PARALLEL-PROCESSING OF SPATIAL STATISTICS

Citation
Mp. Armstrong et al., PARALLEL-PROCESSING OF SPATIAL STATISTICS, Computers & geosciences, 20(2), 1994, pp. 91-104
Citations number
24
Categorie Soggetti
Mathematical Method, Physical Science","Geosciences, Interdisciplinary","Computer Science Interdisciplinary Applications
Journal title
ISSN journal
00983004
Volume
20
Issue
2
Year of publication
1994
Pages
91 - 104
Database
ISI
SICI code
0098-3004(1994)20:2<91:POSS>2.0.ZU;2-L
Abstract
The computational intensity of spatial statistics, including measures of spatial association, has hindered their application to large empiri cal data sets. Computing environments using parallel processing have t he potential to eliminate this problem. In this paper, we develop a me thod for processing a computationally intensive measure of spatial ass ociation (G) in parallel and present the performance enhancements obta ined. Timing results are presented for a single processor and for 2-14 parallel processors operating on data sets containing 256-1600 point observations. The results indicate that significant improvements in pr ocessing time can be achieved using parallel architectures.