BibTeX
@INCOLLECTION{
Phipps2012EET,
title = "Efficient Expression Templates for Operator Overloading-Based Automatic
Differentiation",
doi = "10.1007/978-3-642-30023-3_28",
author = "Eric Phipps and Roger Pawlowski",
abstract = "Expression templates are a well-known set of techniques for improving the
efficiency of operator overloading-based forward mode automatic differentiation schemes in the C ++
programming language by translating the differentiation from individual operators to whole
expressions. However standard expression template approaches result in a large amount of duplicate
computation, particularly for large expression trees, degrading their performance. In this paper we
describe several techniques for improving the efficiency of expression templates and their
implementation in the automatic differentiation package Sacado (Phipps et al., Advances in automatic
differentiation, Lecture notes in computational science and engineering, Springer, Berlin, 2008;
Phipps and Gay, Sacado automatic differentiation package.
http://trilinos.sandia.gov/packages/sacado/, 2011). We demonstrate their improved efficiency through
test functions as well as their application to differentiation of a large-scale fluid dynamics
simulation code.",
pages = "309--319",
crossref = "Forth2012RAi",
booktitle = "Recent Advances in Algorithmic Differentiation",
series = "Lecture Notes in Computational Science and Engineering",
publisher = "Springer",
address = "Berlin",
volume = "87",
editor = "Shaun Forth and Paul Hovland and Eric Phipps and Jean Utke and Andrea Walther",
isbn = "978-3-540-68935-5",
issn = "1439-7358",
year = "2012",
ad_tools = "Sacado",
ad_theotech = "Code Optimization"
}
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