A Compression Algorithm in Wireless Sensor Networks of Bearing Monitoring

被引:0
|
作者
Zheng Bin [1 ]
Meng Qingfeng [1 ]
Wang Nan [1 ]
Li Zhi [2 ]
机构
[1] Xi An Jiao Tong Univ, Theory Lubricat & Bearing Inst, Xian 710049, Peoples R China
[2] Dalian Machine Tool Grp Corp, Dalian 116620, Peoples R China
基金
美国国家科学基金会;
关键词
D O I
10.1088/1742-6596/305/1/012122
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The energy consumption of wireless sensor networks (WSNs) is always an important problem in the application of wireless sensor networks. This paper proposes a data compression algorithm to reduce amount of data and energy consumption during the data transmission process in the on-line WSNs-based bearing monitoring system. The proposed compression algorithm is based on lifting wavelets, Zerotree coding and Hoffman coding. Among of that, 5/3 lifting wavelets is used for dividing data into different frequency bands to extract signal characteristics. Zerotree coding is applied to calculate the dynamic thresholds to retain the attribute data. The attribute data are then encoded by Hoffman coding to further enhance the compression ratio. In order to validate the algorithm, simulation is carried out by using Matlab. The result of simulation shows that the proposed algorithm is very suitable for the compression of bearing monitoring data. The algorithm has been successfully used in online WSNs-based bearing monitoring system, in which TI DSP TMS320F2812 is used to realize the algorithm.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Wavelet data compression algorithm using ring topology for wireless sensor networks
    Zhou, Si-Wang
    Lin, Ya-Ping
    Zhang, Jian-Ming
    Ouyang, Jing-Cheng
    Lu, Xin-Guo
    Ruan Jian Xue Bao/Journal of Software, 2007, 18 (03): : 669 - 680
  • [32] Structural Health Monitoring Based on RealAdaBoost Algorithm in Wireless Sensor Networks
    Li, Zhuorong
    Guo, Junqi
    Liang, Wenshuang
    Xie, Xiaobo
    Zhang, Guangzhi
    Wang, Shenling
    WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, WASA 2014, 2014, 8491 : 236 - 245
  • [33] An Energy-Efficient Compression Algorithm for Spatial Data in Wireless Sensor Networks
    Ying, Beihua
    2016 18TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATIONS TECHNOLOGY (ICACT) - INFORMATION AND COMMUNICATIONS FOR SAFE AND SECURE LIFE, 2016, : 161 - 164
  • [34] A localized algorithm for Structural Health Monitoring using wireless sensor networks
    dos Santos, Igor Leao
    Pirmez, Luci
    Lemos, Erico T.
    Delicato, Flavia C.
    Vaz Pinto, Luiz A.
    Neuman de Souza, J.
    Zomaya, Albert Y.
    INFORMATION FUSION, 2014, 15 : 114 - 129
  • [35] Virtual nodes-based wavelet compression algorithm for wireless sensor networks
    Yang, Sheng-Hong
    Jia, Yan
    Zhou, Si-Wang
    Ruan Jian Xue Bao/Journal of Software, 2013, 24 (03): : 557 - 563
  • [36] A distributed wavelet compression algorithm for wireless multihop sensor networks using lifting
    Ciancio, A
    Ortega, A
    2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5: SPEECH PROCESSING, 2005, : 825 - 828
  • [37] Sensor Health Monitoring in Wireless Sensor Networks
    Zhang, Chongming
    Zhou, Xi
    Gao, Chuanshan
    Wang, Chunmei
    Wu, Huafeng
    2009 WASE INTERNATIONAL CONFERENCE ON INFORMATION ENGINEERING, ICIE 2009, VOL I, 2009, : 337 - +
  • [38] Wireless temperature sensor for bearing health monitoring
    Jia, Y
    Henao-Sepulveda, J
    Toledo-Quiñones, M
    SMART STRUCTURES AND MATERIALS 2004: SENSORS AND SMART STRUCTURES TECHNOLOGIES FOR CIVIL, MECHANICAL, AND AEROSPACE SYSTEMS, 2004, 5391 : 368 - 376
  • [39] An Algorithm of Wireless Sensor Monitoring System
    Li, Hongri
    INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2018, 14 (01) : 52 - 65
  • [40] A divide-and-compress lossless compression scheme for bearing vibration signals in wireless sensor networks
    Huang, Qingqing
    Tang, Baoping
    Deng, Lei
    Wang, Jiaxu
    MEASUREMENT, 2015, 67 : 51 - 60