What color is your Jacobian? Graph coloring for computing derivatives

AH Gebremedhin, F Manne, A Pothen - SIAM review, 2005 - SIAM
Graph coloring has been employed since the 1980s to efficiently compute sparse Jacobian
and Hessian matrices using either finite differences or automatic differentiation. Several …

A bibliography of automatic differentiation

HM Bucker, GF Corliss, PD Hovland… - LECTURE NOTES IN …, 2006 - Springer
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 …

An example of an automatic differentiation-based modelling system

T Kaminski, R Giering, M Scholze, P Rayner… - … Science and Its …, 2003 - Springer
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 …

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 …

[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 …

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 …

Sparsity issues in the computation of Jacobian matrices

S Hossain, T Steihaug - … of the 2002 international symposium on …, 2002 - dl.acm.org
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 …

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 …

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 …

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 …