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Deep learning assisted real-time and portable refractometer using aπ-phase-shifted tilted fiber Bragg grating sensor
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作者 ZIQI LIU CHANG LIU +2 位作者 TUAN GUO ZHAOHUI LI ZHENGYONG LIU 《Photonics Research》 2025年第8期2202-2212,共11页
In this work,we demonstrate aπ-phase-shifted tilted fiber Bragg grating(π-PSTFBG)-based sensor for measuring the refractive index(RI)of NaCl solutions,achieving a real-time and online measurement system by employing... In this work,we demonstrate aπ-phase-shifted tilted fiber Bragg grating(π-PSTFBG)-based sensor for measuring the refractive index(RI)of NaCl solutions,achieving a real-time and online measurement system by employing a densely connected convolutional neural network(D-CNN)model to demodulate the full spectrum.The proposedπ-PSTFBG sensor is prepared by using the advanced fiber grating inscription system based on a two-beam interferometry method,which could introduce deeper features of dip-splitting for all the lossy dips in the spectrum,giving the possibility of fully measuring the change of RI.This enhanced feature gives relatively higher prediction accuracy(R^(2) of 99.67%)using the well-trained D-CNN model compared with the results achieved by pure TFBG or that with a gold coating.As a further demonstration from a practical view,a prototype integrated with the proposed D-CNN algorithm is developed to conduct RI measurement of NaCl solutions in real time using aπ-PSTFBG-based RI sensor.The results show that the proposed real-time demodulation system is capable of measuring RI with an average error of 1.6×10^(-4)RIU in a short response time of<1 s.The demonstrated spectral demodulation approach powered by deep learning shows great potential in real-time analysis for chemical solutions and point-of-care medical testing based on RI changes,especially for the portable requirements. 展开更多
关键词 measurement system phase shifted tilted fiber bragg grating densely connected convolutional neural network d cnn model real time measurement portable refractometer demodulate full spectrumthe advanced fiber grating inscription system refractive index
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An Optical Fiber Hydrophone Using Equivalent Phase Shift Fiber Bragg Grating for Underwater Acoustic Measurement 被引量:3
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作者 Shengye HU.ANG Xiaofeng JIN +4 位作者 Jun ZHANG Yi CHEN Yuebin WANG Zhijun ZHOU Juan NI 《Photonic Sensors》 SCIE EI CAS 2011年第3期289-294,共6页
An optical fiber hydrophone based on equivalent phase shift fiber Bragg grating (EPS-FBG) with temperature compensation package provides an improvement of sensitivity in underwater acoustic measurement at wide frequ... An optical fiber hydrophone based on equivalent phase shift fiber Bragg grating (EPS-FBG) with temperature compensation package provides an improvement of sensitivity in underwater acoustic measurement at wide frequency range, from 2.SkHz to 12kHz. The acoustic pressure is transduced into elastic vibration of a circle metal disk, resulting in an intensity modulation of the reflected light wave back from fiber Bragg grating (FBG). Experiment shows that the 500 EPS-FBG hydrophone has a minimum detectable acoustic pressure of about at 5 kHz and achieves about 18-dB improvement of acoustic pressure sensitivity compared with a regular apodized FBG hydrophone. 展开更多
关键词 Optical fiber hydrophone acoustic pressure sensitivity equivalent phase shift fiber Bragg grating temperature compensation package
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An interferometric phase shift fiber Bragg grating sensing system with greatly reduced background phase noise 被引量:1
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作者 Lina Ma Yu Chen +3 位作者 Zhengliang Hu Jinxing Huang Jun Wang and Shiqing Li 《Chinese Optics Letters》 SCIE EI CAS CSCD 2018年第9期10-15,共6页
We presented an interferometric phase shift fiber Bragg grating (FBG) sensor, which inherited the advantages of FBG sensors, and, at the same time, the greatly reduced full-width-at-half-maximum bandwidth brought lo... We presented an interferometric phase shift fiber Bragg grating (FBG) sensor, which inherited the advantages of FBG sensors, and, at the same time, the greatly reduced full-width-at-half-maximum bandwidth brought longer coherent length, higher sensitivity, and lower phase noise. Experiments show that at least a 7 dB reduction of phase noise can be achieved compared to FBG sensors interrogated by interferometer with the same optical path difference. 展开更多
关键词 FBG PS An interferometric phase shift fiber Bragg grating sensing system with greatly reduced background phase noise
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