Parallelization in a spatially explicit individual-based ecological model—1. Spatial data interpolation

In this paper, we compare parallel implementations for spatial data interpolation on two parallel computers, MasPar MP-2 and CM-5, with the sequential implementations on a serial computer, SUN SPARCStation 20/61. Performance statistics indicate that: (1) parallel implementations can attain significa...

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Vydané v:Computers & geosciences Ročník 23; číslo 3; s. 293 - 304
Hlavní autori: Luh, Hang-Kwang, Abbott, Catherine A., Berry, Michael W., Comiskey, E.Jane, Dempsey, John C., Gross, Louis J.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Ltd 01.04.1997
Predmet:
Bilinear
CM-5
Ecology
Knowledge-based
MasPar MP-2
Parallel computer
Spatial data interpolation
Knowledge-based
MasPar MP-2
Spatial data interpolation
Ecology
Parallel computer
CM-5
Bilinear
ISSN:0098-3004, 1873-7803
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Shrnutí:In this paper, we compare parallel implementations for spatial data interpolation on two parallel computers, MasPar MP-2 and CM-5, with the sequential implementations on a serial computer, SUN SPARCStation 20/61. Performance statistics indicate that: (1) parallel implementations can attain significant speed improvements over sequential implementations in a long-term simulation (above 100 time steps); (2) a data parallel algorithm using the local map method performs better than the partitioned map method on the MasPar MP-2, but there is no significant difference between them on the CM-5; and (3) for the particular problem of spatial data interpolation, the SIMD parallel computer (the MasPar MP-2 with 4096 processor elements) performs better than the MIMD parallel computer (the CM-5 with 32 parallel processing nodes).
ISSN:0098-3004
1873-7803
DOI:10.1016/S0098-3004(96)00091-X