Introduction to global optimization exploiting space-filling curves / / Yaroslav D. Sergeyev, Roman G. Strongin, Daniela Lera
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| Autore: |
Sergeyev Yaroslav D. <1963->
|
| Titolo: |
Introduction to global optimization exploiting space-filling curves / / Yaroslav D. Sergeyev, Roman G. Strongin, Daniela Lera
|
| Pubblicazione: | New York, : Springer, 2013 |
| Edizione: | 1st ed. 2013. |
| Descrizione fisica: | 1 online resource (x, 125 pages) : illustrations (some color) |
| Disciplina: | 519.6 |
| Soggetto topico: | Curves - Mathematical models |
| Curves on surfaces - Mathematical models | |
| Altri autori: |
StronginRoman G
LeraDaniela
|
| Note generali: | "ISSN: 2190-8354." |
| "ISSN: 2191-575X (electronic)." | |
| Nota di bibliografia: | Includes bibliographical references. |
| Nota di contenuto: | 1. Introduction -- 2. Approximations to Peano curves -- 3. Global optimization algorithms using curves to reduce dimensionality of the problem -- 4. Ideas for acceleration -- 5. A brief conclusion -- References. |
| Sommario/riassunto: | Introduction to Global Optimization Exploiting Space-Filling Curves provides an overview of classical and new results pertaining to the usage of space-filling curves in global optimization. The authors look at a family of derivative-free numerical algorithms applying space-filling curves to reduce the dimensionality of the global optimization problem; along with a number of unconventional ideas, such as adaptive strategies for estimating Lipschitz constant, balancing global and local information to accelerate the search. Convergence conditions of the described algorithms are studied in depth and theoretical considerations are illustrated through numerical examples. This work also contains a code for implementing space-filling curves that can be used for constructing new global optimization algorithms. Basic ideas from this text can be applied to a number of problems including problems with multiextremal and partially defined constraints and non-redundant parallel computations can be organized. Professors, students, researchers, engineers, and other professionals in the fields of pure mathematics, nonlinear sciences studying fractals, operations research, management science, industrial and applied mathematics, computer science, engineering, economics, and the environmental sciences will find this title useful . . |
| Titolo autorizzato: | Introduction to global optimization exploiting space-filling curves |
| ISBN: | 1-4614-8042-6 |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910739475303321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |
Serie:
SpringerBriefs in optimization.