TripMD: Driving patterns investigation via motif analysis
作者:
Highlights:
• TripMD is proposed as a system to explore driving behavior.
• TripMD is a motif extraction and summarization system tailored for driving analysis.
• The system is capable of extracting a rich set of driving patterns.
• The system provides a space-efficient visualization of the main driving patterns.
• The system can identify the driving behavior of an unknown driver from other drivers.
摘要
•TripMD is proposed as a system to explore driving behavior.•TripMD is a motif extraction and summarization system tailored for driving analysis.•The system is capable of extracting a rich set of driving patterns.•The system provides a space-efficient visualization of the main driving patterns.•The system can identify the driving behavior of an unknown driver from other drivers.
论文关键词:Driving behaviors,Road safety,Motif discovery,Acceleration,Sensors,Time-series
论文评审过程:Received 7 July 2020, Revised 28 June 2021, Accepted 29 June 2021, Available online 7 July 2021, Version of Record 15 July 2021.
论文官网地址:https://doi.org/10.1016/j.eswa.2021.115527