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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
Washington, DC 20001 United States

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 Accession #:

01147878

Report/Paper Numbers:

10-2909

Language:

English

Corporate Authors:

Transportation Research Board

500 Fifth Street, NW
Washington, DC 20001 United States

Authors:

Fang, Jie
Parker, Steven
Ran, Bin
Noyce, David A
Beekman, Dean

Pagination:

20p

Publication Date:

2010

Conference:

Transportation Research Board 89th Annual Meeting

Location: Washington DC, United States
Date: 2010-1-10 to 2010-1-14
Sponsors: Transportation Research Board

Media Type:

DVD

Features:

Figures (7) ; References (9) ; Tables (2)

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