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Published on: June 4, 2020
Quantifying Distance Overestimation From Global Positioning System in Urban Spaces.
Stephen J Mooney1, Daniel M Sheehan1, Garazi Zulaika1
1Stephen J. Mooney, Daniel M. Sheehan, Garazi Zulaika, Andrew G. Rundle, and Gina Schellenbaum Lovasi are with Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY. Kevin McGill is with State University of New York at New Paltz. Melika R. Behrooz is with Barnard College, New York.
Global Positioning System (GPS) distance measurements in New York City are inaccurate, overestimating distances in areas with tall buildings and dense tree canopy. This impacts travel mode identification in urban research.
Area of Science:
- Geographic Information Systems (GIS)
- Spatial Analysis
- Urban Planning
Background:
- Global Positioning System (GPS) technology is widely used for tracking movement and inferring travel behavior.
- Accuracy of GPS-derived distance measurements can be affected by environmental factors, particularly in complex urban settings.
Purpose of the Study:
- To evaluate the accuracy of distance measurements calculated from GPS data in New York City.
- To determine the influence of urban environmental factors, such as building height and tree canopy cover, on GPS distance accuracy.
Main Methods:
- Structured walks were conducted in areas with varying building heights and tree canopy cover using GPS data loggers.
- Distances were computed using both straight-line (GIS-measured) and cumulative waypoint (GPS-measured) methods.
- ArcGIS software was utilized for walk selection and distance computation.
Main Results:
- GPS-measured distances significantly overestimated actual distances, especially in areas with high building height (median 97% overestimate) compared to low building height (14%).
- Higher tree canopy cover also led to increased GPS distance overestimates (43% for high vs. 28% for low).
Conclusions:
- The accuracy of GPS-derived distances is compromised in urban environments with significant building height and tree canopy.
- Algorithms relying on GPS distances for inferring speed or travel mode may introduce systematic errors, leading to misclassification of trips.
- Researchers should consider alternative methods for travel mode identification in urban studies due to GPS inaccuracies.
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