Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary...

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Beschreibung

Many complex aeronautical design problems can be formulated with efficient multi-objective evolutionary optimization methods and game strategies.This book describes the role of advanced innovative evolution tools in the solution, or the set of solutions of single or multi disciplinary optimization. These tools use the concept of multi-population, asynchronous parallelization and hierarchical topology which allows different models including precise, intermediate and approximate models with each node belonging to the different hierarchical layer handled by a different Evolutionary Algorithm. The efficiency of evolutionary algorithms for both single and multi-objective optimization problems are significantly improved by the coupling of EAs with games and in particular by a new dynamic methodology named Hybridized Nash-Pareto games.Multi objective Optimization techniques and robust design problems taking into account uncertainties are introduced and explained in detail. Several applications dealing with civil aircraft and UAV, UCAV systems are implemented numerically and discussed. Applications of increasing optimization complexity are presented as well as two hands-on test cases problems. These examples focus on aeronautical applications and will be useful to the practitioner in the laboratory or in industrial design environments.The evolutionary methods coupled with games presented in this volume can be applied to other areas including surface and marine transport, structures, biomedical engineering, renewable energy and environmental problems.This book will be of interest to students, young scientists and engineers involved in the field of multi physics optimization.

Provides a detailed description of methodologies that combine game theoretical strategy with Evolutionary Algorithms

Applications may be found in complex multi-physics optimization problems drawn from a wide variety of areas such as biomedical engineering, surface transport, energy, and green technologies

Offers the reader several practical, hands-on test problems together with descriptions of software and guidelines for capturing, presenting and discussing solutions

Includes supplementary material: sn.pub/extras



Inhalt

Foreword by William Fitzgibbon

Foreword by Roland Glowinski

Preface

1 Introduction

2 Evolutionary Methods

3. Multi-Objective EAs And Game Theory

4. Advanced Techniques for Evolutionary Algorithms (EAs)

5. Multidisciplinary Design Optimisation and Robust Design in Aerospace Systems

6. A Framework for Numerical Design and Optimization Algorithms

7. Single Objective Model Test Case Problems

8. Multi-Objective Optimization Model Test Case Problems

9. Robust Multi-Objective and Multi-Disciplinary Model Optimization Test Cases

10. Robust Airfoil Design Optimization with Morphing Techniques

Appendix: Two "Hand-On" Examples of Optimization Problems



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Produktinformationen

Titel
Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design
Untertitel
Applications to Aeronautics and UAV Design
Autor
EAN
9789401776981
ISBN
9401776989
Format
Kartonierter Einband
Herausgeber
Springer Netherlands
Anzahl Seiten
328
Gewicht
499g
Größe
H235mm x B155mm x T17mm
Jahr
2016
Untertitel
Englisch
Auflage
Softcover reprint of the original 1st ed. 2015
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