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Conference International Conference on Automatic Differentiation (4th : 2004 : Chicago, Ill.)
Title Automatic differentiation : applications, theory and implementations / Martin Bucker [and others].
Imprint Berlin ; New York : Springer, 2006.

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Conference International Conference on Automatic Differentiation (4th : 2004 : Chicago, Ill.)
Series Lecture notes in computational science and engineering ; v. 50
Lecture notes in computational science and engineering ; v. 50.
Subject Differential calculus -- Data processing -- Congresses.
Differential-difference equations -- Data processing -- Congresses.
Alt Name Bücker, Martin.
Description 1 online resource (xvii, 361 pages) : illustrations.
polychrome rdacc
Note "The Fourth International Conference on Automatic Differentiation was held July 20-23 in Chicago, Illinois"--Preface.
Bibliography Note Includes bibliographical references (pages 321-354) and index.
Summary "This collection covers the state of the art in automatic differentiation theory and practice. Practitioners and students will learn about advances in automatic differentiation techniques and strategies for the implementation of robust and powerful tools. Computational scientists and engineers will benefit from the discussion of applications, which provide insight into effective strategies for using automatic differentiation for design optimization, sensitivity analysis, and uncertainty quantification."--Jacket.
Contents Perspectives on Automatic Differentiation: Past, Present, and Future? -- Backwards Differentiation in AD and Neural Nets: Past Links and New Opportunities -- Solutions of ODEs with Removable Singularities -- Automatic Propagation of Uncertainties -- High-Order Representation of Poincaree Maps -- Computation of Matrix Permanent with Automatic Differentiation -- Computing Sparse Jacobian Matrices Optimally -- Application of AD-based Quasi-Newton Methods to Stiff ODEs -- Reduction of Storage Requirement by Checkpointing for Time-Dependent Optimal Control Problems in ODEs -- Improving the Performance of the Vertex Elimination Algorithm for Derivative Calculation -- Flattening Basic Blocks -- The Adjoint Data-Flow Analyses: Formalization, Properties, and Applications -- Semiautomatic Differentiation for Efficient Gradient Computations -- Computing Adjoints with the NAGWare Fortran 95 Compiler -- Transforming Equation-Based Models in Process Engineering -- Extension of TAPENADE toward Fortran 95 -- A Macro Language for Derivative Definition in ADiMat -- Simulation and Optimization of the Tevatron Accelerator -- Periodic Orbits of Hybrid Systems and Parameter Estimation via AD -- Implementation of Automatic Differentiation Tools for Multicriteria IMRT Optimization -- Application of Targeted Automatic Differentiation to Large-Scale Dynamic Optimization -- Automatic Differentiation: A Tool for Variational Data Assimilation and Adjoint Sensitivity Analysis for Flood Modeling -- Development of an Adjoint for a Complex Atmospheric Model, the ARPS, using TAF -- Tangent Linear and Adjoint Versions of NASA/GMAO's Fortran 90 Global Weather Forecast Model -- Efficient Sensitivities for the Spin-Up Phase -- Streamlined Circuit Device Model Development with fREEDAR and ADOL-C -- Adjoint Differentiation of a Structural Dynamics Solver -- A Bibliography of Automatic Differentiation.
Note Print version record.
ISBN 9783540284383
3540284389
3540284036 (Paper)
9783540284031 (Paper)
6610460949
9786610460946
ISBN/ISSN 9783540284031
10.1007/3-540-28438-9
OCLC # 262692504
Additional Format Print version: International Conference on Automatic Differentiation (4th : 2004 : Chicago, Ill.). Automatic differentiation. Berlin ; New York : Springer, 2006 3540284036 9783540284031 (DLC) 2005934452 (OCoLC)62089526


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