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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
- 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.
- KSP Keywords
- Environmental Factors, Glucose concentration, Glucose estimation, Glucose monitoring, Multiwavelength lasers, Silicon-based, multilayer perceptron, multivariate linear regression, near-infrared detection, simultaneous measurement