Blood glucose prediction using neural network

Chit Siang Soh; Xiqin Zhang; Jianhong Chen; P. Raveendran; Phey Hong Soh; Joon Hock Yeo

doi:10.1117/12.762529

5 March 2008 Blood glucose prediction using neural network

Chit Siang Soh, Xiqin Zhang, Jianhong Chen, P. Raveendran, Phey Hong Soh, Joon Hock Yeo

Proceedings Volume 6848, Advanced Biomedical and Clinical Diagnostic Systems VI; 68480B (2008) https://doi.org/10.1117/12.762529
Event: SPIE BiOS, 2008, San Jose, California, United States

Abstract

We used neural network for blood glucose level determination in this study. The data set used in this study was collected using a non-invasive blood glucose monitoring system with six laser diodes, each laser diode operating at distinct near infrared wavelength between 1500nm and 1800nm. The neural network is specifically used to determine blood glucose level of one individual who participated in an oral glucose tolerance test (OGTT) session. Partial least squares regression is also used for blood glucose level determination for the purpose of comparison with the neural network model. The neural network model performs better in the prediction of blood glucose level as compared with the partial least squares model.

Citation Download Citation

Chit Siang Soh, Xiqin Zhang, Jianhong Chen, P. Raveendran, Phey Hong Soh, and Joon Hock Yeo "Blood glucose prediction using neural network", Proc. SPIE 6848, Advanced Biomedical and Clinical Diagnostic Systems VI, 68480B (5 March 2008); https://doi.org/10.1117/12.762529

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