CAR POSITION AND ORIENTATION BASED DRIVING SKILL METRIC FOR ANALYTICAL DRIVING SKILL INDEX EVALUATOR

Authors

  • Amirah ‘Aisha Badrul Hisham Control and Mechatronic Engineering Department, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Ahmad Bukhari Aujih Control and Mechatronic Engineering Department, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Mohamad Hafis Izran Ishak Control and Mechatronic Engineering Department, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia
  • Mohamad Shukri Zainal Abidin Control and Mechatronic Engineering Department, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, 81310 UTM Johor Bahru, Johor, Malaysia

DOI:

https://doi.org/10.11113/jt.v78.9417

Keywords:

Human Adaptive Mechatronics, Skill Index, Human Machine System, Driving Application

Abstract

This paper proposes an improved driving skill metric incorporating car-track deviation angle and car position off-set correction agility. The main advantage of the method is which it provides more accurate since this research is using more variables in the formulation for the skill metric compared to the old metric by using the same sample group of subjects. This paper reports nearly an average of 95% of improvement for the new skill metric estimation accuracy. The analysis further reveals the metric also has better driving skill index estimation consistency. The proposed method herein offers a means for characterizing driving skill in response to car-track input information and improving the intelligent behaviours of car support system.

References

F. Harashima and S. Suzuki. 2006. Human Adaptive Mechatronics-Interaction and Intelligence. Advanced Motion Control, 2006. 9th IEEE International Workshop on. 1-8.

S. Suzuki, K. Furuta, and F. Harashima. 2005. Overview of Human Adaptive Mechatronics and Assist-control to Enhance Human's Proficiency. Presented at the ICCAS2005, Gyeonggi-Do, Korea.

M. K. Habib. 2013. Interdisciplinary Mechatronics Engineering Science and the Evolution of Human Friendly and Adaptive Mechatronics. Interdisciplinary Mechatronics. John Wiley & Sons, Inc. 1-17.

M. K. Habib. 2008. Human Adaptive and Friendly Mechatronics (HAFM). Mechatronics and Automation, 2008. ICMA 2008. IEEE International Conference on. 61-65.

D. Murad. 2014. Jalan Raya Di Malaysia Tempat Ke-17 Paling Bahaya Di Dunia - Kajian. M Star. ed. Malaysia: Star Publications (M) Bhd (Co No 10894-D).

M. Sivak and B. Schoettle. 2014. Mortality from Road Crashes in 193 Countries: A Comparison with other Leading Causes of Death. The University of Michigan, Transportation Research Institute, Ann Arbor.

A. N. S. Z. Abidin, S. A. M. Faudzi, F. Lamin, and A. R. A. Manap. 2012. MIROS Crash Investigation and Reconstruction Annual Statistical Report 2007–2010.

Y. C. Liu and C. H. Ho. 2007. The Effects of Different Breath Alcohol Concentration and Post Alcohol upon Driver’s Driving Performance. Industrial Engineering and Engineering Management, 2007 IEEE International Conference on. 505-509.

J. Connor, G. Whitlock, R. Norton, and R. Jackson. 2001. The Role of Driver Sleepiness in Car Crashes: A Systematic Review of Epidemiological Studies. Accident Analysis & Prevention.33: 31-41.

J. A. Horne and L. A. Reyner. 1996. Counteracting Driver Sleepiness: Effects of Napping, Caffeine and Placebo. Psychophysiology. 33: 306-309.

N. P. Gregersen. 1996. Young Drivers' Overestimation of Their Own Skill - An Experiment on the Relation between Training Strategy and Skill. Accident Analysis & Prevention. 28: 243-250.

M. S. Horswill, A. E. Waylen, and M. I. Tofield. 2004. Drivers' Ratings of Different Components of Their Own Driving Skill: A Greater Illusion of Superiority for Skills That Relate to Accident Involvement. Journal of Applied Social Psychology. 34: 177-195.

R. A. Marottoli and E. D. Richardson. 1998. Confidence in, and Self-rating of, Driving Ability Among Older Drivers. Accident Analysis & Prevention. 30: 331-336.

M. Miyaji, M. Danno, and K. Oguri. 2008. Analysis of Driver Behavior based on Traffic Incidents for Driver Monitor Systems. Intelligent Vehicles Symposium, 2008 IEEE. 930-935.

T. Lajunen, D. Parker, and S. G. Stradling. 1998. Dimensions of Driver Anger, Aggressive and Highway Code Violations and Their Mediation by Safety Orientation in UK Drivers. Transportation Research Part F: Traffic Psychology and Behaviour. 1: 107-121.

T. Lajunen and H. Summala. 1995. Driving Experience, Personality and Skill and Safety-Motive Dimensions in Drivers' Self-Assessments. Personality and Individual Differences. 19: 307-318.

M. L. Toma, L. J. M. Rothkrantz, and C. Antonya. 2012. Car Driver Skills Assessment Based on Driving Postures Recognition. Cognitive Infocommunications (CogInfoCom), 2012 IEEE 3rd International Conference on. 439-446.

T. Hagiwara, R. Sakakima, T. Hashimoto, and T. Kawai. 2013. Effect of Distraction on Driving Performance Using Touch Screen While Driving on Test Track. Intelligent Vehicles Symposium (IV), 2013 IEEE. 1149-1154.

I. I. Delice and S. Ertugrul. 2007. Intelligent Modeling of Human Driver: A Survey. Intelligent Vehicles Symposium, 2007 IEEE. 648-651.

D. D. Salvucci. 2006. Modeling Driver Behavior in a Cognitive Architecture. Human Factors: The Journal of the Human Factors and Ergonomics Society. 48: 362-380.

T. Sasaki, A. Takeya, H. Igarashi, and S. Suzuki. 2007. Operation Skill Quantification for Mobile Vehicle Operation. SICE, 2007 Annual Conference. 274-279.

M. H. I. Ishak, Sheikh, U. U., Mohamed, Z. & Aujih, A. B. 2013. Skill Index of Human Driver for Human Adaptive Mechatronics. Latest Trends in Circuits, Control and Signal Processing.

C. C.-d.-W. Wenjuan Jiang, Olivier Sename and Jonathan Dumon. 2011. A New Mathematical Model For Car Drivers With Spatial Preview. 18th IFAC Wotld Congress, Milano, Italy.

T. Parthornratt, R. M. Parkin, and M. Jackson. 2011. Human Performance Index – A Generic Performance Indicator. Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering. 225: 721-734.

S. Ertugrul. 2008. Predictive Modeling of Human Operators Using Parametric and Neuro-Fuzzy Models by Means of Computer-Based Identification Experiment. Engineering Applications of Artificial Intelligence. 21: 259-268.

A. A. B. Hisham, M. H. I. Ishak, R. A. Rahim, and N. H. Idris. 2015. Study of Human Driving Skill in Expected and Guided Conditions. Jurnal Teknologi. 73(6): 139-146.

M. H. I. Ishak, M. Mazni and A. A. B. Hisham. 2015. Human Driving Skill for Human Adaptive Mechatronics Applications By Using Neural Network System. Jurnal Teknologi. 76(7): 97-101.

Downloads

Published

2016-07-24

Issue

Section

Science and Engineering

How to Cite

CAR POSITION AND ORIENTATION BASED DRIVING SKILL METRIC FOR ANALYTICAL DRIVING SKILL INDEX EVALUATOR. (2016). Jurnal Teknologi, 78(7-4). https://doi.org/10.11113/jt.v78.9417