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Driver and Path Detection through Time-Series Classification
Joint Authors
Bernardi, Mario Luca
Cimitile, Marta
Martinelli, Fabio
Mercaldo, Francesco
Source
Journal of Advanced Transportation
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-20, 20 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-03-22
Country of Publication
Egypt
No. of Pages
20
Main Subjects
Abstract EN
Driver identification and path kind identification are becoming very critical topics given the increasing interest of automobile industry to improve driver experience and safety and given the necessity to reduce the global environmental problems.
Since in the last years a high number of always more sophisticated and accurate car sensors and monitoring systems are produced, several proposed approaches are based on the analysis of a huge amount of real-time data describing driving experience.
In this work, a set of behavioral features extracted by a car monitoring system is proposed to realize driver identification and path kind identification and to evaluate driver’s familiarity with a given vehicle.
The proposed feature model is exploited using a time-series classification approach based on a multilayer perceptron (MLP) network to evaluate their effectiveness for the goals listed above.
The experiment is done on a real dataset composed of totally 292 observations (each observation consists of a given person driving a given car on a predefined path) and shows that the proposed features have a very good driver and path identification and profiling ability.
American Psychological Association (APA)
Bernardi, Mario Luca& Cimitile, Marta& Martinelli, Fabio& Mercaldo, Francesco. 2018. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
Modern Language Association (MLA)
Bernardi, Mario Luca…[et al.]. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation No. 2018 (2018), pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
American Medical Association (AMA)
Bernardi, Mario Luca& Cimitile, Marta& Martinelli, Fabio& Mercaldo, Francesco. Driver and Path Detection through Time-Series Classification. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-20.
https://search.emarefa.net/detail/BIM-1180971
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1180971