Discovering and Explaining Driver Behaviour under HoS Regulations

01/12/2023
by   Ignacio Vellido, et al.
0

World wide transport authorities are imposing complex Hours of Service regulations to drivers, which constraint the amount of working, driving and resting time when delivering a service. As a consequence, transport companies are responsible not only of scheduling driving plans aligned with laws that define the legal behaviour of a driver, but also of monitoring and identifying as soon as possible problematic patterns that can incur in costs due to sanctions. Transport experts are frequently in charge of many drivers and lack time to analyse the vast amount of data recorded by the onboard sensors, and companies have grown accustomed to pay sanctions rather than predict and forestall wrongdoings. This paper exposes an application for summarising raw driver activity logs according to these regulations and for explaining driver behaviour in a human readable format. The system employs planning, constraint, and clustering techniques to extract and describe what the driver has been doing while identifying infractions and the activities that originate them. Furthermore, it groups drivers based on similar driving patterns. An experimentation in real world data indicates that recurring driving patterns can be clustered from short basic driving sequences to whole drivers working days.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/08/2021

Deep Learning Approach for Aggressive Driving Behaviour Detection

Driving behaviour is one of the primary causes of road crashes and accid...
research
07/07/2020

TripMD: Driving patterns investigation via Motif Analysis

Processing driving data and investigating driving behavior has been rece...
research
08/27/2020

DMD: A Large-Scale Multi-Modal Driver Monitoring Dataset for Attention and Alertness Analysis

Vision is the richest and most cost-effective technology for Driver Moni...
research
10/18/2017

Transforming Speed Sequences into Road Rays on the Map with Elastic Pathing

Advances in technology have provided ways to monitor and measure driving...
research
12/12/2021

Secure Routine: A Routine-Based Algorithm for Drivers Identification

The introduction of Information and Communication Technology (ICT) in tr...
research
07/02/2020

Computational methods for cancer driver discovery: A survey

Motivation: Uncovering the genomic causes of cancer, known as cancer dri...
research
01/04/2019

Breaching the privacy of connected vehicles network

Connected Vehicles network is designed to provide a secure and private m...

Please sign up or login with your details

Forgot password? Click here to reset