Data Fusion of Heterogeneous Network Based on BP Neural Network and Improved SEP

被引：0
|
作者：
Cao, Yu [1 ]
Zhang, Linghua [2 ]
机构：
[1] NJUPT, Coll Telecommun & Informat Engn, Nanjing, Jiangsu, Peoples R China
[2] Jiangsu Prov Engn Res Ctr Telecommun & Network Te, Nanjing, Jiangsu, Peoples R China
来源：
2017 9TH INTERNATIONAL CONFERENCE ON ADVANCED INFOCOMM TECHNOLOGY (ICAIT 2017) | 2017年
关键词：
component; intermediate node; SEP algorithm; BP neural network; data fusion;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This paper proposes a data fusion method for Heterogeneous Wireless Sensor Networks (WSN). On the basis of the classic heterogeneous network clustering algorithm Stable Election Protocol(SEP), the intermediate nodes are added to optimize the information transfer within the cluster, and the Back Propagation(BP) neural network is used to fuse the data received from the cluster head into the cluster. The simulation results show that the method can greatly improve the energy consumption of nodes and the lifetime of wireless sensor networks.
引用
收藏
页码：138 / 142
页数：5
相关论文
共 50 条
  • [41] Adaptive PID control based on improved BP Neural Network
    Qiang, Ming-hui
    Zhang, Ming-guang
    DCABES 2006 PROCEEDINGS, VOLS 1 AND 2, 2006, : 979 - 981
  • [42] The Research on Face Recognition Based on Improved Bp Neural Network
    Zhao, Xuezhang
    Peng, Jianxi
    Yang, Xianghua
    Xi, Yunjiang
    2011 INTERNATIONAL CONFERENCE ON FUTURE INFORMATION ENGINEERING (ICFIE 2011), 2011, 8 : 318 - 324
  • [43] Slagging Process Simulation Based on Improved BP Neural Network
    Li, Xiaofeng
    Liu, Zongxin
    Zhu, Ruoyu
    ADVANCED MECHANICAL ENGINEERING, PTS 1 AND 2, 2010, 26-28 : 826 - +
  • [44] An improved bp neural network algorithm based on factor analysis
    Ding, Shifei
    Jia, Weikuan
    Su, Chunyang
    Liu, Xiaoliang
    Chen, Jinrong
    Journal of Convergence Information Technology, 2010, 5 (04)
  • [45] An Improved BP Neural Network based on IPSO and Its Application
    Mo, Lianguang
    Xie, Zheng
    JOURNAL OF COMPUTERS, 2013, 8 (05) : 1267 - 1272
  • [46] Improved BP Neural Network for Intrusion Detection Based on AFSA
    Wang, Tian
    Wei, Lihao
    Ai, Jieqing
    PROCEEDINGS OF THE 2015 INTERNATIONAL SYMPOSIUM ON COMPUTERS & INFORMATICS, 2015, 13 : 373 - 380
  • [47] Character Image Recognition Based on the Improved BP Neural Network
    Zhao, Hong
    INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS II, PTS 1-3, 2011, 58-60 : 2655 - 2658
  • [48] Investment risk assessment based on improved BP neural network
    Liu, Hongwei
    Li, Xiang
    Zhang, Yiming
    INTERNATIONAL JOURNAL OF AUTOMATION AND CONTROL, 2024, 18 (06) : 636 - 654
  • [49] BP neural network optimization based on an improved genetic algorithm
    Yang, B
    Su, XH
    Wang, YD
    2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 64 - 68
  • [50] Research on Power Fault Data Fusion and Diagnosis Model Based on Improved BP Network Algorithm
    Wang, Li
    Zhang, XuYang
    Deng, Wen
    2022 6TH INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND INTELLIGENT CONTROL, ISCSIC, 2022, : 73 - 77
12345