Skip to main content

2018 | OriginalPaper | Buchkapitel

Development of Ergonomic Vehicle Model and Decision Support System for Driving Fatigue

verfasst von : Mohammad Firdaus Ani, Seri Rahayu Kamat, Minoru Fukumi, Momoyo Ito, Mohamad Minhat, Nur Syafiqah Rayme

Erschienen in: Intelligent Manufacturing & Mechatronics

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Driving fatigue has been recognized as one of the significant contributory factors to the road accidents and fatalities in Malaysia. The aim of this study was to develop an ergonomic vehicle model (EVM) and decision support system (DSSfDF) model for improving the driving fatigue problem among the road users. The ergonomic vehicle model uses to capture the user information data and acts as the database storage to store all the input data and information. While the decision support system provides a systematic analysis and solution to minimize the risk and the number of accidents associated with driving fatigue. There are 6 main components as the pillars for the development of EVM and DSSfDF model; ergonomics evaluation tools, graphical user interface (GUI), ergonomics database, working memory, inference engine, and knowledge base. Both models are essential system and reliable advisory tool for providing analysis on risk factors that contribute significantly to driving fatigue and providing solutions and recommendation to the problem related to driving fatigue. Further analysis and validation are required in future to get the reliable system before being commercialized.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Unit, E.P.: Tenth Malaysia Plan 2011–2015. Economic Planning Unit, Malaysia (2010) Unit, E.P.: Tenth Malaysia Plan 2011–2015. Economic Planning Unit, Malaysia (2010)
2.
Zurück zum Zitat Unit, E.P.: Tenth Malaysia Plan 2006–2010. Economic Planning Unit, Malaysia (2006) Unit, E.P.: Tenth Malaysia Plan 2006–2010. Economic Planning Unit, Malaysia (2006)
3.
Zurück zum Zitat Rohayu, S., Sharifah Allyana, S.M., Jamilah, M.M., Wong, S.V.: Predicting Malaysian Road Fatalities for Year 2020 (2012) Rohayu, S., Sharifah Allyana, S.M., Jamilah, M.M., Wong, S.V.: Predicting Malaysian Road Fatalities for Year 2020 (2012)
4.
Zurück zum Zitat World Health Organization.: Violence, Injury Prevention, World Health Organization. Global status report on road safety 2013: supporting a decade of action. World Health Organization (2013) World Health Organization.: Violence, Injury Prevention, World Health Organization. Global status report on road safety 2013: supporting a decade of action. World Health Organization (2013)
5.
Zurück zum Zitat Abdelfatah, A.: Traffic Fatality Causes and Trends in Malaysia. American University of Sharjah, Massachusetts Institute of Technology (2016) Abdelfatah, A.: Traffic Fatality Causes and Trends in Malaysia. American University of Sharjah, Massachusetts Institute of Technology (2016)
6.
Zurück zum Zitat Department of Statistics.: Department of Statistics Malaysia: The Official Website of Malaysia Statistics agency—Statistics of Malaysia. Social Statistic Bulletin, Malaysia 2016. http://www.statistics.gov.my, Accessed 29 Sept 2017 Department of Statistics.: Department of Statistics Malaysia: The Official Website of Malaysia Statistics agency—Statistics of Malaysia. Social Statistic Bulletin, Malaysia 2016. http://​www.​statistics.​gov.​my, Accessed 29 Sept 2017
10.
Zurück zum Zitat San, P.P., Ling, S.H., Chai, R., Tran, Y., Craig, A., Nguyen, H.: August. EEG-based driver fatigue detection using hybrid deep generic model. In Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the IEEE pp. 800–803 (2016). https://doi.org/10.1109/embc.2016.7590822 San, P.P., Ling, S.H., Chai, R., Tran, Y., Craig, A., Nguyen, H.: August. EEG-based driver fatigue detection using hybrid deep generic model. In Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the IEEE pp. 800–803 (2016). https://​doi.​org/​10.​1109/​embc.​2016.​7590822
11.
Zurück zum Zitat Desmond, P.A., Neubauer, M.C., Matthews, G., Hancock, P.A. (eds.): The Handbook of Operator Fatigue. Ashgate Publishing, Ltd. (2012) Desmond, P.A., Neubauer, M.C., Matthews, G., Hancock, P.A. (eds.): The Handbook of Operator Fatigue. Ashgate Publishing, Ltd. (2012)
12.
Zurück zum Zitat Meletis, C.D., Barker, J.E.: Herbs and Nutrients for the Mind: A Guide to Natural Brain Enhancers, vol. 1. Greenwood Publishing Group (2004) Meletis, C.D., Barker, J.E.: Herbs and Nutrients for the Mind: A Guide to Natural Brain Enhancers, vol. 1. Greenwood Publishing Group (2004)
15.
Zurück zum Zitat Seen, K.S., Tamrin, S.B.M., Meng, G.Y.: Driving fatigue and performance among occupational drivers in simulated prolonged driving. Global J. Health Sci. 2(1), 167 (2010)CrossRef Seen, K.S., Tamrin, S.B.M., Meng, G.Y.: Driving fatigue and performance among occupational drivers in simulated prolonged driving. Global J. Health Sci. 2(1), 167 (2010)CrossRef
16.
Zurück zum Zitat Dobbie, K.: Fatigue-Related Crashes: An Analysis of Fatigue-Related Crashes on Australian Roads Using an Operational Definition of Fatigue. No. OR 23 (2002) Dobbie, K.: Fatigue-Related Crashes: An Analysis of Fatigue-Related Crashes on Australian Roads Using an Operational Definition of Fatigue. No. OR 23 (2002)
20.
Zurück zum Zitat Angehrn, A.A., Lüthi, H.J.: Intelligent decision support systems: a visual interactive approach. Interfaces, 20(6), pp. 17–28 (1990). https://doi.org/10.101287/inte.20.6.17CrossRef Angehrn, A.A., Lüthi, H.J.: Intelligent decision support systems: a visual interactive approach. Interfaces, 20(6), pp. 17–28 (1990). https://​doi.​org/​10.​101287/​inte.​20.​6.​17CrossRef
23.
Zurück zum Zitat Kamat, S.K., Ani, M.F., Faiz, M.: A comparison study for the road condition with hand grip force and muscle fatigue. Malaysia J. Public Health Med. 16 (Suppl. 1): 7–13 (2016) Kamat, S.K., Ani, M.F., Faiz, M.: A comparison study for the road condition with hand grip force and muscle fatigue. Malaysia J. Public Health Med. 16 (Suppl. 1): 7–13 (2016)
24.
Zurück zum Zitat Ani, M.F., Kamat, S.R., Kushairi, S., Husain, K.: A mathematical modeling of psychophysical factor for driver fatigue. J Mech. Eng. in press Ani, M.F., Kamat, S.R., Kushairi, S., Husain, K.: A mathematical modeling of psychophysical factor for driver fatigue. J Mech. Eng. in press
25.
Zurück zum Zitat Ani, M.F., Kamat, S.R., Minhat, M., Fukumi, M., Ito, T.: A study of biomechanical factor for driver fatigue using regression model. In: International. Design and Concurrent. Engineering 2017 and Manufacturing Systems Conference 2017, Paper no. 9, JSME, pp. 7–9 September 2017 Ani, M.F., Kamat, S.R., Minhat, M., Fukumi, M., Ito, T.: A study of biomechanical factor for driver fatigue using regression model. In: International. Design and Concurrent. Engineering 2017 and Manufacturing Systems Conference 2017, Paper no. 9, JSME, pp. 7–9 September 2017
26.
Zurück zum Zitat Ani, M.F., Kamat, S.R., Hambali, R.H., Mahmood, W.H.: A study of psychophysical factor (heart rate) for driver fatigue using regression model. Safety Health Environ. 38, 9 (2017) Ani, M.F., Kamat, S.R., Hambali, R.H., Mahmood, W.H.: A study of psychophysical factor (heart rate) for driver fatigue using regression model. Safety Health Environ. 38, 9 (2017)
27.
Zurück zum Zitat Ani, M.F, Kamat, S.R, Minhat, M., Fukumi, M., Ito, T.: Effect of vibration towards driving fatigue and development of regression model based on vibration. In: Japan Society of Mechanical Engineers 27th Design Engineering and System Division Lecture 2017, Paper No. G2506, 13–15 September 2017 Ani, M.F, Kamat, S.R, Minhat, M., Fukumi, M., Ito, T.: Effect of vibration towards driving fatigue and development of regression model based on vibration. In: Japan Society of Mechanical Engineers 27th Design Engineering and System Division Lecture 2017, Paper No. G2506, 13–15 September 2017
28.
Zurück zum Zitat Kamat, S.R., Ani, M.F., Husain, K.: A Comparison Study between right hand and left hand grip pressure force while driving. Aust. J. Basic Appl. Sci. 9(19), 50–58 (2015) Kamat, S.R., Ani, M.F., Husain, K.: A Comparison Study between right hand and left hand grip pressure force while driving. Aust. J. Basic Appl. Sci. 9(19), 50–58 (2015)
29.
Zurück zum Zitat Kamat, S.R., Ani, M.F: A comparison study between the road condition with pressure distribution on the seat and car vibration. Int. J. Emerg. Technol. Advanc. Eng. 5 (2015) Kamat, S.R., Ani, M.F: A comparison study between the road condition with pressure distribution on the seat and car vibration. Int. J. Emerg. Technol. Advanc. Eng. 5 (2015)
31.
Zurück zum Zitat Ani, M.F., Kamat, S.R., Fukumi, M., Minhat, M., Ito, T.: A Construction Framework of Decision Support System for Improving Driving Fatigue (in press) Ani, M.F., Kamat, S.R., Fukumi, M., Minhat, M., Ito, T.: A Construction Framework of Decision Support System for Improving Driving Fatigue (in press)
32.
Zurück zum Zitat Ani, M.F., Fukumi, M., Kamat, S.R., Minhat, M.: Development of driving fatigue strain index using fuzzy logic to analyze risk levels of driving activity. IEEJ Trans. Electron. Informat. Syst. (in press) Ani, M.F., Fukumi, M., Kamat, S.R., Minhat, M.: Development of driving fatigue strain index using fuzzy logic to analyze risk levels of driving activity. IEEJ Trans. Electron. Informat. Syst. (in press)
38.
Zurück zum Zitat Lee, T.Z., Wu, C.H., Wei, H.H.: KBS LUA: A knowledge-based system applied in river land use assessment. Expert Syst. Appl. 34(2), 889–899 (2008). https://doi.org/10.1016/j.eswa.2006.10.038CrossRef Lee, T.Z., Wu, C.H., Wei, H.H.: KBS LUA: A knowledge-based system applied in river land use assessment. Expert Syst. Appl. 34(2), 889–899 (2008). https://​doi.​org/​10.​1016/​j.​eswa.​2006.​10.​038CrossRef
Metadaten
Titel
Development of Ergonomic Vehicle Model and Decision Support System for Driving Fatigue
verfasst von
Mohammad Firdaus Ani
Seri Rahayu Kamat
Minoru Fukumi
Momoyo Ito
Mohamad Minhat
Nur Syafiqah Rayme
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-8788-2_31

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.