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


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Автор: Jiang Ping, Zhou Qi, Shao Xinyu
Название:  Surrogate Model-Based Engineering Design and Optimization
ISBN: 9789811507335
Издательство: Springer
Классификация:


ISBN-10: 9811507333
Обложка/Формат: Paperback
Страницы: 240
Вес: 0.39 кг.
Дата издания: 15.11.2020
Язык: English
Размер: 23.50 x 15.49 x 1.35 cm
Ссылка на Издательство: Link
Поставляется из: Германии
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.

Surrogate Model-Based Engineering Design and Optimization

Автор: Ping Jiang; Qi Zhou; Xinyu Shao
Название: Surrogate Model-Based Engineering Design and Optimization
ISBN: 9811507309 ISBN-13(EAN): 9789811507304
Издательство: Springer
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Цена: 167700.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
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.


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: 78350.00 T
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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.

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: 104480.00 T
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Описание: Application of Surrogate-based Global Optimization to Aerodynamic Design

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: 130430.00 T
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Описание: Ship optimization design is critical to the preliminary design of a ship.

Bionic Optimization in Structural Design: Stochastically Based Methods to Improve the Performance of Parts and Assemblies

Автор: Steinbuch Rolf, Gekeler Simon
Название: Bionic Optimization in Structural Design: Stochastically Based Methods to Improve the Performance of Parts and Assemblies
ISBN: 3662516055 ISBN-13(EAN): 9783662516058
Издательство: Springer
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Цена: 74530.00 T
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Описание: The book provides suggestions on how to start using bionic optimization methods, including pseudo-code examples of each of the important approaches and outlines of how to improve them.

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
Рейтинг:
Цена: 130430.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
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

Optimization Methods in Structural Design

Автор: Rothwell Alan
Название: Optimization Methods in Structural Design
ISBN: 331985593X ISBN-13(EAN): 9783319855936
Издательство: Springer
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Цена: 83850.00 T
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Описание: This book offers an introduction to numerical optimization methods in structural design. Employing a readily accessible and compact format, the book presents an overview of optimization methods, and equips readers to properly set up optimization problems and interpret the results.

Global Optimization in Engineering Design

Автор: Ignacio E. Grossmann
Название: Global Optimization in Engineering Design
ISBN: 144194754X ISBN-13(EAN): 9781441947543
Издательство: Springer
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Цена: 204040.00 T
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Описание: Mathematical Programming has been of significant interest and relevance in engineering, an area that is very rich in challenging optimization problems. In particular, many design and operational problems give rise to nonlinear and mixed-integer nonlinear optimization problems whose modeling and solu- tion is often nontrivial.

Mechanical Design Optimization Using Advanced Optimization Techniques

Автор: R. Venkata Rao; Vimal J. Savsani
Название: Mechanical Design Optimization Using Advanced Optimization Techniques
ISBN: 1447159780 ISBN-13(EAN): 9781447159780
Издательство: Springer
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Цена: 130590.00 T
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Описание: This book presents a comprehensive review of the latest research and development trends for design optimization of mechanical elements and devices. The authors demonstrate optimization approaches using examples of various mechanical elements and devices.

Integrated Process Design and Operational Optimization via Multiparametric Programming

Автор: Baris Burnak, Efstratios N. Pistikopoulos, Nikolaos A. Diangelakis
Название: Integrated Process Design and Operational Optimization via Multiparametric Programming
ISBN: 1681739542 ISBN-13(EAN): 9781681739540
Издательство: Mare Nostrum (Eurospan)
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Цена: 75770.00 T
Наличие на складе: Поставка под заказ.
Описание: This book presents a comprehensive optimization-based theory and framework that exploits the synergistic interactions and tradeoffs between process design and operational decisions that span different time scales. Conventional methods in the process industry often isolate decision making mechanisms with a hierarchical information flow to achieve tractable problems, risking suboptimal, even infeasible operations. In this book, foundations of a systematic model-based strategy for simultaneous process design, scheduling, and control optimization is detailed to achieve reduced cost and improved energy consumption in process systems. The material covered in this book is well suited for the use of industrial practitioners, academics, and researchers.

In Chapter 1, a historical perspective on the milestones in model-based design optimization techniques is presented along with an overview of the state-of-the-art mathematical tools to solve the resulting complex problems. Chapters 2 and 3 discuss two fundamental concepts that are essential for the reader. These concepts are (i) mixed integer dynamic optimization problems and two algorithms to solve this class of optimization problems, and (ii) developing a model based multiparametric programming model predictive control. These tools are used to systematically evaluate the tradeoffs between different time-scale decisions based on a single high-fidelity model, as demonstrated on (i) design and control, (ii) scheduling and control, and (iii) design, scheduling, and control problems. We present illustrative examples on chemical processing units, including continuous stirred tank reactors, distillation columns, and combined heat and power regeneration units, along with discussions of other relevant work in the literature for each class of problems.

Logistics Systems: Design and Optimization

Автор: Langevin Andre, Riopel Diane
Название: Logistics Systems: Design and Optimization
ISBN: 0387249710 ISBN-13(EAN): 9780387249711
Издательство: Springer
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Цена: 130430.00 T
Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: In a context of global competition, the optimization of logistics systems is inescapable. It classifies logistics decisions and highlights the relevant linkages to logistics decisions. The intricacy of these linkages demonstrates how thoroughly the decisions are interrelated and underscores the complexity of managing logistics activities.

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: 3709110904 ISBN-13(EAN): 9783709110904
Издательство: Springer
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Цена: 139750.00 T
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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.


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