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Author:

Li, Zhe (Li, Zhe.) | Jiang, Minnan (Jiang, Minnan.) | Feng, Jinchao (Feng, Jinchao.) | Jia, Kebin (Jia, Kebin.)

Indexed by:

CPCI-S EI Scopus

Abstract:

Diffuse correlation spectroscopy (DCS) derives blood flow index (BFI) by measuring the temporal intensity fluctuations of multiply scattered light. Blood flow index (BFI) and especially its variations were demonstrated to be approximately proportional to absolute blood flow. In this paper, we have proposed a predictive method for calculating blood flow as well as oxygen saturation, based on a deep neural network of long short-term memory (LSTM) architecture. The simulated multiwavelength normalized intensity autocorrelation function data for various blood flows and oxygen saturations were used to train the LSTM architecture. The results validated the feasibility of the proposed method for quantification of blood flow and oxygen saturation simultaneously in DCS. The proposed approach would be an alternative method for oxygen metabolism monitoring.

Keyword:

long short-term memory oxygen saturation blood flow Diffuse correlation spectroscopy

Author Community:

  • [ 1 ] [Li, Zhe]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Jiang, Minnan]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Feng, Jinchao]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Jia, Kebin]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Li, Zhe]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 6 ] [Jiang, Minnan]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 7 ] [Feng, Jinchao]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 8 ] [Jia, Kebin]Beijing Lab Adv Informat Networks, Beijing 100124, Peoples R China
  • [ 9 ] [Li, Zhe]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 10 ] [Jiang, Minnan]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 11 ] [Feng, Jinchao]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 12 ] [Jia, Kebin]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China

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Source :

OPTICS IN HEALTH CARE AND BIOMEDICAL OPTICS XI

ISSN: 0277-786X

Year: 2021

Volume: 11900

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

Affiliated Colleges:

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