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Application of Surrogate-based Global Optimization to Aerodynamic Design (Hardcover, 1st ed. 2016)
Loot Price: R2,789
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Application of Surrogate-based Global Optimization to Aerodynamic Design (Hardcover, 1st ed. 2016)
Series: Springer Tracts in Mechanical Engineering
Expected to ship within 10 - 15 working days
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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.
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