Application of machine learning in optical fiber sensors

Y Zhou, Y Zhang, Q Yu, L Ren, Q Liu, Y Zhao - Measurement, 2024 - Elsevier
In recent years, with the increasing demand for intelligent society, intelligent photonics has
developed rapidly. Machine learning (ML), as a subset of artificial intelligence (AI), has …

Humidity sensor based on fibre bragg grating for predicting microbial induced corrosion

B Raju, R Kumar, M Senthilkumar, R Sulaiman… - Sustainable Energy …, 2022 - Elsevier
Humidity is among the most important environmental factors which enhance the biogenic
acidic corrosion in concretes of sewers structures. Deterioration of concrete structures is a …

Hot spot detection of photovoltaic module based on distributed fiber Bragg grating sensor

G Li, F Wang, F Feng, B Wei - Sensors, 2022 - mdpi.com
The hot spot effect is an important factor that affects the power generation performance and
service life in the power generation process. To solve the problems of low detection …

High flexibility FBG inscribing by point-by-point Method Via Femtosecond Laser: Technology, Progress, and Challenges

J Zhang, Q Zhao, D Du, Y Zhu, S Zheng, D Chen… - Materials Today …, 2024 - Elsevier
ABSTRACT FBG is a reflective structure present in the fiber with periodically perturbed
effective refractive index. With the emergence of femtosecond lasers, the point-by-point …

Addressing uncertainty on machine learning models for long-period fiber grating signal conditioning using Monte Carlo method

FO Barino, AB Dos Santos - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The massive adoption of machine learning (ML) and artificial intelligence models in the field
of instrumentation and measurement has raised several doubts concerning the validity of …

Temperature field measurement of photovoltaic module based on fiber Bragg grating sensor array

G Li, F Feng, F Wang, B Wei - Materials, 2022 - mdpi.com
Studying the temperature field of photovoltaic modules is important for improving their power
generation efficiency. To solve the problem of traditional sensors being unsuitable for …

Dense temporally multiplexed fiber bragg grating sensing based on single-photon detection

X Fan, Z Ou, L Zhang, R Zhang, C Yuan… - Journal of Lightwave …, 2022 - ieeexplore.ieee.org
Temporal multiplexed fiber Bragg grating (FBG) sensing system for detecting physical
parameters with a high spatial resolution is desirable for applications such as structure …

FBG-Based Accelerometer for Buried Pipeline Natural Frequency Monitoring and Corrosion Detection

L Pereira, I Sousa, E Mesquita, A Cabral, N Alberto… - Buildings, 2024 - mdpi.com
Pipelines are structures with great relevance in different industrial sectors and are essential
for the proper functioning of the logistics that support today's society. Due to their …

A rapid demodulation method for the interference spectrum of optical fiber sensors based on machine learning

X Yue-Yu, X **n-Yu, L Yan-**ang - Laser Physics, 2024 - iopscience.iop.org
Interferometric optical fiber sensors based on wavelength demodulation play an important
role in the field of high-precision measurements. Generally used wavelength tracking …

Application of Neural Network Algorithms for Central Wavelength Determination of Fiber Optic Sensors

T Agliullin, V Anfinogentov, R Misbakhov, O Morozov… - Applied Sciences, 2023 - mdpi.com
Featured Application Interrogation systems of fiber-optic sensors. Abstract Fiber Bragg
gratings are sensitive elements in fiber optic sensor networks, and this paper discusses the …