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Accuracy improvement in the interstitial glucose measurement based on infrared spectroscopy

적외선 분광학에 의한 간질액 글루코즈 농도 측정의 정확도 향상

  • Jeong, Hey-Jin (Institute for Biomedical Electronics, Seoul National University of Technology) ;
  • Kim, Mi-Sook (Department of Chemical Engineering, Seoul National University of Technology) ;
  • Noh, In-Sup (Department of Chemical Engineering, Seoul National University of Technology) ;
  • Yoon, Gil-Won (Institute for Biomedical Electronics, Seoul National University of Technology)
  • 정혜진 (서울산업대학교 의료전자연구소) ;
  • 김미숙 (서울산업대학교 화학공학과) ;
  • 노인섭 (서울산업대학교 화학공학과) ;
  • 윤길원 (서울산업대학교 의료전자연구소)
  • Published : 2008.03.31

Abstract

Glucose concentrations in the interstitial fluid were measured based on optical spectroscopy. Prediction of glucose concentrations was made using partial least squares regression and accuracy improvement was achieved by data preprocessing as well as by selecting an optimal wavelength region. For this purpose, artificial interstitial fluid samples were prepared where their glucose levels varied between 0 and 10 g/dl. Infrared spectral regions where glucose absorption lies were investigated. A region of 1000 - 1500 $cm^{-1}$ produced the best accuracy among the regions of 1000 - 1500 $cm^{-1}$, 4000 - 4545 $cm^{-1}$1 and 5500 - 6500 $cm^{-1}$. Further accuracy improvement in 1000 - 1500 $cm^{-1}$ was achieved by selecting specific wavelength bands based on a loading vector analysis method. For the samples whose glucose concentrations ranged between 0 and 0.5 g/dl, SEP= 0.0266 g/dl and R =0.9863 were achieved with 1000 - 1500 $cm^{-1}$. However, the loading vector optimized band of 1002 - 1095 $cm^{-1}$ reduced the prediction error up to 47 % (SEP =0.0125 g/dl and R=0.9970).

Keywords

References

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