Vehicle classification in wireless sensor networks based on rough neural network

被引:0
|
作者
Qi, Huang [1 ]
Ta, Xing [1 ]
Ta, Liu Hai [1 ]
机构
[1] Univ Sci & Technol China, Dept Modern Phys, Hefei 230027, Anhui, Peoples R China
关键词
algorithms and computation theories; rough neural network; vehicle classification; and wireless sensor networks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a novel recognition system based on rough neural network is presented for the application of vehicle classification in wireless sensor network. The proposed system is evaluated using real-world signal datasets as well as two conventional methods. Compared with them, approach based on rough neural network achieves high performance improvement. Furthermore, the purposed system is extended for multi-channel sensor data fusion directly. Since the experiment results are attractive, algorithm based on rough neural network is believed to have potential for applications of recognition and data fusion in wireless sensor networks.
引用
收藏
页码:141 / +
页数:2
相关论文
共 50 条
  • [1] Vehicle classification in wireless sensor networks based on rough neural network
    Huang, Qi
    Xing, Tao
    Liu, Hai Tao
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 58 - 65
  • [2] Secure Sensor Localization in Wireless Sensor Networks based on Neural Network
    Zhang, Ting
    He, Jingsha
    Zhang, Yang
    [J]. INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2012, 5 (05) : 914 - 923
  • [3] Secure Sensor Localization in Wireless Sensor Networks based on Neural Network
    Ting Zhang
    Jingsha He
    Yang Zhang
    [J]. International Journal of Computational Intelligence Systems, 2012, 5 : 914 - 923
  • [4] A PCA-based Vehicle Classification System in Wireless Sensor Networks
    Sun, Yang
    Daigle, John N.
    [J]. 2006 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC 2006), VOLS 1-4, 2006, : 2193 - 2198
  • [5] Neural Network Based Forecasting Technique for Wireless Sensor Networks
    Chaturvedi, Pooja
    Daniel, A. K.
    [J]. NEURAL PROCESSING LETTERS, 2023, 55 (01) : 671 - 687
  • [6] Neural Network Based Forecasting Technique for Wireless Sensor Networks
    Pooja Chaturvedi
    A. K. Daniel
    [J]. Neural Processing Letters, 2023, 55 : 671 - 687
  • [7] Novel Approach of Fault Diagnosis in Wireless Sensor Networks Node Based On Rough Set and Neural Network Model
    Xu, Hongsheng
    Zhang, Ruiling
    Lin, Chunjie
    Ma, Youzhong
    [J]. INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2016, 9 (04): : 1 - 15
  • [8] Neural Network Based Classification Techniques For Wireless Sensor Network with Cooperative Routing
    Patrikar, Rajendra M.
    Akojwar, Sudhir G.
    [J]. PROCEEDINGS OF THE 12TH WSEAS INTERNATIONAL CONFERENCE ON COMMUNICATIONS: NEW ASPECTS OF COMMUNICATIONS, 2008, : 433 - +
  • [9] Vehicle Classification Based on FBG Sensor Arrays Using Neural Networks
    Frniak, Michal
    Markovic, Miroslav
    Kamencay, Patrik
    Dubovan, Jozef
    Benco, Miroslav
    Dado, Milan
    [J]. SENSORS, 2020, 20 (16) : 1 - 17
  • [10] A study on local sensor fusion of wireless sensor networks based on the Neural Network
    Xu, Xiao-Liang
    Qiu, Jun-Na
    Chen, Chun
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 4045 - +