Event Detection and Classification for Fiber Optic Perimeter Intrusion Detection System

被引:0
|
作者
Gu, Xiaohua [1 ]
Wang, Tian [1 ]
Peng, Jun [1 ]
Wang, Hongjin [2 ]
Xia, Qinfeng [3 ]
Zhang, Du [4 ]
机构
[1] Chongqing Univ Sci & Technol, Chongqing, Peoples R China
[2] Sinopec Chongqing Fuling Shale Gas Explorat & Dev, Chongqing, Peoples R China
[3] Sinopec Chongqing Fuling Shale Gas Explorat & Dev, Informat Construct & Management, Chongqing, Peoples R China
[4] Macau Univ Sci & Technol, Dept Informat Technol, Macau, Peoples R China
基金
美国国家科学基金会;
关键词
Cognitive Signal Processing; Double-threshold Method; Event Classification; Event Detection; FOPIDS; Short-time Energy; Short-time Wavelet Coefficient Energy; Short-time Zero Cross Rate; SVM;
D O I
10.4018/IJCINI.2019100102
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A perimeter intrusion detection system (PIDS) is critical for the security of a shale gas field. Among many technologies, the fiber optic sensor-based method is the most widely used, due to its passive, low-cost, long-life, and strong anti-interference ability and strong environmental adaptability. This article proposes an event detection and classification method for a fiber optic PIDS. In general, three types of features are extracted for an improved double-threshold method to improve the probability of detection. Also, the detected intrusion events are distinguished by a support vector machine with wavelet features to reduce the nuisance alarm rate. Experiments on the PIDS in Chongqing Fuling's shale gas field show that detection algorithms based on the feature of short-time energy and short-time wavelet coefficient energy are much better, and the performance of event classification is satisfactory.
引用
收藏
页码:39 / 55
页数:17
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