Solving Computationally Expensive Engineering Problems

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Solving Computationally Expensive Engineering Problems

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Author : Slawomir Koziel
language : en
Publisher: Springer
Release Date : 2014-10-01

Solving Computationally Expensive Engineering Problems written by Slawomir Koziel and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-10-01 with Mathematics categories.

Computational complexity is a serious bottleneck for the design process in virtually any engineering area. While migration from prototyping and experimental-based design validation to verification using computer simulation models is inevitable and has a number of advantages, high computational costs of accurate, high-fidelity simulations can be a major issue that slows down the development of computer-aided design methodologies, particularly those exploiting automated design improvement procedures, e.g., numerical optimization. The continuous increase of available computational resources does not always translate into shortening of the design cycle because of the growing demand for higher accuracy and necessity to simulate larger and more complex systems. Accurate simulation of a single design of a given system may be as long as several hours, days or even weeks, which often makes design automation using conventional methods impractical or even prohibitive. Additional problems include numerical noise often present in the simulation data, possible presence of multiple locally optimum designs, as well as multiple conflicting objectives. In this edited book, various techniques that can alleviate solving computationally expensive engineering design problems are presented. One of the most promising approaches is the use of fast replacement models, so-called surrogates, that reliably represent the expensive, simulation-based model of the system/device of interest but they are much cheaper and analytically tractable. Here, a group of international experts summarize recent developments in the area and demonstrate applications in various disciplines of engineering and science. The main purpose of the work is to provide the basic concepts and formulations of the surrogate-based modeling and optimization paradigm, as well as discuss relevant modeling techniques, optimization algorithms and design procedures. Therefore, this book should be useful to researchers and engineers from any discipline where computationally heavy simulations are used on daily basis in the design process.

Gecco 2002

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Author : William B. Langdon
language : en
Publisher: Morgan Kaufmann
Release Date : 2002

Gecco 2002 written by William B. Langdon and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Computers categories.

Proceedings Of The 2000 Congress On Evolutionary Computation

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Author : Institute of Electrical and Electronics Engineers
language : en
Publisher: Institute of Electrical & Electronics Engineers(IEEE)
Release Date : 2000

Proceedings Of The 2000 Congress On Evolutionary Computation written by Institute of Electrical and Electronics Engineers and has been published by Institute of Electrical & Electronics Engineers(IEEE) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Computers categories.

These volumes contain the proceedings of the 2000 Congress on Evolutionary Computation. The papers address: genetic programming; evolutionary optimization; the evolution of neural networks; evolutionary robotics; data mining with evolutionary algorithms; bio-inspired hardware; and more.

Lecture Notes In Pure And Applied Mathematics

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Author :
language : en
Publisher:
Release Date : 1989

Lecture Notes In Pure And Applied Mathematics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Mathematics categories.

Proceedings Of The Asme Design Engineering Technical Conferences

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Author :
language : en
Publisher:
Release Date : 2005

Proceedings Of The Asme Design Engineering Technical Conferences written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Computer-aided design categories.

Computational Technologies For Fluid Thermal Structural Chemical Systems With Industrial Applications

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Author :
language : en
Publisher:
Release Date : 2004

Computational Technologies For Fluid Thermal Structural Chemical Systems With Industrial Applications written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Fluid dynamics categories.

Proceedings Of The 8th Biennial Conference On Engineering Systems Design And Analysis 2006 Fatigue And Fracture Heat Transfer Internal Combustion Engines Manufacturing Technology And Society

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Author :
language : en
Publisher:
Release Date : 2006

Proceedings Of The 8th Biennial Conference On Engineering Systems Design And Analysis 2006 Fatigue And Fracture Heat Transfer Internal Combustion Engines Manufacturing Technology And Society written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Engineering design categories.

Methodologies For Intelligent Systems

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Author :
language : en
Publisher:
Release Date : 1994

Methodologies For Intelligent Systems written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Artificial intelligence categories.

Inverse Problems In Engineering

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Author : Nicholas Zabaras
language : en
Publisher: American Society of Mechanical Engineers
Release Date : 1993

Inverse Problems In Engineering written by Nicholas Zabaras and has been published by American Society of Mechanical Engineers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Mathematics categories.

Computational Techniques And Applications Ctac 85

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Author : John Noye
language : en
Publisher: Elsevier Science & Technology
Release Date : 1986

Computational Techniques And Applications Ctac 85 written by John Noye and has been published by Elsevier Science & Technology this book supported file pdf, txt, epub, kindle and other format this book has been release on 1986 with Computers categories.