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What color is your Jacobian? Graph coloring for computing derivatives
Graph coloring has been employed since the 1980s to efficiently compute sparse Jacobian
and Hessian matrices using either finite differences or automatic differentiation. Several …
and Hessian matrices using either finite differences or automatic differentiation. Several …
A bibliography of automatic differentiation
A bibliography of automatic differentiation Page 325 A Bibliography of Automatic Differentiation
H. Martin Bücker1 and George F. Corliss2 1 Institute for Scientific Computing, RWTH Aachen …
H. Martin Bücker1 and George F. Corliss2 1 Institute for Scientific Computing, RWTH Aachen …
An example of an automatic differentiation-based modelling system
We present a prototype of a Carbon Cycle Data Assimilation System (CCDAS), which is
composed of a terrestrial biosphere model (BETHY) coupled to an atmospheric transport …
composed of a terrestrial biosphere model (BETHY) coupled to an atmospheric transport …
Numerical solution of optimal control problems with implicitly defined discontinuities with applications in engineering
U Brandt-Pollmann - 2004 - archiv.ub.uni-heidelberg.de
In the thesis on hand we treat optimal control problems for implicitly discontinuous
dynamical processes. We give a general model formulation which includes implicitly given …
dynamical processes. We give a general model formulation which includes implicitly given …
[LLIBRE][B] Structured automatic differentiation
A Verma - 1998 - search.proquest.com
Structured automatic differentiation Structured automatic differentiation Abstract Differentiation
is one of the fundamental problems in numerical mathematics. The solution of many …
is one of the fundamental problems in numerical mathematics. The solution of many …
Model studies on the response of the terrestrial carbon cycle to climate change and variability
M Scholze - 2003 - pure.mpg.de
The first part of this thesis describes the further development of a dynamic global vegetation
model, LPJ, and its application to selected scientific questions. LPJ has been extended to …
model, LPJ, and its application to selected scientific questions. LPJ has been extended to …
Sparsity issues in the computation of Jacobian matrices
The knowledge of sparsity information plays an important role in efficient determination of
sparse Jacobian matrices. In a recent work, we have proposed sparsity-exploiting …
sparse Jacobian matrices. In a recent work, we have proposed sparsity-exploiting …
Automatic sparsity detection implemented as a source-to-source transformation
R Giering, T Kaminski - International conference on computational science, 2006 - Springer
Abstract An implementation of Automatic Sparsity Detection (ASD) as a new source-to-
source transformation is presented. Given a code for evaluation of a function, ASD …
source transformation is presented. Given a code for evaluation of a function, ASD …
Reducing the number of AD passes for computing a sparse Jacobian matrix
S Hossain, T Steihaug - 2002 - Springer
A reduction in the computational work is possible if we do not require that the nonzeros of a
Jacobian matrix be determined directly. If a column or row partition is available, the …
Jacobian matrix be determined directly. If a column or row partition is available, the …
Sparse Jacobian computation in automatic differentiation by static program analysis
M Tadjouddine, F Eyssette, C Faure - International Static Analysis …, 1998 - Springer
A major dificulty in quickly computing Jacobians by Automatic Differentiation is to deal with
the nonzero structures of sparse matrices. We propose to detect the sparsity structure of …
the nonzero structures of sparse matrices. We propose to detect the sparsity structure of …