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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.



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: 28734.00 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: 47377.00 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.

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: 15672.00 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: 11753.00 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: 19564.00 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: 19564.00 р.
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Описание: Ship optimization design is critical to the preliminary design of a ship.

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: 48774.00 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.

Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences

Автор: Edmondo Minisci; Massimiliano Vasile; Jacques Peri
Название: Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences
ISBN: 3030079104 ISBN-13(EAN): 9783030079109
Издательство: Springer
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Цена: 23757.00 р.
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Описание: This volume presents up-to-date material on the state of the art in evolutionary and deterministic methods for design, optimization and control with applications to industrial and societal problems from Europe, Asia, and America.EUROGEN 2015 was the 11th of a series of International Conferences devoted to bringing together specialists from universities, research institutions and industries developing or applying evolutionary and deterministic methods in design optimization, with emphasis on solving industrial and societal problems. The conference was organised around a number of parallel symposia, regular sessions, and keynote lectures focused on surrogate-based optimization in aerodynamic design, adjoint methods for steady & unsteady optimization, multi-disciplinary design optimization, holistic optimization in marine design, game strategies combined with evolutionary computation, optimization under uncertainty, topology optimization, optimal planning, shape optimization, and production scheduling.

Integrated Circuit Design. Power and Timing Modeling, Optimization and Simulation

Автор: Bertrand Hochet; Antonio J. Acosta; Manuel J. Bell
Название: Integrated Circuit Design. Power and Timing Modeling, Optimization and Simulation
ISBN: 3540441433 ISBN-13(EAN): 9783540441434
Издательство: Springer
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Цена: 15372.00 р.
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Описание: Constituting the proceedings of the 12th International Workshop on Power and Timing Modeling, Optimization and Simulation, 2002, the papers have been organized into topical sections including: arithmetics; low-level modelling and characterization; asynchronous and adiabatic techniques.

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: 23757.00 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: 26120.00 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: 18284.00 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.


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