Effects of Sleep Deprivation on Probability of Traffic Violations in Motorcyclists; Analysis Using Bayesian Network

Authors

  • Pada Lumba Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Bambang Edison Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Khairul Fahmi Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Arie Syahruddin Sibarani Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Anton Ariyanto Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Arifal Hidayat Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Alfi Rahmi Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia
  • Rismalinda Civil Engineering Program, Faculty of Engineering, Universitas Pasir Pengaraian, Rokan Hulu 28457, Indonesia

Keywords:

Accident, Bayesian, Network, Probability

Abstract

This study focuses on the effects of sleep deprivation on the night before an accident on probability of traffic violation in motorcyclists. The accident rate for motorcyclists in Indonesia is quite high. This is based on statistical data that 70.93% of traffic accidents occurring from July to December 2015 in Indonesia involved motorcyclists. The study took place in Bekasci City, Indonesia. Samples consisted of 214 respondents who had had an accident. The probability of violation of motorcyclists was analyzied using a Bayesian network. Some variables affecting the probability of traffic violation are travel time, road side variability, road geometry, road conditions, driving time, fatigue, and travel distance for 1 year. The results of analysis show a probability of violation by 50% for motorcyclists sleeping 6 hours or less, 26% for those sleeping over 6 hours to 7 hours, and 24% for those sleeping over 7 hours.

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Published

2022-06-29

How to Cite

Pada Lumba, Edison, B. ., Fahmi, K. ., Sibarani, A. S. ., Ariyanto, A. ., Hidayat, A., Rahmi, A., & Rismalinda. (2022). Effects of Sleep Deprivation on Probability of Traffic Violations in Motorcyclists; Analysis Using Bayesian Network. Science & Technology Asia, 27(2), 115–125. Retrieved from https://ph02.tci-thaijo.org/index.php/SciTechAsia/article/view/242474

Issue

Section

Engineering