TY - JOUR
T1 - Noninvasive glucose monitoring using mid-infrared absorption spectroscopy based on a few wavenumbers
AU - Kasahara, Ryosuke
AU - Kino, Saiko
AU - Soyama, Shunsuke
AU - Matsuura, Yuji
N1 - Publisher Copyright:
© 2017-2018 Optical Society of America.
PY - 2018/1/1
Y1 - 2018/1/1
N2 - A method for performing noninvasive blood glucose measurements was developed. The method is based on mid-infrared absorption spectroscopy and uses only a few wavenumbers to measure blood glucose levels in vivo unconditionally. We found that the regression of blood glucose levels using only three wavenumbers, which were selected using a series cross-validation technique, realized accuracies comparable to those of cases in which a greater number of wavenumbers are used. In addition, we demonstrated the performance of this model through correlations among different types of data.
AB - A method for performing noninvasive blood glucose measurements was developed. The method is based on mid-infrared absorption spectroscopy and uses only a few wavenumbers to measure blood glucose levels in vivo unconditionally. We found that the regression of blood glucose levels using only three wavenumbers, which were selected using a series cross-validation technique, realized accuracies comparable to those of cases in which a greater number of wavenumbers are used. In addition, we demonstrated the performance of this model through correlations among different types of data.
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U2 - 10.1364/BOE.9.000289
DO - 10.1364/BOE.9.000289
M3 - Article
AN - SCOPUS:85039714298
SN - 2156-7085
VL - 9
SP - 289
EP - 302
JO - Biomedical Optics Express
JF - Biomedical Optics Express
IS - 1
M1 - #305902
ER -