DocumentCode :
2515502
Title :
Lane recognition for moving vehicles using multiple on-car RFID receiver antennas — Algorithm and its experimental results
Author :
Togashi, Hiroaki ; Borcea, Cristian ; Yamada, Shigeki
Author_Institution :
Dept. of Inf., Grad. Univ. for Adv. Studies (SOKENDAI), Tokyo, Japan
fYear :
2012
fDate :
3-7 June 2012
Firstpage :
975
Lastpage :
981
Abstract :
Accurate lane recognition for moving vehicles is important for lane keeping and lane changing assistance systems. Additionally, this information could be leveraged by Intelligent Transportation Systems to suggest lane changes for improved traffic load balancing across lanes. This paper presents a position estimation algorithm for moving vehicles based on RFID (Radio Frequency Identification) active sensors placed on roadsides and lane boundaries, and multiple on-car RFID receiver antennas. To improve localization accuracy, the algorithm proposes two novel ideas: (1) compute pair-wise position estimates using the RSSI (Received Signal Strength Indication) of all pairs of signals received from RFIDs, and (2) compute the final position as a weighted average of these pair-wise estimates using a dynamic weighting function that assigns higher weights to positions estimated based on closer RFIDs. The results from our field experiments indicate that the proposed method achieves 0.7-meter localization accuracy when RFIDs are placed at 0.5-meter intervals and a vehicle has 8 antennas. This accuracy allows a moving vehicle to recognize which lane it is in. The localization accuracy of the proposed method was found to be mostly stable for any type of road shape and any number of lanes. A further 14% accuracy improvement is achieved when RFIDs are placed at 0.25-meter intervals and the RFIDs located farther than 30-meter are excluded from computation.
Keywords :
automated highways; automobiles; object recognition; pose estimation; radiofrequency identification; receiving antennas; road traffic; RFID active sensors; RSSI; dynamic weighting function; intelligent transportation systems; lane boundaries; lane changing assistance systems; lane keeping; lane recognition; localization accuracy; moving vehicles; multiple on-car RFID receiver antennas; pair-wise position estimate computation; position estimation algorithm; radio frequency identification; received signal strength indication; roadsides; traffic load balancing; Accuracy; Estimation; Radiofrequency identification; Receiving antennas; Roads; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2012 IEEE
Conference_Location :
Alcala de Henares
ISSN :
1931-0587
Print_ISBN :
978-1-4673-2119-8
Type :
conf
DOI :
10.1109/IVS.2012.6232139
Filename :
6232139
Link To Document :
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