Expression templates for primal value taping in the reverse mode of algorithmic differentiation

DOI10.1080/10556788.2018.1471140zbMath1401.65164OpenAlexW2803597358WikidataQ129821237 ScholiaQ129821237MaRDI QIDQ4685606

Max Sagebaum, Tim Albring, Nicolas R. Gauger

Publication date: 9 October 2018

Published in: Optimization Methods and Software (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/10556788.2018.1471140

zbMATH Keywords

automatic differentiationalgorithmic differentiationimplementation strategiesmemory analysisC\(++\)AD by overloading

Mathematics Subject Classification ID

Analysis of algorithms and problem complexity (68Q25) Other programming paradigms (object-oriented, sequential, concurrent, automatic, etc.) (68N19) Complexity and performance of numerical algorithms (65Y20) Mathematical aspects of software engineering (specification, verification, metrics, requirements, etc.) (68N30)

Related Items

Monte-Carlo finite-volume methods in uncertainty quantification for hyperbolic conservation laws, Adjoint-Based Sensitivity Analysis in High-Temperature Fluid Flows with Paticipating Media, Adjoint Code Design Patterns, CoDiPack, AutoMat: automatic differentiation for generalized standard materials on GPUs

Uses Software

• ADOL-C
• FADBAD++
• dcc
• STL
• SU2

Cites Work

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• Exact and numerical solutions for non-linear Burger's equation by VIM
• The Art of Differentiating Computer Programs
• Fast Reverse-Mode Automatic Differentiation using Expression Templates in C++