Mid-infrared spectroscopy with a fiber-coupled tuneable quantum cascade laser for glucose sensing

Ine L. Jernelv; Karina Strøm; Dag Roar Hjelme; Astrid Aksnes

doi:10.1117/12.2543984

20 February 2020 Mid-infrared spectroscopy with a fiber-coupled tuneable quantum cascade laser for glucose sensing

Ine L. Jernelv, Karina Strøm, Dag Roar Hjelme, Astrid Aksnes

Proceedings Volume 11233, Optical Fibers and Sensors for Medical Diagnostics and Treatment Applications XX; 1123311 (2020) https://doi.org/10.1117/12.2543984
Event: SPIE BiOS, 2020, San Francisco, California, United States

Abstract

A fiber-coupled transmission spectroscopy setup using a pulsed external-cavity quantum cascade laser (EC-QCL, 1200-900 cm⁻¹ ) has been developed and demonstrated for measurements of aqueous solutions. The system has been characterised with regard to the laser noise and optimal optical pathlength. Solutions with glucose were used to further test the setup, and glucose concentrations down to physiologically relevant levels (0-600 mg/dl) were investigated. Albumin, lactate, urea, and fructose in various concentrations were added as interfering substances as their absorption bands overlap with those of glucose, and because they may be of interest in a clinical setting. Analyte concentrations were predicted using partial least-squares (PLS) regression, and the root-mean-square error of cross-validation for glucose was 10.7 mg/dl. The advantages of using a convolutional neural network (CNN) for regression analysis in comparison to the PLS regression were also shown. The application of a CNN gave an improved prediction error (8.3 mg/dl), and was used to identify important spectral regions. These results are comparable to state-of-the-art enzymatic glucose sensors, and are encouraging for further research on optics-based glucose sensors.

Citation Download Citation

Ine L. Jernelv, Karina Strøm, Dag Roar Hjelme, and Astrid Aksnes "Mid-infrared spectroscopy with a fiber-coupled tuneable quantum cascade laser for glucose sensing", Proc. SPIE 11233, Optical Fibers and Sensors for Medical Diagnostics and Treatment Applications XX, 1123311 (20 February 2020); https://doi.org/10.1117/12.2543984

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available