Multi-Objective Optimization Problems : Concepts and Self-Adaptive Parameters with Mathematical and Engineering Applications / by Fran Sérgio Lobato, Valder Steffen Jr
| データ種別 | 電子書籍 |
|---|---|
| 出版者 | Cham : Springer International Publishing : Imprint: Springer |
| 出版年 | 2017 |
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| 書誌ID | OB01039539 |
|---|---|
| 本文言語 | 英語 |
| 一般注記 | Chapter 1 Introduction -- Part 1 Basic Concepts -- Chapter 2 Multi-objective Optimization Problem -- Chapter 3 Treatment of multi-objective Optimization Problem -- Part 2 Methodology -- Chapter 4 Self-Adaptive Multi-objective Optimization Differential Evolution -- Part 3 Applications -- Chapter 5 Mathematical -- Chapter 6 Engineering -- Part 4 Final Considerations -- Chapter 7 Conclusions. License restrictions may limit access Summary: This book is aimed at undergraduate and graduate students in applied mathematics or computer science, as a tool for solving real-world design problems. The present work covers fundamentals in multi-objective optimization and applications in mathematical and engineering system design using a new optimization strategy, namely the Self-Adaptive Multi-objective Optimization Differential Evolution (SA-MODE) algorithm. This strategy is proposed in order to reduce the number of evaluations of the objective function through dynamic update of canonical Differential Evolution parameters (population size, crossover probability and perturbation rate). The methodology is applied to solve mathematical functions considering test cases from the literature and various engineering systems design, such as cantilevered beam design, biochemical reactor, crystallization process, machine tool spindle design, rotary dryer design, among others |
| 著者標目 | *Lobato, Fran Sérgio Steffen Jr., Valder SpringerLink (Online service) |
| 統一書名標目 | SpringerBriefs in Mathematics, |
| 件 名 | LCSH:Mathematics LCSH:Calculus of variations LCSH:Mathematical optimization LCSH:Engineering design FREE:Mathematics FREE:Discrete Optimization FREE:Continuous Optimization FREE:Engineering Design FREE:Calculus of Variations and Optimal Control; Optimization |
| 分 類 | LCC:QA402.5-402.6 DC23:519.6 |
| 巻冊次 | ISBN:9783319585659 RefWorks出力（各巻） print ; ISBN:9783319585642 RefWorks出力（各巻） |
| 資料種別 | 機械可読データファイル |
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