|
Title: Heuristic Data Enhancement Method for Probe-Based Traffic Monitoring System
Accession Number: 01152535
Record Type: Component
Availability: Transportation Research Board Business Office 500 Fifth Street, NW Abstract: Probe-based real-time traffic monitoring systems, such as Wireless Location Technology and probe car GPS-based systems, have become increasingly attractive as a cost-effective alternative to traditional loop-detector and other fixed detection technologies. In order to enhance traffic operations control room monitoring capabilities, however, probe-based systems must be capable of providing reliable link speed information during short-term non-free flow conditions such as traffic incidents and severe weather events. This paper describes a heuristic data enhancement algorithm that takes probe-based system measurements as input and generates a real-time output stream that provides a more accurate trace of ongoing event conditions. The data enhancement algorithm detects an unplanned event by seeking traffic speed measurements beyond the pre-defined speed threshold from a calculated reference speed. A variable event clearance window is then established by checking the number of low-speed event data points over the last two hours and the length of time from the start of the current event. Within the variable length event clearance window, the last trusted non-free flow traffic speed will be reported instead of un-trusted free flow system measurements. The enhanced measurements provide a more faithful representation of the continuous impact of the event when compared to ground truth data.
Monograph Title: Monograph Accession #: 01147878
Report/Paper Numbers: 10-2909
Language: English
Corporate Authors: Transportation Research Board 500 Fifth Street, NW Authors: Fang, JieParker, StevenRan, BinNoyce, David ABeekman, DeanPagination: 20p
Publication Date: 2010
Conference:
Transportation Research Board 89th Annual Meeting
Location:
Washington DC, United States Media Type: DVD
Features: Figures
(7)
; References
(9)
; Tables
(2)
TRT Terms: Subject Areas: Data and Information Technology; Highways; I71: Traffic Theory
Source Data: Transportation Research Board Annual Meeting 2010 Paper #10-2909
Files: BTRIS, TRIS, TRB
Created Date: Jan 25 2010 11:25AM
|