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Filip Srajer, Zuzana Kukelova, Andrew Fitzgibbon
A benchmark of selected algorithmic differentiation tools on some problems in computer vision and machine learning
Article in Special issue of Optimization Methods & Software: Advances in Algorithmic Differentiation, Taylor & Francis, 2018
Tools:
Adept, ADiMat, ADOL-C, DiffSharp, TAPENADE, Theano
Klaus Röbenack, Kurt J. Reinschke
A efficient method to compute Lie derivatives and the observability matrix for nonlinear systems
Conference proceeding, Proc. 2000 International Symposium on Nonlinear Theory and its Applications (NOLTA'2000), Dresden, Sept. 17-21,
Application Area:
Control
Tools:
ADOL-C
R. M. Gower, M. P. Mello
A new framework for the computation of Hessians
Article in Optimization Methods and Software, 2012
Tools:
ADOL-C
Theory & Techniques:
Hessian
Andreas Griewank, David Juedes, Jean Utke
A Package for the Automatic Differentiation of Algorithms Written in C/C++. User Manual
Institute of Scientific Computing, Technical University of Dresden, 1996
Tools:
ADOL-C
Nikhil Arora, Lorenz T. Biegler
A trust region SQP algorithm for equality constrained parameter estimation with simple parameter bounds
Article in Computational Optimization and Applications, Springer, 2004
Application Area:
Chemistry
Tools:
ADOL-C
Theory & Techniques:
Hessian
Andreas Griewank, David Juedes, H. Mitev, Jean Utke, Olaf Vogel, Andrea Walther
ADOL-C: A Package for the Automatic Differentiation of Algorithms Written in C/C++
Institute of Scientific Computing, Technical University Dresden, 1999
Tools:
ADOL-C
Andreas Griewank, David Juedes, Jean Utke
Algorithm 755: ADOL-C: A Package for the Automatic Differentiation of Algorithms Written in C/ C++
Article in ACM Transactions on Mathematical Software, 1996
Tools:
ADOL-C
Theory & Techniques:
Hessian, Reverse Mode, Taylor Arithmetic, Forward Mode
Bradley M. Bell, James V. Burke
Algorithmic Differentiation of Implicit Functions and Optimal Values
Advances in Automatic Differentiation, Springer, 2008
Tools:
ADOL-C, CppAD
Theory & Techniques:
Fixpoint
Sebastian Schlenkrich, Andrea Walther, Andreas Griewank
Application of AD-based quasi-Newton-Methods to stiff ODEs
Automatic Differentiation: Applications, Theory, and Implementations, Springer, 2005
Application Area:
Ordinary Differential Equations
Tools:
ADOL-C
Wolfram Klein, Andrea Walther
Application of Techniques of Computational Differentiation to a Cooling System
Article in Optimization Methods and Software, 2000
Application Area:
Control
Tools:
ADOL-C, FADBAD/TADIFF
K. Röbenack
Automatic Differentiation and Nonlinear Controller Design by Exact Linearization
Article in Future Generation Computer Systems, 2005
Application Area:
Control
Tools:
ADOL-C
Theory & Techniques:
Taylor Arithmetic
Petre Enciu, Laurent Gerbaud, Frédéric Wurtz
Automatic Differentiation Applied for Optimization of Dynamical Systems
Conference proceeding, COMPUMAG 09, 17th Conference on the Computation of Electromagnetic Fields, 2009
Application Area:
Dynamical Systems, Electrical Engineering
Tools:
ADOL-C
P. Enciu, L. Gerbaud, F. Wurtz
Automatic Differentiation Applied for Optimization of Dynamical Systems
Article in IEEE Transactions on Magnetics, 2010
Application Area:
Dynamical Systems, Electrical Engineering
Tools:
ADOL-C
George F. Corliss, Andreas Griewank, Tom Robey, Steve Wright
Automatic Differentiation Applied to Unsaturated Flow --- ADOL--C Case Study
Mathematics and Computer Science Division, Argonne National Laboratory, 1992
Application Area:
Computational Fluid Dynamics
Tools:
ADOL-C
P. Enciu, F. Wurtz, L. Gerbaud, B. Delinchant
Automatic differentiation for electromagnetic models used in optimization
Article in COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, 2009
Application Area:
Electrical Engineering
Tools:
ADOL-C
Mark J. Huiskes
Automatic Differentiation for Modern Nonlinear Regression
Automatic Differentiation of Algorithms: From Simulation to Optimization, Springer, 2002
Application Area:
Uncertainty Analysis
Tools:
ADOL-C
Klaus Röbenack
Automatic Differentiation for Nonlinear Controller Design
Conference proceeding, Computational Science -- ICCS 2002, Proceedings of the International Conference on Computational Science, Amsterdam, The Netherlands, April 21--24, 2002. Part II, Springer, 2002
Application Area:
Control
Tools:
ADOL-C
Petre Enciu, Laurent Gerbaud, Frédéric Wurtz
Automatic differentiation for sensitivity calculation in electromagnetism: Application for optimization of a linear actuator
Article in IEEE Transactions on Magnetics, IEEE Magnetics Society, 2011
Application Area:
Electrical Engineering
Tools:
ADOL-C
N. Gauger, A. Walther, C. Moldenhauer, M. Widhalm
Automatic differentiation of an entire design chain with applications
Conference proceeding, New Results in Numerical and Experimental Fluid Mechanics VI, Springer, 2007
Application Area:
Computational Fluid Dynamics
Tools:
ADOL-C
Theory & Techniques:
Adjoint
K. Röbenack
Beobachterentwurf für nichtlineare Zustandssysteme mit Hilfe des Automatischen Differenzierens
Shaker-Verlag, 2003
Application Area:
Control
Tools:
ADOL-C
Theory & Techniques:
Taylor Arithmetic

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