Optimization of Hierarchical Data Fusion in Wireless Sensor Networks

被引:0
|
作者
Liu, Ben [1 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian Ning West Rd 28, Xian, Peoples R China
关键词
WSN; limited windowed least-squares; D-S evidence theory; triangular fuzzy membership;
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
In Wireless Sensory Networks (WSN), data fusion technology is one of the important measures of reducing the data traffic, saving the energy of the nodes and prolonging network lifetime. In order to compress the data and improve the accuracy of the incident identification, a new hierarchical data fusion algorithm of WSN is proposed. On the side of sink nodes, the data from the sensor nodes is compressed by the least-square algorithm with a limited window, which reduces the communication traffic between sink nodes and the monitoring center; on the side of monitoring center, the incident identification accuracy is improved in D-S evidence theory recognition framework, by using the triangular fuzzy membership function to obtain the basic probability assignment (BPA) value.
引用
收藏
页码:85 / 88
页数:4
相关论文
共 50 条
  • [21] A Resilient Data Fusion Algorithm in Wireless Sensor Networks
    Yang, Xin
    Yang, Ruo-peng
    Wu, Dong-dong
    2016 INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI 2016), 2016, : 192 - 195
  • [22] Sensor data fusion among neighbors in wireless networks
    Bao Yu
    Tang Haijian
    Tang Chaogang
    Zhaoliang
    2015 INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC), 2015, : 233 - 236
  • [23] Data Fusion Improves the Coverage of Wireless Sensor Networks
    Xing, Guoliang
    Tan, Rui
    Liu, Benyuan
    Wang, Jianping
    Jia, Xiaohua
    Yi, Chih-Wei
    FIFTEENTH ACM INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM 2009), 2009, : 157 - 168
  • [24] On data fusion and lifetime constraints in wireless sensor networks
    Wang, Xiaodong
    Wang, Demin
    Wang, Yun
    Agrawal, Dharma P.
    Mishra, Amitabh
    2007 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-14, 2007, : 3942 - +
  • [25] Study on Data Fusion Techniques in Wireless Sensor Networks
    Wang, Man-tao
    Wei, Jiang-shu
    Pan, Yong-hao
    Wei, Zhe
    PROCEEDINGS OF THE 6TH INTERNATIONAL ASIA CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT INNOVATION, VOL 2: INNOVATION AND PRACTICE OF INDUSTRIAL ENGINEERING AND MANAGMENT, 2016, : 67 - 74
  • [26] Data Fusion with Desired Reliability in Wireless Sensor Networks
    Luo, Hong
    Tao, Huixiang
    Ma, Huadong
    Das, Sajal K.
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2011, 22 (03) : 501 - 513
  • [27] Measurement data fusion and optimization in wireless mesh networks
    Hu, Zhiyuan
    Bai, Song
    Hu, Songhua
    Wang, Liping
    Journal of Information and Computational Science, 2013, 10 (01): : 105 - 117
  • [28] Hierarchical Data Aggregation Based Routing for Wireless Sensor Networks
    Saha, Soumyabrata
    Chaki, Rituparna
    Chaki, Nabendu
    COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2016, PT II, 2016, 9876 : 168 - 179
  • [29] Energy Efficient Data Collection in Hierarchical Wireless Sensor Networks
    Zhang Chun
    Fei Shumin
    Zhou Xingpeng
    CHINA COMMUNICATIONS, 2012, 9 (09) : 79 - 88
  • [30] PSO for constrained optimization: Optimal power scheduling for correlated data fusion in wireless sensor networks
    Wimalajeewa, Thakshila
    Jayaweera, Sudharman K.
    2007 IEEE 18TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOLS 1-9, 2007, : 3097 - 3101