학술논문

Research on Distributed Fiber Optical Strain Testing Technology Based on the Adam Algorithm
Document Type
article
Source
IEEE Photonics Journal, Vol 16, Iss 2, Pp 1-9 (2024)
Subject
Adam algorithm
brillouin frequency shift extraction
distributed fiber optical sensing
strain testing
Applied optics. Photonics
TA1501-1820
Optics. Light
QC350-467
Language
English
ISSN
1943-0655
Abstract
Distributed Optical Fiber Sensing Technology, with advantages such as long detection distance, resistance to electromagnetic interference, and easy maintenance, is widely applied in various fields including security monitoring, electrical safety, and aerospace. However, the current Distributed Optical Fiber Sensing Technology faces challenges such as short localization distance, limited range for stress measurement, low accuracy, and time-consuming processes. This study proposes a novel approach for extracting Brillouin frequency shift signals using an adaptive gradient descent algorithm (Adam Algorithm). A Brillouin strain testing system based on heterodyne coherent detection is also constructed. Experimental results show that the distributed strain testing system using the Adam Algorithm can achieve accurate and fast measurement of maximum strain up to 9500 µϵ within a range of 10 kilometers. The average strain measurement deviation is 32.88 µϵ, and the time required for frequency shift extraction is less than 18.5 ms. This method provides a theoretical and experimental basis for the application of BOTDR Distributed Optical Fiber Sensing Technology.