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Practical Augmented Lagrangian Methods for Constrained Optimization (Paperback)
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Practical Augmented Lagrangian Methods for Constrained Optimization (Paperback)
Series: Fundamentals of Algorithms, 10
Expected to ship within 10 - 15 working days
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Augmented Lagrangian techniques for the solution of practical
constrained optimization problems are the focus of this book, which
gives a thorough account of both theory and applications. The
authors rigorously delineate mathematical convergence theory based
on sequential optimality conditions and novel constraint
qualifications. They also orient the book to practitioners by
prioritizing results that provide insight on the practical behavior
of algorithms and by providing geometrical and algorithmic
interpretations of every mathematical result. In addition, they
fully describe a freely available computational package for
constrained optimization and illustrate its usefulness with
applications. This book is aimed at engineers, physicists,
chemists, and other practitioners interested in full access to
comprehensive and well-documented software for large-scale
optimization, as well as up-to-date convergence theory and its
practical consequences. It will also be of interest to graduate and
advanced undergraduate students in mathematics, computer science,
applied mathematics, optimization, and numerical analysis.
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