摘要
Achieving noninvasive glucose monitoring is a critical goal for diabetes management, and photoacoustic (PA) technology has emerged as a promising pathway. However, conventional PA-glucose models based on the peak-to-peak amplitude (VPP) are often compromised by environmental interference. While the signal propagation delay (TP) has shown empirical promise for more stable measurements, a foundational theoretical analysis of its robustness has been absent. This study fills this gap, first by presenting a theoretical analysis concluding that TP is inherently more robust against environmental noise than VPP, and then by providing experimental validation on a custom-built PA platform. Linear regression models for both features were established over a 0-1452 mg/dL concentration range. The resulting TP model demonstrated a significantly better goodness-of-fit (R2=0.874) compared to the VPP model (R2=0.671). Furthermore, validation on an independent dataset confirmed the TP's superiority: Clarke Error Grid (CEG) analysis showed 100% of readings in the clinically acceptable A+B zones, starkly outperforming the 70% from the VPP-based approach. Our findings provide the first theoretical and experimental evidence for the superiority of TP, positioning it as a more robust feature for reliable noninvasive PA-based glucose monitoring.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | ISCAS 2026 - 2026 IEEE International Symposium on Circuits and Systems |
| 出版商 | Institute of Electrical and Electronics Engineers Inc. |
| 页 | 3551-3555 |
| 页数 | 5 |
| ISBN(电子版) | 9798331577698 |
| DOI | |
| 出版状态 | 已出版 - 2026 |
| 已对外发布 | 是 |
| 活动 | 2026 IEEE International Symposium on Circuits and Systems, ISCAS 2026 - Shanghai, 中国 期限: 24 5月 2026 → 27 5月 2026 |
丛书
| 姓名 | Proceedings - IEEE International Symposium on Circuits and Systems |
|---|---|
| ISSN(印刷版) | 0271-4310 |
会议
| 会议 | 2026 IEEE International Symposium on Circuits and Systems, ISCAS 2026 |
|---|---|
| 国家/地区 | 中国 |
| 市 | Shanghai |
| 时期 | 24/05/26 → 27/05/26 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
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可持续发展目标 3 良好健康与福祉
学术指纹
探究 'Development of a Photoacoustic Platform for Blood Glucose Monitoring and a Comparative Study between Signal Propagation delay and Peak-to-Peak Amplitude' 的科研主题。它们共同构成独一无二的学术指纹。引用此
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