Abstract
Trajectories based on GPS tracks have been studied for a number of years but only to a limited degree been used for analyzing and monitoring traffic. This paper shows how novel and important information about traffic can be computed from trajectories. Concretely the paper proposes to compute the central metric free-flow speed from trajectories, instead of using point-based measurements such as induction-loops. This free-flow speed is widely used to compute and monitor the congestion level. The paper argues that the actual travel-time is a more accurate metric. The paper suggests a novel approach to analyzing individual intersections that enables traffic analysts to compute queue lengths and estimated time to pass an intersection. Finally, the paper uses associative rule mining for evaluating green waves on road stretches. Such information can be used to verify that signalized intersections are correctly coordinated, and navigational device manufacturers to advice drivers in real-time on expected behavior of signalized intersections. The main conclusion is that trajectories can provide novel insight into the actual traffic situation that is not possible using existing approaches. Further, extracting this information requires no expensive changes to the road-network infrastructure, which is a problem with the technologies currently used.
Original language | English |
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Title of host publication | 3rd ACM SIGSPATIAL International Workshop on GeoStreaming (IWGS) 2012 |
Number of pages | 8 |
Publisher | Association for Computing Machinery |
Publication date | 6 Nov 2012 |
Edition | 3 |
Pages | 32-39 |
ISBN (Print) | 978-1-4503-1695-8 |
DOIs | |
Publication status | Published - 6 Nov 2012 |
Event | 3rd ACM SIGSPATIAL International Workshop on GeoStreaming (IWGS) 2012 - Redondo Beach, California, United States Duration: 6 Nov 2012 → 6 Nov 2012 Conference number: 3rd |
Conference
Conference | 3rd ACM SIGSPATIAL International Workshop on GeoStreaming (IWGS) 2012 |
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Number | 3rd |
Country/Territory | United States |
City | Redondo Beach, California |
Period | 06/11/2012 → 06/11/2012 |
Bibliographical note
Received IWGS Best Paper AwardKeywords
- trajectories
- traffic analysis
- spatio-temporal data-mining
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Dive into the research topics of 'Trajectories for Novel and Detailed Traffic Information'. Together they form a unique fingerprint.Prizes
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Best Paper Award
Krogh, Benjamin Bjerre (Recipient), Andersen, Ove (Recipient) & Torp, Kristian (Recipient), 2012
Prize: Conference prizes