[1]付雅丹,杨庚.基于光纤传感的入侵检测信号提取与识别算法[J].计算机技术与发展,2014,24(06):161-165.
FU Ya-dan,YANG Geng.An Algorithm of Intrusion Detection Signal Extraction and Classification Based on Fiber Signal[J].,2014,24(06):161-165.
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基于光纤传感的入侵检测信号提取与识别算法(
)
《计算机技术与发展》[ISSN:1006-6977/CN:61-1281/TN]
- 卷:
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24
- 期数:
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2014年06期
- 页码:
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161-165
- 栏目:
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安全与防范
- 出版日期:
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2014-06-30
文章信息/Info
- Title:
-
An Algorithm of Intrusion Detection Signal Extraction and Classification Based on Fiber Signal
- 文章编号:
-
1673-629X(2014)06-0161-05
- 作者:
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付雅丹; 杨庚
-
南京邮电大学 计算机学院
- Author(s):
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FU Ya-dan; YANG Geng
-
-
- 关键词:
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分布式光纤入侵检测系统; 小波除噪; 平移时不变算法; 人工神经网络
- Keywords:
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distributed fiber optical perimeter intrusion detection system; wavelet denoising; translation-invariant algorithm; ANN
- 分类号:
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TP301.6
- 文献标志码:
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A
- 摘要:
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基于分布式光纤传感的地埋式入侵检测系统由于其无源、传输距离远、抗电磁干扰等特征,引起了人们的关注,并得到初步应用。系统中光纤传感信息的正确提取和事件识别是系统的关键性指标之一。文中提出了一种入侵信号的提取与识别算法。使用基于Hilbert变换的信号包络线提取,结合数学形态学上的腐蚀和膨胀运算思想,实现入侵信号片段的分割;采用小波阈值收缩方法,结合平移时不变算法实现入侵信号片段除噪;使用基于“小波包-能量”的方法提取信号特征;分别采用基于BP和RBF的人工神经网络实现对光纤信号分类。仿真实验验证了算法的有效性。
- Abstract:
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The perimeter intrusion detection system based on distributed fiber sensing has paid more attention to people,and gets prelimi-nary application with its passive,long transmission distance,resistance to electromagnetic interference and so on. The correct extraction and events recognition of optical fiber sensing information is one of the key indicators. In this paper,an intrusion signal extraction and i-dentification algorithm is proposed. Extract intrusion fiber optical signal by using signal envelope extraction based on Hilbert transforma-tion,which is combined with erosion and expansion operation in mathematical morphology. Denoise signal by using wavelet shrinkage and translation-invariant algorithm. Extract features of intrusion signal based on"wavelet packet-energy" signal feature extraction strate-gy. Classify the intrusion signal by using ANN based on BP and RBF separately. The simulation results shows the effectiveness of this al-gorithm.
更新日期/Last Update:
1900-01-01