Robust Multi-objective Optimization for Decision Making in Manufacturing

Robust Multi-objective Optimization for Decision Making in Manufacturing PDF Author: Yang Xiao
Publisher:
ISBN:
Category : Robust optimization
Languages : en
Pages : 124

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Book Description

Robust Multi-objective Optimization for Decision Making in Manufacturing

Robust Multi-objective Optimization for Decision Making in Manufacturing PDF Author: Yang Xiao
Publisher:
ISBN:
Category : Robust optimization
Languages : en
Pages : 124

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Book Description


Multi-objective Evolutionary Optimisation for Product Design and Manufacturing

Multi-objective Evolutionary Optimisation for Product Design and Manufacturing PDF Author: Lihui Wang
Publisher: Springer Science & Business Media
ISBN: 0857296523
Category : Technology & Engineering
Languages : en
Pages : 502

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Book Description
With the increasing complexity and dynamism in today’s product design and manufacturing, more optimal, robust and practical approaches and systems are needed to support product design and manufacturing activities. Multi-objective Evolutionary Optimisation for Product Design and Manufacturing presents a focused collection of quality chapters on state-of-the-art research efforts in multi-objective evolutionary optimisation, as well as their practical applications to integrated product design and manufacturing. Multi-objective Evolutionary Optimisation for Product Design and Manufacturing consists of two major sections. The first presents a broad-based review of the key areas of research in multi-objective evolutionary optimisation. The second gives in-depth treatments of selected methodologies and systems in intelligent design and integrated manufacturing. Recent developments and innovations in multi-objective evolutionary optimisation make Multi-objective Evolutionary Optimisation for Product Design and Manufacturing a useful text for a broad readership, from academic researchers to practicing engineers.

Multiobjective Optimization

Multiobjective Optimization PDF Author: Jürgen Branke
Publisher: Springer
ISBN: 3540889086
Category : Computers
Languages : en
Pages : 481

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Book Description
Multiobjective optimization deals with solving problems having not only one, but multiple, often conflicting, criteria. Such problems can arise in practically every field of science, engineering and business, and the need for efficient and reliable solution methods is increasing. The task is challenging due to the fact that, instead of a single optimal solution, multiobjective optimization results in a number of solutions with different trade-offs among criteria, also known as Pareto optimal or efficient solutions. Hence, a decision maker is needed to provide additional preference information and to identify the most satisfactory solution. Depending on the paradigm used, such information may be introduced before, during, or after the optimization process. Clearly, research and application in multiobjective optimization involve expertise in optimization as well as in decision support. This state-of-the-art survey originates from the International Seminar on Practical Approaches to Multiobjective Optimization, held in Dagstuhl Castle, Germany, in December 2006, which brought together leading experts from various contemporary multiobjective optimization fields, including evolutionary multiobjective optimization (EMO), multiple criteria decision making (MCDM) and multiple criteria decision aiding (MCDA). This book gives a unique and detailed account of the current status of research and applications in the field of multiobjective optimization. It contains 16 chapters grouped in the following 5 thematic sections: Basics on Multiobjective Optimization; Recent Interactive and Preference-Based Approaches; Visualization of Solutions; Modelling, Implementation and Applications; and Quality Assessment, Learning, and Future Challenges.

Robust Design and Assessment of Product and Production by Means of Probabilistic Multi-objective Optimization

Robust Design and Assessment of Product and Production by Means of Probabilistic Multi-objective Optimization PDF Author: Maosheng Zheng
Publisher:
ISBN: 9789819726639
Category : Industrial engineering
Languages : en
Pages : 0

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Book Description
Intrinsic Essence of Robust Design -- Relevant Contents of System Theory and Probability Theory -- Concise Description of Probabilistic Multi-objective Optimization from Viewpoint of System Theory -- Robust Design of a Single Objective as Dual Sub-objectives Optimization -- Robust Design and Assessment of Product and Production with Multiple Objectives -- Robust Design with Sequential Uniform Algorithm for Optimization by Means of PMOO -- Robust Design and Assessment of Product and Production with Fuzzy Number -- Concluding Remarks.

Active Robust Optimization: Optimizing for Robustness of Changeable Products

Active Robust Optimization: Optimizing for Robustness of Changeable Products PDF Author: Shaul Salomon
Publisher: Springer
ISBN: 303015050X
Category : Technology & Engineering
Languages : en
Pages : 194

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Book Description
This book presents a novel framework, known as Active Robust Optimization, which provides the tools for evaluating, comparing and optimizing changeable products. Since any product that can change its configuration during normal operation may be considered a “changeable product,” the framework is widely applicable. Further, the methodology enables designers to use adaptability to deal with uncertainties and so avoid over-conservative designs. Offering a comprehensive overview of the framework, including its unique features, such as its ability to optimally respond to uncertain situations, the book also defines a new class of optimization problem and examines the effects of changes in various parameters on their solution. Lastly, it discusses innovative approaches for solving the problem and demonstrates these ‎with two examples from different fields in engineering design: optimization of an optical table and optimization of a gearbox.

Optimization of Manufacturing Processes

Optimization of Manufacturing Processes PDF Author: Kapil Gupta
Publisher: Springer
ISBN: 3030196380
Category : Technology & Engineering
Languages : en
Pages : 237

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Book Description
This book provides a detailed understanding of optimization methods as they are implemented in a variety of manufacturing, fabrication and machining processes. It covers the implementation of statistical methods, multi-criteria decision making methods and evolutionary techniques for single and multi-objective optimization to improve quality, productivity, and sustainability in manufacturing. It reports on the theoretical aspects, special features, recent research and latest development in the field. Optimization of Manufacturing Processes is a valuable source of information for researchers and practitioners, as it fills the gap where no dedicated book is available on intelligent manufacturing/modeling and optimization in manufacturing. Readers will develop an understanding of the implementation of statistical and evolutionary techniques for modeling and optimization in manufacturing.

Decision Making under Deep Uncertainty

Decision Making under Deep Uncertainty PDF Author: Vincent A. W. J. Marchau
Publisher: Springer
ISBN: 3030052524
Category : Business & Economics
Languages : en
Pages : 408

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Book Description
This open access book focuses on both the theory and practice associated with the tools and approaches for decisionmaking in the face of deep uncertainty. It explores approaches and tools supporting the design of strategic plans under deep uncertainty, and their testing in the real world, including barriers and enablers for their use in practice. The book broadens traditional approaches and tools to include the analysis of actors and networks related to the problem at hand. It also shows how lessons learned in the application process can be used to improve the approaches and tools used in the design process. The book offers guidance in identifying and applying appropriate approaches and tools to design plans, as well as advice on implementing these plans in the real world. For decisionmakers and practitioners, the book includes realistic examples and practical guidelines that should help them understand what decisionmaking under deep uncertainty is and how it may be of assistance to them. Decision Making under Deep Uncertainty: From Theory to Practice is divided into four parts. Part I presents five approaches for designing strategic plans under deep uncertainty: Robust Decision Making, Dynamic Adaptive Planning, Dynamic Adaptive Policy Pathways, Info-Gap Decision Theory, and Engineering Options Analysis. Each approach is worked out in terms of its theoretical foundations, methodological steps to follow when using the approach, latest methodological insights, and challenges for improvement. In Part II, applications of each of these approaches are presented. Based on recent case studies, the practical implications of applying each approach are discussed in depth. Part III focuses on using the approaches and tools in real-world contexts, based on insights from real-world cases. Part IV contains conclusions and a synthesis of the lessons that can be drawn for designing, applying, and implementing strategic plans under deep uncertainty, as well as recommendations for future work. The publication of this book has been funded by the Radboud University, the RAND Corporation, Delft University of Technology, and Deltares.

Applied Multi-objective Optimization

Applied Multi-objective Optimization PDF Author: Nilanjan Dey
Publisher: Springer Nature
ISBN: 9819703530
Category : Electronic books
Languages : en
Pages : 181

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Book Description
The book explains basic ideas behind several kinds of applied multi-objective optimization and shows how it will be applied in practical contexts in the domain of healthcare, engineering design, and manufacturing. The book discusses how meta-heuristic algorithms are successful in resolving challenging, multi-objective optimization issues in various disciplines, including engineering, economics, medical and environmental management. The topic is useful for graduates, researchers and lecturers in optimization, engineering, management science and computer science.

Multicriteria Optimization

Multicriteria Optimization PDF Author: Matthias Ehrgott
Publisher: Springer Science & Business Media
ISBN: 3540276599
Category : Business & Economics
Languages : en
Pages : 329

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Book Description
- Collection of results of multicriteria optimization, including nonlinear, linear and combinatorial optimization problems - Includes numerous illustrations, examples and problems

Robust Multi-objective Optimization Based on a User Perspective

Robust Multi-objective Optimization Based on a User Perspective PDF Author: Christoffer Cromwik
Publisher:
ISBN:
Category :
Languages : en
Pages : 19

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Book Description