Adaptive Scalarization Methods in Multiobjective Optimization
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Beschreibung
This book presents new adaptive solution methods for multiobjective optimization problems based on parameter dependent scalarizations. With the help of sensitivity results an adaptive parameter control is developed so that high-quality approximations of the efficient set are generated. These examinations are based on a general scalarization approach for arbitrary partial orderings defined by a closed pointed convex cone in the objective space. The application of the results to many other well-known scalarization
methods is also presented. Background material of multiobjective optimization and scalarization approaches is concisely summarized at the beginning. The effectiveness of these new methods is demonstrated by test problems and a recent problem in intensity-modulated radiotherapy. The book concludes with a further application: a procedure for solving multiobjective bilevel optimization problems.
Readers will benefit from new adaptive methods and ideas for solving multiobjective optimization Contains test problems and algorithms for many types of well-known scalarization approaches Includes supplementary material: sn.pub/extras
Autor*in
Gabriele Eichfelder
Themen in »Adaptive Scalarization Methods in Multiobjective Optimization«
Decision Making Mulitobjective Optimization Multiobjective Bilevel Optimization Scalarization Sensitivity Vector Optimization linear optimization optimization
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From the reviews:
"This monograph on vector optimization is besides theoretical basics … dedicated to skillful approximations of the whole efficient set. … This monograph shows experience of the author in the big field of the contents of this book and can be highly recommended to all who work (or want to work) with multicriteria problems." (Alfred Göpfert, Zentralblatt MATH, Vol. 1145, 2008)
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