dc.contributor.author | Butakov, V. A. | en |
dc.contributor.author | Ioannou, Petros A. | en |
dc.creator | Butakov, V. A. | en |
dc.creator | Ioannou, Petros A. | en |
dc.date.accessioned | 2019-12-02T10:34:09Z | |
dc.date.available | 2019-12-02T10:34:09Z | |
dc.date.issued | 2014 | |
dc.identifier.issn | 1524-9050 | |
dc.identifier.uri | http://gnosis.library.ucy.ac.cy/handle/7/56559 | |
dc.description.abstract | It is well known that not all drivers drive the same and that the same driver has different driving characteristics with different vehicles. Identifying the characteristics that are unique to each driver/vehicle response opens the way for more personalized and accurate driver assistance systems. In this paper, we consider the problem of identifying the driver/vehicle characteristics by processing real-time driving response data. We propose the use of a Gaussian mixture model combined with the knowledge of dynamic characteristics modeled as probability distributions together with additional logic and appropriate thresholds in order to implement a real-time driver/vehicle response diagnostics system. We focus our efforts on the vehicle-following part of driving. The system is tested on a customized vehicle using different drivers under different driving conditions. We demonstrated that the system can distinguish between different drivers and can classify driver aggressiveness during vehicle following. © 2000-2011 IEEE. | en |
dc.source | IEEE Transactions on Intelligent Transportation Systems | en |
dc.source.uri | https://www.scopus.com/inward/record.uri?eid=2-s2.0-84907499525&doi=10.1109%2fTITS.2014.2305735&partnerID=40&md5=def6b4b7d81bbc35012c89dad868b86f | |
dc.subject | Vehicle following | en |
dc.subject | Gaussian Mixture Model | en |
dc.subject | Driver monitoring | en |
dc.subject | driver/vehicle response | en |
dc.subject | Gaussian mixture model (GMM) | en |
dc.subject | Real-time experiment | en |
dc.subject | real-time experiments | en |
dc.title | Driver/vehicle response diagnostic system for the vehicle-following case | en |
dc.type | info:eu-repo/semantics/article | |
dc.identifier.doi | 10.1109/TITS.2014.2305735 | |
dc.description.volume | 15 | |
dc.description.issue | 5 | |
dc.description.startingpage | 1947 | |
dc.description.endingpage | 1957 | |
dc.author.faculty | Σχολή Θετικών και Εφαρμοσμένων Επιστημών / Faculty of Pure and Applied Sciences | |
dc.author.department | Τμήμα Μαθηματικών και Στατιστικής / Department of Mathematics and Statistics | |
dc.type.uhtype | Article | en |
dc.description.notes | <p>Cited By :3</p> | en |
dc.source.abbreviation | IEEE Trans.Intell.Transp.Syst. | en |
dc.contributor.orcid | Ioannou, Petros A. [0000-0001-6981-0704] | |
dc.gnosis.orcid | 0000-0001-6981-0704 | |