國立虎尾科技大學 |

Application of Surrogate-based Global Optimization to Aerodynamic Design

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Application of Surrogate-based Global Optimization to Aerodynamic Design/ edited by Emiliano Iuliano, Esther Andrés Pérez.
其他作者:	Iuliano, Emiliano.
面頁冊數:	XIV, 72 p. 33 illus., 22 illus. in color.online resource. :
Contained By:	Springer Nature eBook
標題:	Aerospace engineering. -
電子資源:	https://doi.org/10.1007/978-3-319-21506-8
ISBN:	9783319215068

Application of Surrogate-based Global Optimization to Aerodynamic Design
Application of Surrogate-based Global Optimization to Aerodynamic Design[electronic resource] /edited by Emiliano Iuliano, Esther Andrés Pérez. - 1st ed. 2016. - XIV, 72 p. 33 illus., 22 illus. in color.online resource. - Springer Tracts in Mechanical Engineering,2195-9862. - Springer Tracts in Mechanical Engineering,.

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.

ISBN: 9783319215068

Standard No.: 10.1007/978-3-319-21506-8doiSubjects--Topical Terms:

686400
Aerospace engineering.

LC Class. No.: TL787-4050.22

Dewey Class. No.: 629.1

Application of Surrogate-based Global Optimization to Aerodynamic Design
LDR:03010nam a22004215i 4500 001 979111
003 DE-He213
005 20200705230241.0
007 cr nn 008mamaa
008 201211s2016 gw | s |||| 0|eng d
020 $a 9783319215068 $9 978-3-319-21506-8
024 7 $a 10.1007/978-3-319-21506-8 $2 doi
035 $a 978-3-319-21506-8
050 4 $a TL787-4050.22
050 4 $a TC1-1800
072 7 $a TRP $2 bicssc
072 7 $a TEC002000 $2 bisacsh
072 7 $a TRP $2 thema
072 7 $a TTDS $2 thema
082 0 4 $a 629.1 $2 23
245 1 0 $a Application of Surrogate-based Global Optimization to Aerodynamic Design $h [electronic resource] / $c edited by Emiliano Iuliano, Esther Andrés Pérez.
250 $a 1st ed. 2016.
264 1 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2016.
300 $a XIV, 72 p. 33 illus., 22 illus. in color. $b online resource.
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
347 $a text file $b PDF $2 rda
490 1 $a Springer Tracts in Mechanical Engineering, $x 2195-9862
520 $a 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.
650 0 $a Aerospace engineering. $3 686400
650 0 $a Astronautics. $3 646219
650 0 $a Fluid mechanics. $3 555551
650 0 $a Engineering design. $3 560518
650 0 $a Computer simulation. $3 560190
650 1 4 $a Aerospace Technology and Astronautics. $3 683885
650 2 4 $a Engineering Fluid Dynamics. $3 670525
650 2 4 $a Engineering Design. $3 670857
650 2 4 $a Simulation and Modeling. $3 669249
700 1 $a Iuliano, Emiliano. $4 edt $4 http://id.loc.gov/vocabulary/relators/edt $3 1102674
700 1 $a Pérez, Esther Andrés. $e editor. $4 edt $4 http://id.loc.gov/vocabulary/relators/edt $3 1272296
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
776 0 8 $i Printed edition: $z 9783319215051
776 0 8 $i Printed edition: $z 9783319215075
776 0 8 $i Printed edition: $z 9783319372907
830 0 $a Springer Tracts in Mechanical Engineering, $x 2195-9862 $3 1253585
856 4 0 $u https://doi.org/10.1007/978-3-319-21506-8
912 $a ZDB-2-ENG
912 $a ZDB-2-SXE
950 $a Engineering (SpringerNature-11647)
950 $a Engineering (R0) (SpringerNature-43712)