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Surrogate Model-Based Engineering Design and Optimization, Ping Jiang; Qi Zhou; Xinyu Shao


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Автор: Ping Jiang; Qi Zhou; Xinyu Shao
Название:  Surrogate Model-Based Engineering Design and Optimization
ISBN: 9789811507304
Издательство: Springer
Классификация:



ISBN-10: 9811507309
Обложка/Формат: Hardcover
Страницы: 240
Вес: 0.55 кг.
Дата издания: 2020
Серия: Springer Tracts in Mechanical Engineering
Язык: English
Издание: 1st ed. 2020
Иллюстрации: 72 illustrations, color; 27 illustrations, black and white; ix, 240 p. 99 illus., 72 illus. in color.
Размер: 234 x 156 x 16
Читательская аудитория: Professional & vocational
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book covers some of the most popular methods in design space sampling, ensembling surrogate models, multi-fidelity surrogate model construction, surrogate model selection and validation, surrogate-based robust design optimization, and surrogate-based evolutionary optimization.Surrogate or metamodels are now frequently used in complex engineering product design to replace expensive simulations or physical experiments. They are constructed from available input parameter values and the corresponding output performance or quantities of interest (QOIs) to provide predictions based on the fitted or interpolated mathematical relationships.The book highlights a range of methods for ensembling surrogate and multi-fidelity models, which offer a good balance between surrogate modeling accuracy and building cost. A number of real-world engineering design problems, such as three-dimensional aircraft design, are also provided to illustrate the ability of surrogates for supporting complex engineering design. Lastly, illustrative examples are included throughout to help explain the approaches in a more “hands-on” manner.

Дополнительное описание: Introduction.- Classic types of surrogate model.- Ensemble of surrogate models.- Multi-fidelity surrogate model.- Verification methods for surrogate model.- Sampling approaches.- Surrogate model-based design optimization.- Conclusions.



Application of Surrogate-based Global Optimization to Aerodynamic Design

Автор: Emiliano Iuliano; Esther Andr?s P?rez
Название: Application of Surrogate-based Global Optimization to Aerodynamic Design
ISBN: 3319215051 ISBN-13(EAN): 9783319215051
Издательство: Springer
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Цена: 13677.00 р.
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Описание: Application of Surrogate-based Global Optimization to Aerodynamic Design

Application of Surrogate-based Global Optimization to Aerodynamic Design

Автор: Emiliano Iuliano; Esther Andr?s P?rez
Название: Application of Surrogate-based Global Optimization to Aerodynamic Design
ISBN: 3319372904 ISBN-13(EAN): 9783319372907
Издательство: Springer
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Цена: 10258.00 р.
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Описание: Fast aerodynamic coefficients prediction using support vector machines for global shape optimization.- Adaptive sampling strategies for surrogate-based aerodynamic optimization.- PCA-enhanced metamodel-assisted evolutionary algorithms for aerodynamic optimization.- Multi-objective surrogate based optimization of gas cyclones using support vector machines and CFD simulations.

Research on Ship Design and Optimization Based on Simulation-Based Design (SBD) Technique

Автор: Bao-Ji Zhang; Sheng-Long Zhang
Название: Research on Ship Design and Optimization Based on Simulation-Based Design (SBD) Technique
ISBN: 981134146X ISBN-13(EAN): 9789811341465
Издательство: Springer
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Цена: 17074.00 р.
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Описание: Ship optimization design is critical to the preliminary design of a ship. With the rapid development of computer technology, the simulation-based design (SBD) technique has been introduced into the field of ship design. Typical SBD consists of three parts: geometric reconstruction; CFD numerical simulation; and optimization. In the context of ship design, these are used to alter the shape of the ship, evaluate the objective function and to assess the hull form space respectively. As such, the SBD technique opens up new opportunities and paves the way for a new method for optimal ship design. This book discusses the problem of optimizing ship’s hulls, highlighting the key technologies of ship optimization design and presenting a series of hull-form optimization platforms. It includes several improved approaches and novel ideas with significant potential in this field

Research on Ship Design and Optimization Based on Simulation-Based Design (SBD) Technique

Автор: Zhang
Название: Research on Ship Design and Optimization Based on Simulation-Based Design (SBD) Technique
ISBN: 981108422X ISBN-13(EAN): 9789811084225
Издательство: Springer
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Цена: 17074.00 р.
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Описание: Ship optimization design is critical to the preliminary design of a ship.

Advanced Design of Mechanical Systems: From Analysis to Optimization

Автор: Jorge A.C. Ambrosio; Peter Eberhard
Название: Advanced Design of Mechanical Systems: From Analysis to Optimization
ISBN: 3211994602 ISBN-13(EAN): 9783211994603
Издательство: Springer
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Цена: 25077.00 р.
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Описание: This book presents a broad range of tools for designing mechanical systems, including kinematic and dynamic analysis of rigid and flexible multibody systems and their advanced optimization.

MEGADESIGN and MegaOpt - German Initiatives for Aerodynamic Simulation and Optimization in Aircraft Design

Автор: Norbert Kroll; Dieter Schwamborn; Klaus Becker; He
Название: MEGADESIGN and MegaOpt - German Initiatives for Aerodynamic Simulation and Optimization in Aircraft Design
ISBN: 3642260624 ISBN-13(EAN): 9783642260629
Издательство: Springer
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Цена: 41347.00 р.
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Описание: Contains results of the German CFD initiative megadesign which combines CFD development activities from DLR, universities and aircraft industry. This title highlights improvements and enhancements of the flow solvers as well as developments with respect to aerodynamic and multidisciplinary shape optimization.

IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials

Автор: Martin Philip Bendsoe; Niels Olhoff; Ole Sigmund
Название: IUTAM Symposium on Topological Design Optimization of Structures, Machines and Materials
ISBN: 9048171822 ISBN-13(EAN): 9789048171828
Издательство: Springer
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Цена: 42567.00 р.
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Описание: The papers cover the application of topological design optimization to fluid-solid interaction problems, acoustics problems, and to problems in biomechanics, as well as to other multiphysics problems.

Harmony Search Algorithms for Structural Design Optimization

Автор: Zong Woo Geem
Название: Harmony Search Algorithms for Structural Design Optimization
ISBN: 3642034497 ISBN-13(EAN): 9783642034497
Издательство: Springer
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Цена: 20733.00 р.
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Описание: Researchers have lately applied the metaheuristic algorithm Harmony search to handle discrete design variables for various structures such as buildings and bridges. This book gathers all the latest developments of Harmony search algorithm in structural design.

Introduction to Advanced System-on-Chip Test Design and Optimization

Автор: Erik Larsson
Название: Introduction to Advanced System-on-Chip Test Design and Optimization
ISBN: 1441952691 ISBN-13(EAN): 9781441952691
Издательство: Springer
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Цена: 22796.00 р.
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Описание: SOC test design and its optimization is the topic of Introduction to Advanced System-on-Chip Test Design and Optimization. The second part of the book discusses SOC related problems such as system modeling, test conflicts, power consumption, test access mechanism design, test scheduling and defect-oriented scheduling.

Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design

Автор: Jacques Periaux; Felipe Gonzalez; Dong Seop Chris
Название: Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design
ISBN: 9401776989 ISBN-13(EAN): 9789401776981
Издательство: Springer
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Цена: 15957.00 р.
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Описание: 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.

Evolutionary and Deterministic Methods for Design Optimization and Control With Applications to Industrial and Societal Problems

Автор: Andr?s-P?rez
Название: Evolutionary and Deterministic Methods for Design Optimization and Control With Applications to Industrial and Societal Problems
ISBN: 3319898892 ISBN-13(EAN): 9783319898896
Издательство: Springer
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Цена: 18294.00 р.
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Описание: Preface.- PART I: Adjoint Methods for Optimisation, Mesh Adaptation and Uncertainty Quantification.- Gradient projection, constraints and surface regularization methods in adjoint shape optimization, by Pavlos P. Alexias and Eugene De Villiers.- Adjoint Shape Optimisation using model Boundary Representation, by E. Andres-Perez et al..- CAD and Adjoint based Multipoint Optimization of an Axial Turbine Profile, by Ismael Sanchez Torreguitart, Tom Verstraete, and Lasse Mueller.- A Comparative Study of Two Different CAD-Based Mesh Deformation Methods for Structural Shape Optimization, by Marc Schwalbach, Tom Verstraete, Jens-Dominik Miller, and Nicolas R. Gauger.- Node-based Adjoint Surface Optimization of U-bend duct for pressure loss reduction, by Giacomo Alessi, Lilla Koloszar, Tom Verstraete, and J. van Beeck.- On the Properties of Solutions of the 2D Adjoint Euler Equations, by Carlos Lozano.- Finite Transformation Rigid Motion Mesh Morpher, by Athanasios G. Liatsikouras, Guillaume Pierrot, Gabriel Fougeron, and George S. Eleftheriou.- The Unsteady Continuous Adjoint Method Assisted by the Proper Generalized Decomposition Method, by V. S. Papageorgiou, K. D. Samouchos and K. C. Giannakoglou.- A Two-Step Mesh Adaptation Tool Based on RBF with application to turbomachinery Optimization Loops, by Flavio Gagliardi, Konstantinos T. Tsiakas and Kyriakos C. Giannakoglou.- Adjoint-based Aerodynamic Optimisation of Wing Shape Using Non-Uniform Rational B-splines, by Xingchen Zhang, Rejish Jesudasan and Jens-Dominik Mьller.- PART II: Surrogate-assisted Optimization of Real World problems.- A comparative evaluation of surrogate models for transonic wing shape optimization, by Emiliano Iuliano.- Study of the influence of the initial a-priori training dataset size in the efficiency and convergence of surrogate-based evolutionary optimization, by Daniel Gonzalez Juarez and Esther Andres Perez.- Garteur AD/AG52: Surrogate-based global optimization methods in preliminary aerodynamic design, by E. Andres-Perez et al..- A Response Surface Based Strategy for Accelerated Compressor Map Computation, by Dmitrij Ivanov, Dieter Bestle, and Christian Janke.- Surrogate-Based Shape Optimization of the ERCOFTAC Centrifugal Pump Impeller, by Remo De Donno and Stefano Rebay and Antonio Ghidoni.- CFD based Design Optimization of a Cabinet Nitrogen Generator, by Bбrbara Arizmendi Gutiйrrez and Edmondo Minisci.- Delaunay-based global optimization in nonconvex domains defined by hidden constraints, by Shahrouz Ryan Alimo, Pooriya Beyhaghi, and Thomas R. Bewley.- PART III: Applications of optimization in engineering design automation.- Optimized Vehicle Dynamics Virtual Sensing using Metaheuristic Optimization and Unscented Kalman Filter, by Manuel Acosta and Stratis Kanarachos.- On Combinatorial Problem Representation based Ascent Assembly Design Optimization, by Michael Hellwig, Doris Entner, Thorsten Prante, Alexandru-Ciprian Zavoianu, Martin Schwarz, and Klara Fink.- On the Optimization of 2D Path Network Layouts in Engineering Designs via Evolutionary Computation Techniques, by Alexandru-Ciprian Ziivoianu, Susanne Saminger-Platz, Doris Entner, Thorsten Prante, Michael Hellwig, Martin Schwarz, and Klara Fink.- Taking Advantage of 3D Printing so as to Simultaneously Reduce Weight and Mechanical Bonding Stress, by Markus Schatz, Robert Schweikle, Christian Lausch, Michael Jentsch and Werner Konrad.- Interactive Optimization of Path Planning for a Robot Enabled by Virtual Commissioning, by Ruth Fleisch, Doris Entner, Thorsten Prante, Reinhard Pfefferkorn.- Box-Type Boom Design using Surrogate Modeling: Introducing an Industrial Optimization Benchmark, by Philipp Fleck, Doris Entner, Clemens Munzer, Michael Kommenda, Thorsten Prante, Martin Schwarz, Martin Hachl, and Michael Affenzeller.- Knowledge Objects Enable Mass-Individualization, by Joel Johansson and Fredrik Elgh.- Free-form Optimization of a Shell Structure with Curvature Constraint,

Shape Design Sensitivity Analysis and Optimization Using the Boundary Element Method

Автор: Zhiye Zhao
Название: Shape Design Sensitivity Analysis and Optimization Using the Boundary Element Method
ISBN: 3540535187 ISBN-13(EAN): 9783540535188
Издательство: Springer
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Цена: 14818.00 р.
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Описание: This book investigates the various aspects of shape optimization of two- dimensional continuum structures, including shape design sensitivity analysis, structural analysis using the boundary element method (BEM), and shape optimization implementation.


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