Improved Spectral Interrogation of Tilted Fiber Bragg Grating Refractometer Using Residual Convolutional Neural Networks

Author:

Cao Zihan1,Xia Titi1,Zhang Shengqi1,Zhang Shuhe1,Mei Yongchang1ORCID,Liu Zhengyong1ORCID,Guo Tuan2ORCID,Li Zhaohui1ORCID

Affiliation:

1. Guangdong Provincial Key Laboratory of Optoelectronic Information Processing Chips and Systems, School of Electronics and Information Technology, Sun Yat-sen University, Guangzhou, China

2. Institute of Photonics Technology, Jinan University, Guangzhou, China

Funder

National Natural Science Foundation of China

Department of Natural Resources of Guangdong Province

Marine Economy Development Special Fund Six Marine Industries

Science and Technology Planning Project of Guangzhou

Southern Marine Science and Engineering Guangdong Laboratory

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Atomic and Molecular Physics, and Optics

Reference32 articles.

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2. Adam: A method for stochastic optimization;kingma,2014

3. Batch normalization: Accelerating deep network training by reducing internal covariate shift;ioffe;Proc Int Conf Mach Learn,2015

4. Refractometric Sensitivity Enhancement of Weakly Tilted Fiber Bragg Grating Integrated with Black Phosphorus

5. Tilted short-period fibre-Bragg-grating-induced coupling to cladding modes for accurate refractometry

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