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PIG Tracking Utilizing Fiber Optic Distributed Vibration Sensor and YOLO.

Authors :
Sha, Zhou
Feng, Hao
Rui, Xiaobo
Zeng, Zhoumo
Source :
Journal of Lightwave Technology; 7/1/2021, Vol. 39 Issue 13, p4535-4541, 7p
Publication Year :
2021

Abstract

This paper proposed a strategy of tracking pipe PIG utilizing Fiber Optic Distributed Vibration Sensor (FODVS) and YOLO object detection algorithm. Phase sensitive Optical Time Domain Reflectometer (ϕ-OTDR) is employed as the distributed sensor to collect the real field vibration signal generated as a result of the collision between leather bowl and weld joint. The space-time graphs of ϕ-OTDR are prepared to construct data sets to train a typical YOLOv3 net model. The trained model is proved to be able to accurately capture the invert-V signature in the space-time graph thus revealing the real time position of a PIG. This paper provides a concept-proof preliminary demonstration on the promising combination of FODVS and object detection scheme for pursuing better performance of events recogntion. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
07338724
Volume :
39
Issue :
13
Database :
Complementary Index
Journal :
Journal of Lightwave Technology
Publication Type :
Academic Journal
Accession number :
151777663
Full Text :
https://doi.org/10.1109/JLT.2021.3073225