Behavior monitoring using learning techniques and regular-expressions-based pattern matching

Simple item page
dc.contributor.authorShin, Hyosang
dc.contributor.authorTurchi, Dario
dc.contributor.authorHe, Shaoming
dc.contributor.authorTsourdos, Antonios
dc.date.accessioned2019-01-07T14:42:07Z
dc.date.available2019-01-07T14:42:07Z
dc.date.issued2018-08-02
dc.description.abstractThis paper addresses the problem of maneuver recognition and behavior anomaly detection for generic targets by means of pattern matching techniques. The problem analysis is performed making specific reference to moving vehicles in a multi-lane road scenario, but the proposed technique can be easily extended to significantly different monitoring contexts. The potential extensions include, but are not limited to, public surveillance in train station or airport, road incidents and relative precursors detection, and vehicle trajectories monitoring. The overall proposed solution consists of a trajectory analysis tool and a string-matching method. This allows the integration of two different approaches, to detect both a priori defined patterns of interest and generic maneuver/behavior standing out from those regularly exhibited. The proposed string matching algorithm is newly developed in this paper, based on Regular Expressions. For generating reference patterns, a technique for the automatic definition of a dictionary of regular expressions matching the commonly observed target maneuvers is developed. The advantages of the proposed approach are extensively analyzed and tested by means of numerical simulations and experiments.en_UK
dc.identifier.citationHyo-sang Shin, Dario Turchi, Shaoming He and Antonios Tsourdos. Behavior monitoring using learning techniques and regular-expressions-based pattern matching. IEEE Transactions on Intelligent Transportation Systems, Volume 20, Issue 4, 2019en_UK
dc.identifier.cris21248623
dc.identifier.issn1524-9050
dc.identifier.urihttps://doi.org/10.1109/TITS.2018.2849266
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/13789
dc.language.isoenen_UK
dc.publisherIEEEen_UK
dc.rightsAttribution-NonCommercial 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/*
dc.subjectMonitoringen_UK
dc.subjectpattern matchingen_UK
dc.subjectregular-expressionen_UK
dc.subjectdictionary learningen_UK
dc.titleBehavior monitoring using learning techniques and regular-expressions-based pattern matchingen_UK
dc.typeArticleen_UK

Files

Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
IF_BehaviourMonitoring_using_RD_final_rev_version.pdf
Size:
8.17 MB
Format:
Adobe Portable Document Format
Description:
Download
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.63 KB
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

Staff publications (SATM)