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PSCS: A Physiological Sound Compression System Based on Compressive Sensing with Self-Adaptive Compression Ratio and Optimized DCT

  • Changyan Chen
  • , Rui Pan
  • , Huajie Huang
  • , Qing Zhang
  • , Xuya Jiang
  • , Yuhang Zhang
  • , Jian Zhao
  • , Yongfu Li*
  • *此作品的通讯作者
  • Shanghai Jiao Tong University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Continuous physiological sound monitoring is crucial for the prevention, diagnosis, and treatment of various diseases like cardiopulmonary and gastrointestinal conditions. Wearable healthcare sensors have emerged as a potent solution, streamlining the capture, storage, transmission, and analysis of individualized physiological sounds. However, challenges exist including large data volumes, limited hardware computational capabilities, and constrained transmission bit rates. To address these issues, we propose a physiological sound compression system using compressive sensing with self-adaptive compression ratio across sound types to implement physiological sound compression and Optimized Discrete Cosine Transform (ODCT) reconstruction to reduce loss in effective bands. Evaluated on SPRSound and PhysioNet 2016, our approach attains correlation coefficients of 0.863 and 0.883 for respiratory and cardiac sounds, with -3.14 dB and -1.84 dB signal-to-noise ratio loss at 3.5 and 3.0 compression ratios. Implemented on a custom healthcare sensor, our approach optimizes bit rate to 1.73× and power consumption to 0.82× compared to the uncompressed system.

源语言英语
主期刊名ISCAS 2024 - IEEE International Symposium on Circuits and Systems
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798350330991
DOI
出版状态已出版 - 2024
已对外发布
活动2024 IEEE International Symposium on Circuits and Systems, ISCAS 2024 - Singapore, 新加坡
期限: 19 5月 202422 5月 2024

出版系列

姓名Proceedings - IEEE International Symposium on Circuits and Systems
ISSN(印刷版)0271-4310

会议

会议2024 IEEE International Symposium on Circuits and Systems, ISCAS 2024
国家/地区新加坡
Singapore
时期19/05/2422/05/24

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