Towards non-invasive optical blood alcohol measurement: Multi-variate analysis of in vitro NIR spectra

Takehiro Yamakoshi*, Mtsuhiro Ogawa, Kenta Matsumura, Shimpei Miyazaki, Yuki Itasaka, Takayuki Ida, Yasuhiro Yamakoshi, Hajime Hirose, Ken Ichi Yamakoshi

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

The long-term aim of our research is to develop near infra-red spectroscopy for non-invasive measurement of blood alcohol concentrations. The absorption spectrum of ethyl-alcohol could possibly provide the means for such an approach, but the absorption bands of other molecules, such as glucose and acetaldehyde, together with the very low in vivo ethyl-alcohol concentrations (EAC), represent significant analytical challenges. Here we present results of our in vitro investigation of ethyl-alcohol absorption spectra, and the use of multiple linear regression analysis to predict EAC in the presence of glucose and acetaldehyde. We used ethyl-alcohol and mixed solutions of ethyl-alcohol, glucose, and acetaldehyde. The latter were divided into three experimental systems as ethyl-alcohol/glucose, ethyl-alcohol/acetaldehyde, and ethyl-alcohol/glucose/acetaldehyde solutions. The range of EAC used was the same as that found in blood. The results showed good correlation between the actual EAC and the predicted EAC (control; R = 0.99, mean absolute error (MAE) = 0.12 mg/ml: glucose system; R = 0.97, MAE = 0.18 mg/ml: acetaldehyde system; R = 0.99, MAE = 0.23 mg/ml: glucose & acetaldehyde system; R = 0.98, MAE = 0.19 mg/ml). We conclude that the change of glucose and acetaldehyde concentration does not measurably affect the absorption bands of ethyl-alcohol.

Original languageEnglish
Pages (from-to)2059-2064
Number of pages6
JournalIEEJ Transactions on Electronics, Information and Systems
Volume132
Issue number12
DOIs
StatePublished - 2012

Keywords

  • Ethyl alcohol
  • Multiple linier regression analysis
  • Near infra-red spectroscopy
  • Non-invasive measurement

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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