Deep learning for optical sensor applications: A review

NH Al-Ashwal, KAM Al Soufy, ME Hamza, MA Swillam - Sensors, 2023 - mdpi.com
Over the past decade, deep learning (DL) has been applied in a large number of optical
sensors applications. DL algorithms can improve the accuracy and reduce the noise level in …

Machine Learning Enabled Multimode Fiber Specklegram Sensors: A Review

A Newaz, MO Faruque, R Al Mahmud… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Multimode fiber (MMF) specklegram sensors have recently drawn significant attention due to
the incorporation of machine learning (ML) algorithms in detecting different sensing …

Smart photonic wristband for pulse wave monitoring

R Kuang, Z Wang, L Ma, H Wang, Q Chen… - Opto-Electronic …, 2024 - oejournal.org
Real-time acquisition of human pulse signals in daily life is clinically important for
cardiovascular disease monitoring and diagnosis. Here, we propose a smart photonic …

Spatially-resolved bending recognition based on a learning-empowered fiber specklegram sensor

H Gao, H Hu - Optics Express, 2023 - opg.optica.org
Fiber specklegram sensors do not rely on complex fabrication processes and expensive
sensor interrogation schemes and provide an alternative to routinely used fiber sensing …

[HTML][HTML] Agar-based soft tactile transducer with embedded optical fiber specklegram sensor

E Fujiwara, L de Oliveira Rosa - Results in Optics, 2023 - Elsevier
Tactile transducers monitor physical variables like force and texture through direct contact,
featuring indispensable in human–computer interaction and biomedical applications. This …

Machine learning-assisted high-accuracy and large dynamic range thermometer in high-Q microbubble resonators

H Chen, Z Wang, Y Wang, C Yu, R Niu, CL Zou, J Lu… - Optics …, 2023 - opg.optica.org
Whispering gallery mode (WGM) resonators provide an important platform for fine
measurement thanks to their small size, high sensitivity, and fast response time …

Displacement sensor based on a large-core hollow fiber and specklegram analysis

JH Osório, TD Cabral, E Fujiwara, MAR Franco… - Optical Fiber …, 2023 - Elsevier
The research enterprise towards achieving high-performance hollow-core photonic crystal
fibers has led to impressive advancements in the latest years. Indeed, using this family of …

Machine learning for predicting the half cell potential of cathodically protected reinforced cement concrete slabs subjected to chloride ingress

YI Murthy, KB Meena, N Patel - Engineering Applications of Artificial …, 2024 - Elsevier
This research work predicts the Half Cell Potential (HCP) values of cathodically protected
concrete slabs subjected to chloride ingress using machine learning techniques. Six classes …

Demodulation of Fabry–Perot sensors using random speckles

Q Liang, J Tao, X Wang, T Wang, X Gao, P Zhou… - Optics Letters, 2022 - opg.optica.org
Random speckles are proposed to demodulate Fabry–Perot (FP) sensors in this study. A
piece of multimode fiber is used to interrogate the FP transmission spectrum, and tiny …

Automatic detection of steel rebar corrosion based on machine learning and light spectrum of fiber optic corrosion sensors

S Lin, F Tang, J Dang, X Li - Optical Fiber Technology, 2023 - Elsevier
A method for automatic monitoring of steel rebar corrosion by integrating machine learning
(ML) with single mode-multimode-single mode (SMS) fiber optic corrosion sensors is …