AUTOMATIC DIFFERENTIATION IN ODYSSEE

Citation
N. Rostaing et al., AUTOMATIC DIFFERENTIATION IN ODYSSEE, Tellus. Series A, Dynamic meteorology and oceanography, 45A(5), 1993, pp. 558-568
Citations number
NO
Categorie Soggetti
Oceanografhy,"Metereology & Atmospheric Sciences
ISSN journal
02806495
Volume
45A
Issue
5
Year of publication
1993
Pages
558 - 568
Database
ISI
SICI code
0280-6495(1993)45A:5<558:ADIO>2.0.ZU;2-F
Abstract
This paper describes the design of Odyssee, a system for FORTRAN progr ams manipulations and its application to automatic differentiation. Th e Odyssee system manipulates FORTRAN programs as symbolic objects. It is an open system built as a toolkit, written in a high-level programm ing language adapted to this purpose. The use of a variational method to perform data assimilation requires the computation of the gradient of a cost function represented by a large-size FORTRAN program. The us ual drawback in the reverse automatic differentiation method is the st orage requirement. The Odyssee system allows one to implement storage/ recomputation strategies in order to fit the needed compromizes. We pr esent the implementation of the strategy used in the weather forecasti ng ARPEGE/IFs project to produce the adjoint code from the code repres enting the numerical model. Odyssee produces the same code as the hand -written adjoint code for the ARPEGE/IFS project.