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Efficient flow computation on massive grid terrain datasets

Publication ,  Journal Article
Arge, L; Chase, JS; Halpin, P; Toma, L; Vitter, JS; Urban, D; Wickremesinghe, R
Published in: GeoInformatica
December 1, 2003

As detailed terrain data becomes available. GIS terrain applications target larger geographic areas at finer resolutions. Processing the massive datasets involved in such applications presents significant challenges to GIS systems and demands algorithms that are optimized for both data movement and computation. In this paper we present efficient algorithms for flow routing on massive grid terrain datasets, extending our previous work on flow accumulation. Our algorithms are developed in the framework of external memory algorithms and use I/O-techniques to achieve efficiency. We have implemented the algorithms in the Terraflow system, which is the first comprehensive terrain flow software system designed and optimized for massive data. We compare the performance of Terraflow with that of state-of-the-art commercial and open-source GIS systems. On large terrains, Terraflow outperforms existing systems by a factor of 2 to 1,000, and is capable of solving problems no system was previously able to solve.

Duke Scholars

Published In

GeoInformatica

DOI

ISSN

1384-6175

Publication Date

December 1, 2003

Volume

7

Issue

4

Start / End Page

283 / 313

Related Subject Headings

  • Geological & Geomatics Engineering
  • 3704 Geoinformatics
  • 0909 Geomatic Engineering
  • 0499 Other Earth Sciences
  • 0406 Physical Geography and Environmental Geoscience
 

Citation

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Arge, L., Chase, J. S., Halpin, P., Toma, L., Vitter, J. S., Urban, D., & Wickremesinghe, R. (2003). Efficient flow computation on massive grid terrain datasets. GeoInformatica, 7(4), 283–313. https://doi.org/10.1023/A:1025526421410
Arge, L., J. S. Chase, P. Halpin, L. Toma, J. S. Vitter, D. Urban, and R. Wickremesinghe. “Efficient flow computation on massive grid terrain datasets.” GeoInformatica 7, no. 4 (December 1, 2003): 283–313. https://doi.org/10.1023/A:1025526421410.
Arge L, Chase JS, Halpin P, Toma L, Vitter JS, Urban D, et al. Efficient flow computation on massive grid terrain datasets. GeoInformatica. 2003 Dec 1;7(4):283–313.
Arge, L., et al. “Efficient flow computation on massive grid terrain datasets.” GeoInformatica, vol. 7, no. 4, Dec. 2003, pp. 283–313. Scopus, doi:10.1023/A:1025526421410.
Arge L, Chase JS, Halpin P, Toma L, Vitter JS, Urban D, Wickremesinghe R. Efficient flow computation on massive grid terrain datasets. GeoInformatica. 2003 Dec 1;7(4):283–313.
Journal cover image

Published In

GeoInformatica

DOI

ISSN

1384-6175

Publication Date

December 1, 2003

Volume

7

Issue

4

Start / End Page

283 / 313

Related Subject Headings

  • Geological & Geomatics Engineering
  • 3704 Geoinformatics
  • 0909 Geomatic Engineering
  • 0499 Other Earth Sciences
  • 0406 Physical Geography and Environmental Geoscience