Finding manoeuvre motifs in vehicle telematics

@article{Silva2020FindingMM,
  title={Finding manoeuvre motifs in vehicle telematics},
  author={M. I. Silva and R. Henriques},
  journal={Accident; analysis and prevention},
  year={2020},
  volume={138},
  pages={
          105467
        }
}
  • M. I. Silva, R. Henriques
  • Published 2020
  • Computer Science, Engineering, Mathematics, Medicine
  • Accident; analysis and prevention
  • Driving behaviour has a great impact on road safety. A popular way of analysing driving behaviour is to move the focus to the manoeuvres as they give useful information about the driver who is performing them. In this paper, we investigate a new way of identifying manoeuvres from vehicle telematics data, through motif detection in time-series. We implement a modified version of the Extended Motif Discovery (EMD) algorithm, a classical variable-length motif detection algorithm for time-series… CONTINUE READING
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    References

    SHOWING 1-10 OF 39 REFERENCES
    A smartphone based technique to monitor driving behavior using DTW and crowdsensing
    • 25
    Driver's style classification using jerk analysis
    • 142
    Feature abstraction for driver behaviour detection with stacked sparse auto-encoders
    • 6
    What factors influence drivers' response time for evasive maneuvers in real traffic?
    • M. Dozza
    • Engineering, Medicine
    • Accident; analysis and prevention
    • 2013
    • 62
    Driving style recognition using a smartphone as a sensor platform
    • D. A. Johnson, M. Trivedi
    • Engineering, Computer Science
    • 2011 14th International IEEE Conference on Intelligent Transportation Systems (ITSC)
    • 2011
    • 534
    • PDF
    Manoeuvre segmentation using smartphone sensors
    • 7
    A Real-Time Multi-scale Vehicle Detection and Tracking Approach for Smartphones
    • 16
    • PDF
    DriveSafe: An app for alerting inattentive drivers and scoring driving behaviors
    • 120
    • PDF
    Need data for driver behaviour analysis? Presenting the public UAH-DriveSet
    • 56
    • PDF