Intrusion Monitoring Based on High Dimensional Random Matrix by Using Ultra-Weak Fiber Bragg Grating Array
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Published:2023-06-27
Issue:7
Volume:10
Page:733
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ISSN:2304-6732
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Container-title:Photonics
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language:en
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Short-container-title:Photonics
Author:
Gu Hongcan1, Huang Junbing1, Wu Su2, Zhou Ciming3ORCID, Zhang Zhiqiang1, Liu Cong4, Pang Yandong1ORCID
Affiliation:
1. College of Weaponry Engineering, Naval University of Engineering, Wuhan 430000, China 2. College of Electronic Engineering, Naval University of Engineering, Wuhan 430000, China 3. National Engineering Laboratory for Fiber Optic Sensor Technology, Wuhan University of Technology, Wuhan 430070, China 4. College of Naval Architecture and Ocean Engineering, Naval University of Engineering, Wuhan 430000, China
Abstract
In order to ensure that a perimeter security system can work effectively, a convenient and effective event detection algorithm has an important engineering significance. Given the above background, in this paper, we propose a high reliability intrusion event recognition method and vibration sensing system, based on ultra-weak fiber Bragg grating array, by using high dimensional random matrix. We obtain a high sensitivity optical interference signal by constructing a patch-matched optical interference system, then compose the demodulated interference signal into a high-dimensional random matrix. The statistical characteristics of the matrix for the Marcenko-Pastur (M-P) law and ring law are used to confirm the presence of intrusion events efficiently, which can reflect the limit spectrum distribution of the high-dimensional random matrix; meanwhile, the abnormal state quantity and moment are obtained. Further, the average spectral radius value is used to judge the fault cause. Field experimental results show that the proposed method can effectively obtain the correct monitoring data for the sensor array. By comparing the monitoring results of normal operation and crusher operation, we can detect the intrusion event in 4.5 s, and the accuracy rate can reach more than 90%, which verifies that the proposed high-dimensional random matrix analysis method can work properly, proving a practical engineering application prospect.
Funder
National Natural Science Foundation of China
Subject
Radiology, Nuclear Medicine and imaging,Instrumentation,Atomic and Molecular Physics, and Optics
Reference29 articles.
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