Paper
2 May 2012 Uncertainty handling in geospatial data
Peter J. Doucette, Dennis J. Motsko, Matthew Sorensen, Devin A. White
Author Affiliations +
Abstract
The topic of data uncertainty handling is relevant to essentially any scientific activity that involves making measurements of real world phenomena. A rigorous accounting of uncertainty can be crucial to the decision-making process. The purpose of this paper is to provide a brief overview on select issues in handling uncertainty in geospatial data. We begin with photogrammetric concepts of uncertainty handling, followed by investigating uncertainty issues related to processing vector (object) representations of geospatial information. Suggestions are offered for enhanced modeling, visualization, and exploitation of local uncertainty information in applications such as fusion and conflation. Stochastic simulation can provide an effective approach to improve understanding of the consequences uncertainty propagation in common geospatial processes such as path finding. Future work should consider the development of standardized modeling techniques for stochastic simulation for more complex object data, to include spatial and attribute information.
© (2012) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Peter J. Doucette, Dennis J. Motsko, Matthew Sorensen, and Devin A. White "Uncertainty handling in geospatial data", Proc. SPIE 8396, Geospatial InfoFusion II, 83960H (2 May 2012); https://doi.org/10.1117/12.918538
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Cited by 1 scholarly publication.
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KEYWORDS
Data modeling

Stochastic processes

Roads

Error analysis

Image sensors

Sensors

Data fusion

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