Automatic Differentiation of Algorithms

From Simulation to Optimization

By: G. Corliss, International Conference on Automatic Di, George Corliss (Editor)

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Hardcover | 8 January 2002

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Hardcover
464 Pages

Dimensions(cm)
25.4 x 16.51 x 3.18

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Automatic Differentiation (AD) is a maturing computational technology and has become a mainstream tool used by practicing scientists and computer engineers. The rapid advance of hardware computing power and AD tools has enabled practitioners to quickly generate derivative-enhanced versions of their code for a broad range of applications in applied research and development. "Automatic Differentiation of Algorithms" provides a comprehensive and authoritative survey of all recent developments, new techniques, and tools for AD use. The book covers all aspects of the subject: mathematics, scientific programming ( i.e., use of adjoints in optimization) and implementation (i.e., memory management problems). A strong theme of the book is the relationships between AD tools and other software tools, such as compilers and parallelizers. A rich variety of significant applications are presented as well, including optimum-shape design problems, for which AD offers more efficient tools and techniques. Topics and features: * helpful introductory AD survey chapter for brief overview of the field *extensive applications chapters, i.e., for circuit simulation, optimization and optimal-control shape design, structural mechanics, and multibody dynamical systems modeling *comprehensive bibliography for all current literature and results for the field *performance issues *optimal control sensitivity analysis *AD use with object oriented software tool kits The book is an ideal and accessible survey of recent developments and applications of AD tools and techniques for a broad scientific computing and computer engineering readership. Practitioners, professionals, and advanced graduates working in AD developmentwill find the book a useful reference and essential resource for their work.

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You Can Find This Book In

Non-Fiction Mathematics Calculus & Mathematical Analysis Calculus Differential Calculus & Equations Computing & I.T.Computer Science Mathematical Theory of Computation Computer Programming & Software Development Algorithms & Data Structures

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Paperback

Published: 27th January 2014

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Part titles: *Invited Contributions
Parameter Identification and Least Squares
Applications in Ode's and Optimal Control
Applications in PDE's
Applications in Science and Engineering
Maintaining and Enhancing Parallelism
Exploiting Structure and Sparsity
Space-Time Tradeoffs in the Reverse Mode
Use of Second and Higher Derivatives
Error Estimates and Inclusions
Table of Contents provided by Publisher. All Rights Reserved.

Automatic Differentiation of Algorithms

From Simulation to Optimization

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

Other Editions and Formats

Paperback

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