TY - GEN
T1 - A clustering based methodology for determining the optimal roadway configuration of detectors for travel time estimation
AU - Bartin, Bekir
AU - Ozbay, Kaan
AU - Iyigun, Cem
PY - 2006
Y1 - 2006
N2 - This paper deals with the problem of finding the optimal roadway segment configuration for road-based surveillance technologies to estimate route travel times accurately. This problem is inherently a space discretization problem regardless of which travel time estimation function is used. The ad-hoc solution to this problem is the equidistant segment configuration, such as every half-mile, every one-mile. It is shown in this paper that the space discretization problem can be expressed as the common clustering problem. The novelty of the proposed approach is the use of preliminary vehicle trajectory data to obtain statistically significant traffic regime at the study route. Clustering of sample space-time trajectory data is proposed as a viable methodology for solving the optimal roadway segment configuration problem.
AB - This paper deals with the problem of finding the optimal roadway segment configuration for road-based surveillance technologies to estimate route travel times accurately. This problem is inherently a space discretization problem regardless of which travel time estimation function is used. The ad-hoc solution to this problem is the equidistant segment configuration, such as every half-mile, every one-mile. It is shown in this paper that the space discretization problem can be expressed as the common clustering problem. The novelty of the proposed approach is the use of preliminary vehicle trajectory data to obtain statistically significant traffic regime at the study route. Clustering of sample space-time trajectory data is proposed as a viable methodology for solving the optimal roadway segment configuration problem.
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U2 - 10.1109/itsc.2006.1706817
DO - 10.1109/itsc.2006.1706817
M3 - Conference contribution
AN - SCOPUS:41849105764
SN - 1424400945
SN - 9781424400942
T3 - IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC
SP - 659
EP - 664
BT - Proceedings of ITSC 2006
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - ITSC 2006: 2006 IEEE Intelligent Transportation Systems Conference
Y2 - 17 September 2006 through 20 September 2006
ER -