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Robust Optimization-Directed Design

2006-06-04 Mathematics
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Release : 2006-06-04
Genre : Mathematics
Kind : eBook
Book Rating : 543/5 ( reviews)

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Book Synopsis Robust Optimization-Directed Design by : Andrew J. Kurdila

Download or read book Robust Optimization-Directed Design written by Andrew J. Kurdila. This book was released on 2006-06-04. Available in PDF, EPUB and Kindle. Book excerpt: Robust design—that is, managing design uncertainties such as model uncertainty or parametric uncertainty—is the often unpleasant issue crucial in much multidisciplinary optimal design work. Recently, there has been enormous practical interest in strategies for applying optimization tools to the development of robust solutions and designs in several areas, including aerodynamics, the integration of sensing (e.g., laser radars, vision-based systems, and millimeter-wave radars) and control, cooperative control with poorly modeled uncertainty, cascading failures in military and civilian applications, multi-mode seekers/sensor fusion, and data association problems and tracking systems. The contributions to this book explore these different strategies. The expression "optimization-directed” in this book’s title is meant to suggest that the focus is not agonizing over whether optimization strategies identify a true global optimum, but rather whether these strategies make significant design improvements.

Design of Distributed and Robust Optimization Algorithms. A Systems Theoretic Approach

2020-04-17 Technology & Engineering
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Release : 2020-04-17
Genre : Technology & Engineering
Kind : eBook
Book Rating : 909/5 ( reviews)

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Book Synopsis Design of Distributed and Robust Optimization Algorithms. A Systems Theoretic Approach by : Simon Michalowsky

Download or read book Design of Distributed and Robust Optimization Algorithms. A Systems Theoretic Approach written by Simon Michalowsky . This book was released on 2020-04-17. Available in PDF, EPUB and Kindle. Book excerpt: Optimization algorithms are the backbone of many modern technologies. In this thesis, we address the analysis and design of optimization algorithms from a systems theoretic viewpoint. By properly recasting the algorithm design as a controller synthesis problem, we derive methods that enable a systematic design of tailored optimization algorithms. We consider two specific classes of optimization algorithms: (i) distributed, and (ii) robust optimization algorithms. Concerning (i), we utilize ideas from geometric control in an innovative fashion to derive a novel methodology that enables the design of distributed optimization algorithms under minimal assumptions on the graph topology and the structure of the optimization problem. Concerning (ii), we employ robust control techniques to establish a framework for the analysis of existing algorithms as well as the design of novel robust optimization algorithms with specified guarantees.

Active Robust Optimization: Optimizing for Robustness of Changeable Products

2019-07-06 Technology & Engineering
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Release : 2019-07-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : 50X/5 ( reviews)

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Book Synopsis Active Robust Optimization: Optimizing for Robustness of Changeable Products by : Shaul Salomon

Download or read book Active Robust Optimization: Optimizing for Robustness of Changeable Products written by Shaul Salomon. This book was released on 2019-07-06. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Robust Design Optimization of Structures Under Uncertainties

2005
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Release : 2005
Genre :
Kind : eBook
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Book Synopsis Robust Design Optimization of Structures Under Uncertainties by : Zhan Kang

Download or read book Robust Design Optimization of Structures Under Uncertainties written by Zhan Kang. This book was released on 2005. Available in PDF, EPUB and Kindle. Book excerpt:

Illustration of Nonlinear Robust Optimization Models in Engineering Design

2011 Nonlinear theories
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Release : 2011
Genre : Nonlinear theories
Kind : eBook
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Book Synopsis Illustration of Nonlinear Robust Optimization Models in Engineering Design by : Bhanu Kiran Susarla

Download or read book Illustration of Nonlinear Robust Optimization Models in Engineering Design written by Bhanu Kiran Susarla. This book was released on 2011. Available in PDF, EPUB and Kindle. Book excerpt:

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