Intelligent Community Intrusion Detection System Based on Wireless Sensor Network and Fuzzy Neural Network

被引:1
|
作者
Tian, Jingwen [1 ]
Gao, Meijuan [1 ]
机构
[1] Beijing Union Univ, Coll Automat, Beijing, Peoples R China
关键词
intelligent community; intrusion detection; wireless sensor network; fuzzy neural network; face recognition;
D O I
10.1109/CCCM.2009.5268049
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An intelligent community intrusion detection system based on wireless sensor network and fuzzy neural network (FNN) is presented in this paper. This system is composed of ARM (Advanced RISC Machines) data acquisition nodes, wireless mesh network and control centre. The data acquisition node uses sensors to collect information and processes them by image detection algorithm, and then transmits information to control centre with wireless mesh network. When there is abnormal phenomenon, the system starts the camera and the FNN is used to recognize the face image. We construct the structure of fuzzy neural network, and adopt the Levenberg-Marquart optimizing algorithm to train fuzzy neural network, thereby enhancing the convergence rate and the recognition accuracy. With the ability of strong self-learning and nonlinear function approach of fuzzy neural network, the recognition method can truly classify the face. This system resolves the defect and improves the intelligence and alleviates worker's working stress.
引用
收藏
页码:102 / 105
页数:4
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