Networks
    Awang, Azlan
    Lagrange, Xavier
    Ros, David
    INTERNET OF THE FUTURE, 2009, 5733 : 138 - 147
  • [9] RSSI-based geometric localization in wireless sensor networks
    Achroufene, Achour
    JOURNAL OF SUPERCOMPUTING, 2023, 79 (05): : 5615 - 5642
  • [10] EXPERIMENTAL ANALYSIS OF RSSI-BASED OUTDOOR LOCALIZATION IN WIRELESS SENSOR NETWORKS
    Bengherbia, Billel
    Ould-Zmirli, Mohamed
    Kebir, Sofian Tchoketch
    Hentabli, Hamza
    JURNAL TEKNOLOGI, 2015, 73 (02):