<p>Real-world engineering problems often require concurrent optimization of several design objectives, which are conflicting in cases. This type of optimization is generally called multi-objective or multi-criterion optimization. The area of research that applies evolutionary methodologies to multi-
Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design: Applications to Aeronautics and UAV Design
β Scribed by Jacques Periaux, Felipe Gonzalez, Dong Seop Chris Lee (auth.)
- Publisher
- Springer Netherlands
- Year
- 2015
- Tongue
- English
- Leaves
- 323
- Series
- Intelligent Systems, Control and Automation: Science and Engineering 75
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
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 βHybridized Nash-Pareto gamesβ.
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.
β¦ Table of Contents
Front Matter....Pages i-xxi
Introduction....Pages 1-8
Evolutionary Methods....Pages 9-20
Multi-Objective EAs And Game Theory....Pages 21-38
Advanced Techniques for Evolutionary Algorithms (EAs)....Pages 39-52
Multidisciplinary Design Optimisation and Robust Design in Aerospace Systems....Pages 53-68
A Framework for Numerical Design and Optimization Algorithms....Pages 69-87
Single Objective Model Test Case Problems....Pages 89-121
Multi-Objective Optimization Model Test Case Problems....Pages 123-194
Robust Multi-Objective and Multi-Disciplinary Model Optimization Test Cases....Pages 195-264
Robust Airfoil Design Optimization with Morphing Techniques....Pages 265-284
Back Matter....Pages 285-305
β¦ Subjects
Engineering Design; Optimization; Automotive Engineering; Game Theory/Mathematical Methods; Game Theory, Economics, Social and Behav. Sciences
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