Attention Level Determination by Using Fuzzy

  • Haslinah Mohd Nasir Advanced Sensors and Embedded Systems (ASECs), Center for Telecommunication Research & Innovation (CeTRI), Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer (FKEKK), Universiti Teknikal Malaysia Melaka, 76100 Melaka, MALAYSIA http://orcid.org/0000-0003-2209-8275
  • Mai mariam Mohamed Aminuddin Advanced Sensors and Embedded Systems (ASECs), Center for Telecommunication Research & Innovation (CeTRI), Fakulti Kejuruteraan Elektronik dan Kejuruteraan Komputer (FKEKK), Universiti Teknikal Malaysia Melaka, 76100 Melaka, MALAYSIA
  • Noor Mohd Ariff Brahin Fakulti Teknologi Kejuruteraan, UTeM, No. 1, Jalan TU 43, Taman Tasik Utama, Ayer Keroh, 75450 Melaka, MALAYSIA
  • Izadora Mustaffa Fakulti Teknologi Kejuruteraan, UTeM, No. 1, Jalan TU 43, Taman Tasik Utama, Ayer Keroh, 75450 Melaka, MALAYSIA
Keywords: safe driving, N170 wave, level of attention, fuzzy rule-based, attention alarm system

Abstract

For safe driving, it is always crucial to keep 100% attention on driving without distraction. The road accident may happen with just a blink of eyes. Previous studies have shown that peak decrement of N170 wave relates to degrading of attention. However, to determine the level of attention is challenging due to inter-variability of decrement range between subjects. Hence, in this study, the attention level is investigated by analyzing the peak of N170 decrement versus accident score using fuzzy rule-based to minimize the grey area.  Accordingly, three levels of attention are found, i.e., attentive, begin of inattentive and inattentive. 23.3%% or less decrements of N170 peak is associate to significant attentive. When the decrements reach the 34.3% of N170 peak, the subjects showed the inattentive behavior and most of the subjects have shown that, 41.03% of N170 peak decrements is significant inattentive. This finding gives a promising foundation in developing a hardware for attention alarm system.

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Published
30-04-2020
How to Cite
Mohd Nasir, H., Mohamed Aminuddin, M. mariam, Brahin, N. M. A., & Mustaffa, I. (2020). Attention Level Determination by Using Fuzzy. International Journal of Integrated Engineering, 12(4), 220-231. Retrieved from https://publisher.uthm.edu.my/ojs/index.php/ijie/article/view/3389
Section
Articles