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PIG Tracking Utilizing Fiber Optic Distributed Vibration Sensor and YOLO.
- 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