LSTM-Based Recurrent Neural Network for Noise Suppression in fNIRS Neuroimaging: Network Design and Pilot Validation

Dongyuan Liu; Yao Zhang; Yang Liu; Lu Bai; Pengrui Zhang; Feng Gao

doi:10.3788/CJL202148.1918007

Chinese Journal of Lasers, Volume. 48, Issue 19, 1918007(2021)

LSTM-Based Recurrent Neural Network for Noise Suppression in fNIRS Neuroimaging: Network Design and Pilot Validation

Dongyuan Liu¹, Yao Zhang¹, Yang Liu¹, Lu Bai¹, Pengrui Zhang¹, and Feng Gao^1,2、*

Author Affiliations

¹College of Precision Instruments and Optoelectronics Engineering, Tianjin University, Tianjin 300072, China

²Tianjin Key Laboratory of Biomedical Detecting Techniques and Instruments, Tianjin 300072, China

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Dongyuan Liu, Yao Zhang, Yang Liu, Lu Bai, Pengrui Zhang, Feng Gao. LSTM-Based Recurrent Neural Network for Noise Suppression in fNIRS Neuroimaging: Network Design and Pilot Validation[J]. Chinese Journal of Lasers, 2021, 48(19): 1918007

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Paper Information

Received: Feb. 2, 2021

Accepted: Mar. 29, 2021

Published Online: Sep. 24, 2021

The Author Email: Gao Feng (gaofeng@tju.edu.cn)

DOI:10.3788/CJL202148.1918007

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology