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A Case-Based Classification for Drivers’ Alcohol Detection Using Physiological Signals

Rahman, Hamidur (author)
Mälardalens högskola,Inbyggda system
Barua, Shaibal (author)
Mälardalens högskola,Inbyggda system
Ahmed, Mobyen Uddin (author)
Mälardalens högskola,Inbyggda system
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Begum, Shahina (author)
Mälardalens högskola,Inbyggda system
Hök, Bertil (author)
Hök Instrument AB
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 (creator_code:org_t)
2017-01-21
2016
English.
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • This paper presents a case-based classification system for alcohol detection using physiological parameters. Here, four physiological parameters e.g. Heart Rate Variability (HRV), Respiration Rate (RR), Finger Temperature (FT), and Skin Conductance (SC) are used in a Case-based reasoning (CBR) system to detect alcoholic state. In this study, the participants are classified into two groups as drunk or sober. The experimental work shows that using the CBR classification approach the obtained accuracy for individual physiological parameters e.g., HRV is 85%, RR is 81%, FT is 95% and SC is 86%. On the other hand, the achieved accuracy is 88% while combining the four parameters i.e., HRV, RR, FT and SC using the CBR system. So, the evaluation illustrates that the CBR system based on physiological sensor signal can classify alcohol state accurately when a person is under influence of at least 0.2 g/l of alcohol.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)

Keyword

Physiological signals
alcoholic detection
case-based reasoning.

Publication and Content Type

ref (subject category)
kon (subject category)

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