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Springer Tracts in Mechanical Engineering

Application of Surrogate-based Global Optimization to Aerodynamic Design

Editors: Iuliano, Emiliano, Pérez, Esther Andrés (Eds.)

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  • Innovative methods are presented opening new frontiers towards a more efficient aerodynamic design
  • The usage of surrogate models in the preliminary or detailed aerodynamic design phase is envisaged to provide significant benefits in terms of computational cost and time savings
  • The proposed methods and applications are in line with industrial interest
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eBook $79.99
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  • ISBN 978-3-319-21506-8
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Hardcover $149.99
price for USA in USD
  • ISBN 978-3-319-21505-1
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Softcover $99.99
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  • ISBN 978-3-319-37290-7
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About this book

Aerodynamic design, like many other engineering applications, is increasingly relying on computational power. The growing need for multi-disciplinarity and high fidelity in design optimization for industrial applications requires a huge number of repeated simulations in order to find an optimal design candidate. The main drawback is that each simulation can be computationally expensive – this becomes an even bigger issue when used within parametric studies, automated search or optimization loops, which typically may require thousands of analysis evaluations.

The core issue of a design-optimization problem is the search process involved. However, when facing complex problems, the high-dimensionality of the design space and the high-multi-modality of the target functions cannot be tackled with standard techniques.

In recent years, global optimization using meta-models has been widely applied to design exploration in order to rapidly investigate the design space and find sub-optimal solutions. Indeed, surrogate and reduced-order models can provide a valuable alternative at a much lower computational cost.

In this context, this volume offers advanced surrogate modeling applications and optimization techniques featuring reasonable computational resources. It also discusses basic theory concepts and their application to aerodynamic design cases. It is aimed at researchers and engineers who deal with complex aerodynamic design problems on a daily basis and employ expensive simulations to solve them.

Table of contents (4 chapters)

Table of contents (4 chapters)
  • Aerodynamic Shape Design by Evolutionary Optimization and Support Vector Machines

    Pages 1-24

    Andrés-Pérez, Esther (et al.)

  • Adaptive Sampling Strategies for Surrogate-Based Aerodynamic Optimization

    Pages 25-46

    Iuliano, Emiliano

  • PCA-Enhanced Metamodel-Assisted Evolutionary Algorithms for Aerodynamic Optimization

    Pages 47-57

    Asouti, Varvara G. (et al.)

  • Multi-Objective Surrogate Based Optimization of Gas Cyclones Using Support Vector Machines and CFD Simulations

    Pages 59-72

    Elsayed, Khairy (et al.)

Buy this book

eBook $79.99
price for USA in USD (gross)
  • ISBN 978-3-319-21506-8
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $149.99
price for USA in USD
  • ISBN 978-3-319-21505-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $99.99
price for USA in USD
  • ISBN 978-3-319-37290-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Application of Surrogate-based Global Optimization to Aerodynamic Design
Editors
  • Emiliano Iuliano
  • Esther Andrés Pérez
Series Title
Springer Tracts in Mechanical Engineering
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-21506-8
DOI
10.1007/978-3-319-21506-8
Hardcover ISBN
978-3-319-21505-1
Softcover ISBN
978-3-319-37290-7
Series ISSN
2195-9862
Edition Number
1
Number of Pages
XIV, 72
Topics