Affiliation:
1. Dongguan University of Technology, Dongguan
2. Centre de Nanosciences et de Nanotechnologies
Abstract
A multi-parameter dual-core fiber sensor is proposed to realize highly sensitive detection of illumination, temperature, and humidity, separately. Through partial grating etching of a one-side core, the interaction between the core and the external environment is enhanced. Then, combining the Mach–Zehnder effect of the dual core, a higher sensing sensitivity is obtained. Experimental results show the temperature sensitivity is higher than 6.1952 nm/°C. Besides, the humidity and illumination resolution can reach as accurate as 0.041 relative humidity (RH) and 0.025 light units, respectively. To have better multi-parameter sensing and demodulation, the deep learning algorithm of a one-dimensional convolutional neural network (1D-CNN) is used to reach an accuracy of 99.05% with ∼2.00 root mean square error (RMSE). We envision such an excellent multi-parameter sensor can be promising in environmental monitoring and intelligent manufacturing.
Funder
Key Project of Basic Research and Applied Basic Research in Ordinary Universities of Guangdong Province
Guangdong Science and Technology Department
Subject
Atomic and Molecular Physics, and Optics
Cited by
1 articles.
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