Analytical and Computational Aspects of Collaborative Optimization

Analytical and Computational Aspects of Collaborative Optimization

Author: National Aeronautics and Space Administration (NASA)

Publisher: Createspace Independent Publishing Platform

Published: 2018-05-29

Total Pages: 32

ISBN-13: 9781720384656

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Bilevel problem formulations have received considerable attention as an approach to multidisciplinary optimization in engineering. We examine the analytical and computational properties of one such approach, collaborative optimization. The resulting system-level optimization problems suffer from inherent computational difficulties due to the bilevel nature of the method. Most notably, it is impossible to characterize and hence identify solutions of the system-level problems because the standard first-order conditions for solutions of constrained optimization problems do not hold. The analytical features of the system-level problem make it difficult to apply conventional nonlinear programming algorithms. Simple examples illustrate the analysis and the algorithmic consequences for optimization methods. We conclude with additional observations on the practical implications of the analytical and computational properties of collaborative optimization.Alexandrov, Natalia M. and Lewis, Robert MichaelLangley Research CenterPROBLEM SOLVING; MULTIDISCIPLINARY DESIGN OPTIMIZATION; SYSTEMS ENGINEERING; CONCURRENT ENGINEERING; NONLINEAR PROGRAMMING; ENGINEERING MANAGEMENT; DESIGN ANALYSIS


AIAA Journal

AIAA Journal

Author: American Institute of Aeronautics and Astronautics

Publisher:

Published: 2007

Total Pages: 1184

ISBN-13:

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Computational Structural Engineering

Computational Structural Engineering

Author: Yong Yuan

Publisher: Springer Science & Business Media

Published: 2009-06-05

Total Pages: 1244

ISBN-13: 9048128226

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Following the great progress made in computing technology, both in computer and programming technology, computation has become one of the most powerful tools for researchers and practicing engineers. It has led to tremendous achievements in computer-based structural engineering and there is evidence that current devel- ments will even accelerate in the near future. To acknowledge this trend, Tongji University, Vienna University of Technology, and Chinese Academy of Engine- ing, co-organized the International Symposium on Computational Structural En- neering 2009 in Shanghai (CSE’09). CSE’09 aimed at providing a forum for presentation and discussion of sta- of-the-art development in scientific computing applied to engineering sciences. Emphasis was given to basic methodologies, scientific development and engine- ing applications. Therefore, it became a central academic activity of the Inter- tional Association for Computational Mechanics (IACM), the European Com- nity on Computational Methods in Applied Sciences (ECCOMAS), The Chinese Society of Theoretical and Applied Mechanic, the China Civil Engineering So- ety, and the Architectural Society of China. A total of 10 invited papers, and around 140 contributed papers were p- sented in the proceedings of the symposium. Contributors of papers came from 20 countries around the world and covered a wide spectrum related to the compu- tional structural engineering.


Handbook of Multicriteria Analysis

Handbook of Multicriteria Analysis

Author: Constantin Zopounidis

Publisher: Springer Science & Business Media

Published: 2010-05-25

Total Pages: 472

ISBN-13: 3540928286

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Multicriteria analysis is a rapidly growing aspect of operations research and management science, with numerous practical applications in a wide range of fields. This book presents all the recent advances in multicriteria analysis, including multicriteria optimization, goal programming, outranking methods, and disaggregation techniques. The latest developments on robustness analysis, preference elicitation, and decision making when faced with incomplete information, are also discussed, together with applications in business performance evaluation, finance, and marketing. Finally, the interactions of multicriteria analysis with other disciplines are also explored, including among others data mining, artificial intelligence, and evolutionary methods.


Artificial Intelligence and Computational Intelligence

Artificial Intelligence and Computational Intelligence

Author: Fu Lee Wang

Publisher: Springer Science & Business Media

Published: 2010-10-08

Total Pages: 404

ISBN-13: 3642165265

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This two-volume proceedings contains revised selected papers from the International Conference on Artificial Intelligence and Computational Intelligence, AICI 2010, held in Sanya, China, in October 2010. The total of 105 high-quality papers presented were carefully reviewed and selected from 1216 submissions. The topics covered are: applications of artificial intelligence; automated problem solving; automatic programming; data mining and knowledge discovering; distributed AI and agents; expert and decision support systems; fuzzy logic and soft computing; intelligent information fusion; intelligent scheduling; intelligent signal processing; machine learning; machine vision; multi-agent systems; natural language processing; neural networks; pattern recognition; robotics; applications of computational intelligence; biomedical informatics and computation; fuzzy computation; genetic algorithms; immune computation; information security; intelligent agents and systems; nature computation; particle swarm optimization; and probabilistic reasoning.


Green Power, Materials and Manufacturing Technology and Applications

Green Power, Materials and Manufacturing Technology and Applications

Author: Ai Min Yang

Publisher: Trans Tech Publications Ltd

Published: 2011-08-08

Total Pages: 820

ISBN-13: 3038135445

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Volume is indexed by Thomson Reuters CPCI-S (WoS). The aim of this special volume was to facilitate the exchange of information on the best practices for Sustainable Power, Sustainable Materials, Green Manufacturing Technology and Applications, etc. It provides an opportunity for engineers and scientists, in academia, industry and government, to address the most innovative research and development ideas, including technical challenges, social and economic issues, and to discuss ideas, results, work-in-progress and experience concerning all aspects of Green Power, Materials and Manufacturing Technology and Applications. The work offers the reader a wealth of ideas.


Multidisciplinary Design Optimization in Computational Mechanics

Multidisciplinary Design Optimization in Computational Mechanics

Author: Piotr Breitkopf

Publisher: John Wiley & Sons

Published: 2013-02-04

Total Pages: 403

ISBN-13: 1118600002

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This book provides a comprehensive introduction to the mathematical and algorithmic methods for the Multidisciplinary Design Optimization (MDO) of complex mechanical systems such as aircraft or car engines. We have focused on the presentation of strategies efficiently and economically managing the different levels of complexity in coupled disciplines (e.g. structure, fluid, thermal, acoustics, etc.), ranging from Reduced Order Models (ROM) to full-scale Finite Element (FE) or Finite Volume (FV) simulations. Particular focus is given to the uncertainty quantification and its impact on the robustness of the optimal designs. A large collection of examples from academia, software editing and industry should also help the reader to develop a practical insight on MDO methods.