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Simplicial Global Optimization / by Remigijus Paulavičius, Julius Žilinskas
(SpringerBriefs in Optimization. ISSN:2191575X)
版 | 1st ed. 2014. |
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出版者 | New York, NY : Springer New York : Imprint: Springer |
出版年 | 2014 |
本文言語 | 英語 |
大きさ | X, 137 p. 51 illus. in color : online resource |
著者標目 | *Paulavičius, Remigijus author Žilinskas, Julius author SpringerLink (Online service) |
件 名 | LCSH:Operations research LCSH:Management science LCSH:Discrete mathematics LCSH:Mathematics FREE:Operations Research, Management Science FREE:Discrete Mathematics FREE:Applications of Mathematics |
一般注記 | 1. Simplicial Partitions in Global Optimization -- 2. Lipschitz Optimization with Different Bounds over Simplices -- 3. Simplicial Lipschitz Optimization without Lipschitz Constant -- 4. Applications of Global Optimization Benefiting from Simplicial Partitions -- References.-Description of Test Problems Simplicial Global Optimization is centered on deterministic covering methods partitioning feasible region by simplices. This book looks into the advantages of simplicial partitioning in global optimization through applications where the search space may be significantly reduced while taking into account symmetries of the objective function by setting linear inequality constraints that are managed by initial partitioning. The authors provide an extensive experimental investigation and illustrates the impact of various bounds, types of subdivision, strategies of candidate selection on the performance of algorithms. A comparison of various Lipschitz bounds over simplices and an extension of Lipschitz global optimization with-out the Lipschitz constant to the case of simplicial partitioning is also depicted in this text. Applications benefiting from simplicial partitioning are examined in detail such as nonlinear least squares regression and pile placement optimization in grillage-type foundations. Researchers and engineers will benefit from simplicial partitioning algorithms such as Lipschitz branch and bound, Lipschitz optimization without the Lipschitz constant, heuristic partitioning presented. This book will leave readers inspired to develop simplicial versions of other algorithms for global optimization and even use other non-rectangular partitions for special applications HTTP:URL=https://doi.org/10.1007/978-1-4614-9093-7 |
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電子ブック | 配架場所 | 資料種別 | 巻 次 | 請求記号 | 状 態 | 予約 | コメント | ISBN | 刷 年 | 利用注記 | 指定図書 | 登録番号 |
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電子ブック | オンライン | 電子ブック |
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Springer eBooks | 9781461490937 |
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電子リソース |
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EB00238860 |
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データ種別 | 電子ブック |
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分 類 | LCC:T57.6-57.97 LCC:T55.4-60.8 DC23:003 |
書誌ID | 4000114979 |
ISBN | 9781461490937 |
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※2017年9月4日以降