TY - GEN
T1 - Mathematical modeling on experimental protocol of glucose adjustment for non-invasive blood glucose sensing
AU - Jiang, Jingying
AU - Min, Xiaolin
AU - Zou, Da
AU - Xu, Kexin
PY - 2012
Y1 - 2012
N2 - Currently, blood glucose concentration levels from OGTT(Oral Glucose Tolerance Test) results are used to build PLS model in noninvasive blood glucose sensing by Near-Infrared(NIR) Spectroscopy. However, the univocal dynamic change trend of blood glucose concentration based on OGTT results is not various enough to provide comprehensive data to make PLS model robust and accurate. In this talk, with the final purpose of improving the stability and accuracy of the PLS model, we introduced an integrated minimal model(IMM) of glucose metabolism system. First, by adjusting parameters, which represent different metabolism characteristics and individual differences, comparatively ideal mediation programs to different groups of people, even individuals were customized. Second, with different glucose input types(oral method, intravenous injection, or intravenous drip), we got various changes of blood glucose concentration. And by studying the adjustment methods of blood glucose concentration, we would thus customize corresponding experimental protocols of glucose adjustment to different people for noninvasive blood glucose concentration and supply comprehensive data for PLS model.
AB - Currently, blood glucose concentration levels from OGTT(Oral Glucose Tolerance Test) results are used to build PLS model in noninvasive blood glucose sensing by Near-Infrared(NIR) Spectroscopy. However, the univocal dynamic change trend of blood glucose concentration based on OGTT results is not various enough to provide comprehensive data to make PLS model robust and accurate. In this talk, with the final purpose of improving the stability and accuracy of the PLS model, we introduced an integrated minimal model(IMM) of glucose metabolism system. First, by adjusting parameters, which represent different metabolism characteristics and individual differences, comparatively ideal mediation programs to different groups of people, even individuals were customized. Second, with different glucose input types(oral method, intravenous injection, or intravenous drip), we got various changes of blood glucose concentration. And by studying the adjustment methods of blood glucose concentration, we would thus customize corresponding experimental protocols of glucose adjustment to different people for noninvasive blood glucose concentration and supply comprehensive data for PLS model.
KW - Experimental protocol
KW - Mathematical model
KW - Non-invasive blood glucose sensing
KW - OGTT
UR - https://www.scopus.com/pages/publications/84860659296
U2 - 10.1117/12.905941
DO - 10.1117/12.905941
M3 - 会议稿件
AN - SCOPUS:84860659296
SN - 9780819488657
T3 - Progress in Biomedical Optics and Imaging - Proceedings of SPIE
BT - Dynamics and Fluctuations in Biomedical Photonics IX
T2 - Dynamics and Fluctuations in Biomedical Photonics IX
Y2 - 21 January 2012 through 23 January 2012
ER -