Note: Gaussian mixture model for event recognition in optical time-domain reflectometry based sensing systems

被引:25
|
作者
Fedorov, A. K. [1 ,2 ]
Anufriev, M. N. [1 ,2 ]
Zhirnov, A. A. [1 ]
Stepanov, K. V. [1 ]
Nesterov, E. T. [1 ]
Namiot, D. E. [3 ]
Karasik, V. E. [1 ]
Pnev, A. B. [1 ]
机构
[1] Bauman Moscow State Tech Univ, 2nd Baumanskaya St 5, Moscow 105005, Russia
[2] DEPHAN, Theoret Dept, Novaya St 100, Moscow 143025, Russia
[3] Moscow MV Lomonosov State Univ, Vorobevy Gory 1, Moscow 119992, Russia
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2016年 / 87卷 / 03期
关键词
INTRUSION-SENSOR; PHASE-OTDR;
D O I
10.1063/1.4944417
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
We propose a novel approach to the recognition of particular classes of non-conventional events in signals from phase-sensitive optical time-domain-reflectometry-based sensors. Our algorithmic solution has two main features: filtering aimed at the de-nosing of signals and a Gaussian mixture model to cluster them. We test the proposed algorithm using experimentally measured signals. The results show that two classes of events can be distinguished with the best-case recognition probability close to 0.9 at sufficient numbers of training samples. (C) 2016 AIP Publishing LLC.
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页数:3
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