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Development of driving fatigue strain index using fuzzy logic to analyze risk levels of driving activity
Author(s) -
Ani Mohammad Firdaus,
Fukumi Minoru,
RahayuKamat Seri,
Minhat Mohamad,
Husain Kalthom
Publication year - 2019
Publication title -
ieej transactions on electrical and electronic engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.254
H-Index - 30
eISSN - 1931-4981
pISSN - 1931-4973
DOI - 10.1002/tee.23002
Subject(s) - fuzzy logic , index (typography) , engineering , automotive engineering , computer science , reliability engineering , risk analysis (engineering) , transport engineering , artificial intelligence , business , world wide web
The objective of this study is to develop a driving fatigue strain index using fuzzy logic to analyze the risk levels of driving activity among road users. Driving fatigue is always related to the driving activity and has been identified as one of the vital contributors to the road accidents and fatalities in Malaysia. Therefore, the present article introduces the use of fuzzy logic for the development of strain index to provide the systematic analysis and propose an appropriate solution in minimizing the number of road accidents and fatalities. The development of strain index is based on the six risk factors associated with driving fatigue; muscle activity, heart rate, hand grip pressure force, seat pressure distribution, whole‐body vibration, and driving duration. The data are collected for all the risk factors, and consequently the three conditions or risk levels are defined as ‘safe’, ‘slightly unsafe’, and ‘unsafe’. A membership function is defined for each fuzzy condition. IF‐THEN rules were used to define the input and output variables, which correspond to physical measures. This index is a reliable advisory tool for providing analysis and solutions to driving fatigue problem, which constitutes the first effort toward the minimization of road accidents and fatalities. © 2019 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.