Train Detection and Tracking in Optical Time Domain Reflectometry (OTDR) Signals

被引:6
|
作者
Papp, Adam [1 ]
Wiesmeyr, Christoph [1 ]
Litzenberger, Martin [1 ]
Garn, Heinrich [1 ]
Kropatsch, Walter [2 ]
机构
[1] Austrian Inst Technol GmbH, Digital Safety & Secur Dept, Vienna, Austria
[2] Vienna Univ Technol, Pattern Recognit & Image Proc Grp, Vienna, Austria
来源
PATTERN RECOGNITION, GCPR 2016 | 2016年 / 9796卷
关键词
KERNEL;
D O I
10.1007/978-3-319-45886-1_26
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a novel method for the detection of vibrations caused by trains in an optical fiber buried nearby the railway track. Using optical time-domain reflectometry vibrations in the ground caused by different sources can be detected with high accuracy in time and space. While several algorithms have been proposed in the literature for train tracking using OTDR signals they have not been tested on longer recordings. The presented method learns the characteristic pattern in the Fourier domain using a support vector machine (SVM) and it becomes more robust to any kind of noise and artifacts in the signal. The point-based causal train tracking has two stages to minimize the influence of false classifications of the vibration detection. Our technical contribution is the evaluation of the presented algorithm based on two hour long recording and demonstration of open problems for commercial usage.
引用
收藏
页码:320 / 331
页数:12
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