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Analysis of Driving Performance Based on Driver Experience and Vehicle Familiarity: A UTDrive/Mobile-UTDrive App Study

Journal Article
09-07-02-0010
ISSN: 2327-5626, e-ISSN: 2327-5634
DOI: https://doi.org/10.4271/09-07-02-0010
Published November 21, 2019 by SAE International in United States
Analysis of Driving Performance Based on Driver Experience and Vehicle Familiarity: A UTDrive/Mobile-UTDrive App Study
Sector:
Citation: Liu, Y. and Hansen, J., "Analysis of Driving Performance Based on Driver Experience and Vehicle Familiarity: A UTDrive/Mobile-UTDrive App Study," SAE Int. J. Trans. Safety 7(2):175-190, 2019, https://doi.org/10.4271/09-07-02-0010.
Language: English

References

  1. Fell , C. , Mudrowsky , E.F. , and Tharp , K.J. A Study of Driver Experience and Vehicle Familiarity in Accidents Accident Analysis & Prevention 5 4 261 265 1973
  2. De Craen , S. , Twisk , D.A.M. , Hagenzieker , M.P. , Elffers , H. et al. Do Young Novice Drivers Overestimate Their Driving Skills More Than Experienced Drivers? Different Methods Lead to Different Conclusions Accident Analysis & Prevention 43 5 1660 1665 2011
  3. Braitman , K.A. , Kirley , B.B. , McCartt , A.T. , and Chaudhary , N.K. Crashes of Novice Teenage Drivers: Characteristics and Contributing Factors Journal of Safety Research 39 1 47 54 2008
  4. Klauer , S.G. , Guo , F. , Simons-Morton , B.G. , Ouimet , M.C. et al. Distracted Driving and Risk of Road Crashes among Novice and Experienced Drivers New England Journal of Medicine 370 1 54 59 2014
  5. Lee , S.E. , Simons-Morton , B.G. , Klauer , S.E. , Ouimet , M.C. et al. Naturalistic Assessment of Novice Teenage Crash Experience Accident Analysis & Prevention 43 4 1472 1479 2011
  6. Perel , M. 1983
  7. Paul , A. , Chauhan , R. , Srivastava , R. , and Baruah , M. Advanced Driver Assistance Systems SAE Technical Paper 2016-28-0223 2016 10.4271/2016-28-0223
  8. Gordon , T. , Howell , M. , and Brandao , F. Integrated Control Methodologies for Road Vehicles Vehicle System Dynamics 40 1-3 157 190 2003
  9. Campbell , K.L. The SHRP 2 Naturalistic Driving Study: Addressing Driver Performance and Behavior in Traffic Safety TR News 282 2012
  10. Igarashi , K. , Miyajima , C. , Itou , K. , Takeda , K. et al. Biometric Identification Using Driving Behavioral Signals ICME’04. 2004 IEEE International Conference on Multimedia and Expo, 2004 Taipei, Taiwan IEEE Vol. 1 2004
  11. Miyajima , C. , Nishiwaki , Y. , Ozawa , K. , Wakita , T. et al. Driver Modeling Based on Driving Behavior and Its Evaluation in Driver Identification Proceedings of the IEEE 95 2 427 437 2007
  12. Krajewski , J. , Golz , M. , Schnieder , S. , Schnupp , T. et al. Detecting Fatigue from Steering Behaviour Applying Continuous Wavelet Transform Proceedings of the 7th International Conference on Methods and Techniques in Behavioral Research Eindhoven, Netherlands ACM 2010 2010
  13. Liu , A. and Salvucci , D. Modeling and Prediction of Human Behavior Neural Computation 11 1 229 242 1999
  14. McNew , J.M. Predicting Cruising Speed through Data-Driven Driver Modeling 2012 15th International IEEE Conference on Intelligent Transportation Systems (ITSC) Anchorage, AK IEEE 2012
  15. Zhang , Y. , Lin , W.C. , and Chin , Y.K.S. A Pattern-Recognition Approach for Driving Skill Characterization IEEE Transactions on Intelligent Transportation Systems 11 4 905 916 2010
  16. Oliver , N. , and Pentland , A.P. Driver Behavior Recognition and Prediction in a SmartCar Proceedings of the SPIE International Society for Optical Engineering Bellingham, WA 4023 2000
  17. Murphey , Y.L. , Milton , R. , and Kiliaris , L. Driver's Style Classification Using Jerk Analysis Computational Intelligence in Vehicles and Vehicular Systems, 2009. CIVVS'09. IEEE Workshop on IEEE Nashville, TN 2009
  18. Feng , F. , Bao , S. , Sayer , J.R. , Flannagan , C. et al. Can Vehicle Longitudinal Jerk be Used to Identify Aggressive Drivers? An Examination Using Naturalistic Driving Data Accident Analysis & Prevention 104 125 136 2017
  19. Li , N. , Jain , J.J. , and Busso , C. Modeling of Driver Behavior in Real World Scenarios Using Multiple Noninvasive Sensors IEEE Transactions on Multimedia 15 5 1213 1225 2013
  20. Kircher , K. , Ahlstrom , C. , and Kircher , A. Comparison of Two Eye-Gaze Based Real-Time Driver Distraction Detection Algorithms in a Small-Scale Field Operational Test Proceedings of the 5th International Symposium on Human Factors in Driver Assessment, Training and Vehicle Design Big Sky, MT 2009
  21. Schneegass , S. , Pfleging , B. , Broy , N. , Heinrich , F. et al. A Data Set of Real World Driving to Assess Driver Workload Proceedings of the 5th International Conference on Automotive User Interfaces and Interactive Vehicular Applications Eindhoven, Netherlands ACM 2013
  22. Fazeen , M. , Gozick , B. , Dantu , R. , Bhukhiya , M. et al. Safe Driving Using Mobile Phones IEEE Transactions on Intelligent Transportation Systems 13 3 1462 1468 2012
  23. Paefgen , J. , Kehr , F. , Zhai , Y. , and Michahelles , F. Driving Behavior Analysis with Smartphones: Insights from a Controlled Field Study Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia Ulm, Germany ACM 2012
  24. Araújo , R. , Igreja , Â. , de Castro , R. , and Araujo , R.E. Driving Coach: A Smartphone Application to Evaluate Driving Efficient Patterns Intelligent Vehicles Symposium (IV), 2012 IEEE Alcala de Henares, Spain IEEE 2012
  25. Mohan , P. , Padmanabhan , V.N. , and Ramjee , R. Nericell: Rich Monitoring of Road and Traffic Conditions Using Mobile Smartphones Proceedings of the 6th ACM Conference on Embedded Network Sensor Systems Raleigh, NC ACM 2008
  26. You , C.W. , Lane , N.D. , Chen , F. , Wang , R. et al. Carsafe app: Alerting Drowsy and Distracted Drivers Using Dual Cameras on smartphones International Conference on Mobile Systems, Applications, and Services Taipei, Taiwan ACM 2013
  27. Eren , H. , Makinist , S. , Akin , E. , and Yilmaz , A. Estimating Driving Behavior by a Smartphone Intelligent Vehicles Symposium (IV), 2012 IEEE Alcala de Henares, Spain IEEE 2012
  28. Johnson , D.A. and Trivedi , M.M. Driving Style Recognition Using a Smartphone as a Sensor Platform Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on IEEE Washington, DC 2011
  29. Castignani , G. , Derrmann , T. , Frank , R. , and Engel , T. Driver Behavior Profiling Using Smartphones: A Low-Cost Platform for Driver Monitoring IEEE Intelligent Transportation Systems Magazine 7 1 91 102 2015
  30. Zheng , Y. and Hansen , J.H.L. MobileUTDrive: An Android Portable Device Platform for In-Vehicle Driving Data Collection and Display FAST-zero'15: 3rd International Symposium on Future Active Safety Technology Toward Zero Traffic Accidents Göteborg, Sweden 2015
  31. Zheng , Y. , Shi , X. , Sathyanarayana , A. , Shokouhi , N. et al. In-Vehicle Speech Recognition and Tutorial Keywords Spotting for Novice Drivers' Performance Evaluation Intelligent Vehicles Symposium (IV), 2015 IEEE Las Palmas de Gran Canaria, Spain IEEE 2015
  32. Zheng , Y. , Shokouhi , N. , Thomsen , N. , Sathyanarayana , A. et al. Towards Developing a Distraction-Reduced Hands-Off Interactive Driving Experience using Portable Smart Devices SAE Technical Paper 2016-01-0140 2016 10.4271/2016-01-0140
  33. Zheng , Y. and Hansen , J.H. Unsupervised Driving Performance Assessment Using Free-Positioned Smartphones in Vehicles Intelligent Transportation Systems (ITSC), 2016 IEEE 19th International Conference on IEEE Rio de Janeiro, Brazil 2016
  34. Takeda , K. , Hansen , J.H.L. , Boyraz , P. , Malta , L. et al. International Large-Scale Vehicle Corpora for Research on Driver Behavior on the Road IEEE Transactions on Intelligent Transportation Systems 12 4 1609 1623 2011
  35. Angkititrakul , P. , Kwak , D. , Choi , S. , Kim , J. et al. Getting Start with UTDrive: Driver-Behavior Modeling and Assessment of Distraction for In-Vehicle Speech Systems Eighth Annual Conference of the International Speech Communication Association Antwerp, Belgium 2007
  36. Hansen , J.H.L. , Busso , C. , Zheng , Y. , and Sathyanarayana , A. Driver Modeling for Detection and Assessment of Driver Distraction: Examples from the UTDrive Test Bed Signal Processing Magazine IEEE 34 130 142 2017
  37. Zheng , Y. and Hansen , J.H.L. Lane-Change Detection from Steering Signal using Spectral Segmentation and Learning-based Classification IEEE Transactions on Intelligent Vehicles 2.1 14 24 2017

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