Title :
Multi-vehicle convoy analysis based on ANPR data
Author :
Homayounfar, A. ; Ho, Anthony T. S. ; Zhu, N. ; Head, G. ; Palmer, P.
Author_Institution :
Dept. of Comput., Univ. of Surrey, Guildford, UK
Abstract :
This paper focuses on the development and novel application of data mining techniques for convoy analysis of vehicles based on the automatic number plate recognition (ANPR) system. The amount of ANPR data captured daily by traffic cameras in the road networks is very substantial. Data mining techniques are commonly used to extract relevant information and to reduce the amount of data processing and storage. In this paper, we apply data clustering techniques to extract relevant traffic patterns from the ANPR data to detect and identify unusual patterns and irregular behaviour of multi-vehicle convoy activities.
Keywords :
data mining; object recognition; pattern clustering; road vehicles; traffic engineering computing; ANPR data; automatic number plate recognition; data clustering; data mining; multivehicle convoy analysis; road networks; traffic cameras; traffic patterns; unusual pattern detection; unusual pattern identification; ANPR; Benford´s Law; Convoy Analysis; Data Mining; Encryption;
Conference_Titel :
Imaging for Crime Detection and Prevention 2011 (ICDP 2011), 4th International Conference on
Conference_Location :
London
Electronic_ISBN :
978-1-84919-565-2
DOI :
10.1049/ic.2011.0135