The multikinetic fusion feature of PPG was combined with MCNN_vision_transformer for diabetes detection.

Journal: American journal of translational research
Published Date: Jan 1, 2025

Abstract

BACKGROUND: Diabetes is a chronic condition that significantly impacts the cardiovascular system and various other organs. Photoplethysmogram (PPG) signals have been shown to correlate with variations in vascular blood flow and the presence of atherosclerosis. To effectively explore the complex nonlinear relationship between PPG signals and diabetes, we propose an automatic detection model based on the fusion of PPG features.

Authors

  • Ming-Xia Xiao
    School of Electrical and Information Engineering, North Minzu University No. 204 North Wenchang Street, Yinchuan 750021, Ningxia, China.
  • An-Yao Zhang
    School of Electrical and Information Engineering, North Minzu University No. 204 North Wenchang Street, Yinchuan 750021, Ningxia, China.
  • Ting-Ting Jin
    School of Electrical and Information Engineering, North Minzu University No. 204 North Wenchang Street, Yinchuan 750021, Ningxia, China.
  • Shi-Dong Fang
    School of Electrical and Information Engineering, North Minzu University No. 204 North Wenchang Street, Yinchuan 750021, Ningxia, China.

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