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Conference Paper Noninvasive Glucose Estimation using Multiwavelength Diffused Transmitted and Reflected NIRS in Solid Tissue Phantoms
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Authors
Jongdeog Kim, Mi-Ryong Park, Bong Kyu Kim
Issue Date
2024-10
Citation
IEEE Sensors 2024, pp.1-4
Publisher
IEEE
Language
English
Type
Conference Paper
DOI
https://dx.doi.org/10.1109/SENSORS60989.2024.10784803
Abstract
We utilized a multi-wavelength laser proving system to study the feasibility of noninvasive glucose monitoring in soft silicon-based tissue phantoms fabricated for twelve glucose concentrations within the 0 to 420 mg/dl range. We also present results of monitoring the glucose levels in the solid tissue phantoms using concurrent diffused transmitted and reflected near-infrared detection with the simultaneous measurement of environmental factors. Our estimations using multivariate linear regression and multi-layer perceptron models resulted in 0.87 R2 and 39.65 RMS, as well as 1.0 R2 and 2.87 RMS, respectively, across 1110 frame datasets for twelve tissue samples.