From Nonlinear Programming Theory To Practical Optimization Algorithms
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From Nonlinear Programming Theory To Practical Optimization Algorithms
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Author : Lorenz T. Biegler
language : en
Publisher:
Release Date : 1992
From Nonlinear Programming Theory To Practical Optimization Algorithms written by Lorenz T. Biegler and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1992 with Computer-aided engineering categories.
Abstract: "As process optimization becomes an established and mature technology for process simulation, analysis and operation, it becomes important to consider larger and more creative problem formulations and applications, as well as the development of efficient algorithms to tackle them. Here, some novel process optimization applications are briefly reviewed in the following areas of process design and analysis: treatment of constrained and nonsmooth simulation problems, particularly in phase equilibrium; synthesis of chemical reactor networks through the application of targeting strategies; more efficient strategies for process optimization and postoptimality analysis; treatment of uncertainty through multiperiod optimization problems; the role of automatic differentiation tools in process optimization. An outline of the concepts behind each of these topics will be presented and process examples are briefly described in order to demonstrate the effectiveness of these optimization-based applications."
Practical Optimization
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Author : Andreas Antoniou
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-03-12
Practical Optimization written by Andreas Antoniou and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-03-12 with Computers categories.
Practical Optimization: Algorithms and Engineering Applications is a hands-on treatment of the subject of optimization. A comprehensive set of problems and exercises makes the book suitable for use in one or two semesters of a first-year graduate course or an advanced undergraduate course. Each half of the book contains a full semester’s worth of complementary yet stand-alone material. The practical orientation of the topics chosen and a wealth of useful examples also make the book suitable for practitioners in the field.
Linear And Nonlinear Programming
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Author : David G. Luenberger
language : en
Publisher: Springer Nature
Release Date : 2021-10-31
Linear And Nonlinear Programming written by David G. Luenberger and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-31 with Business & Economics categories.
The 5th edition of this classic textbook covers the central concepts of practical optimization techniques, with an emphasis on methods that are both state-of-the-art and popular. One major insight is the connection between the purely analytical character of an optimization problem and the behavior of algorithms used to solve that problem. End-of-chapter exercises are provided for all chapters. The material is organized into three separate parts. Part I offers a self-contained introduction to linear programming. The presentation in this part is fairly conventional, covering the main elements of the underlying theory of linear programming, many of the most effective numerical algorithms, and many of its important special applications. Part II, which is independent of Part I, covers the theory of unconstrained optimization, including both derivations of the appropriate optimality conditions and an introduction to basic algorithms. This part of the book explores the general properties of algorithms and defines various notions of convergence. In turn, Part III extends the concepts developed in the second part to constrained optimization problems. Except for a few isolated sections, this part is also independent of Part I. As such, Parts II and III can easily be used without reading Part I and, in fact, the book has been used in this way at many universities. New to this edition are popular topics in data science and machine learning, such as the Markov Decision Process, Farkas’ lemma, convergence speed analysis, duality theories and applications, various first-order methods, stochastic gradient method, mirror-descent method, Frank-Wolf method, ALM/ADMM method, interior trust-region method for non-convex optimization, distributionally robust optimization, online linear programming, semidefinite programming for sensor-network localization, and infeasibility detection for nonlinear optimization.
Nonlinear Programming
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Author : Mokhtar S. Bazaraa
language : en
Publisher:
Release Date : 1993
Nonlinear Programming written by Mokhtar S. Bazaraa and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Mathematics categories.
Presents recent developments of key topics in nonlinear programming using a logical and self-contained format. Divided into three sections that deal with convex analysis, optimality conditions and duality, computational techniques. Precise statements of algorithms are given along with convergence analysis. Each chapter contains detailed numerical examples, graphical illustrations and numerous exercises to aid readers in understanding the concepts and methods discussed.
Advanced Engineering Forum Vol 28
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Author : Dumitru Nedelcu
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2018-06-27
Advanced Engineering Forum Vol 28 written by Dumitru Nedelcu and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-06-27 with Technology & Engineering categories.
The 28th volume of the journal "Advanced Engineering Forum" is collected from peer-reviewed manuscripts describing the results of engineering solutions and research dealing with actual problems in areas of structural engineering and construction, functional materials, their behaviour and their processing technologies, power engineering, urban planning and applied information technologies. Published articles will be useful for professionals in the various branches of engineering and for students and academic staff concerned with the related specialties.
Nonlinear Programming
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Author : Garth P. McCormick
language : en
Publisher: Wiley
Release Date : 1983-02-11
Nonlinear Programming written by Garth P. McCormick and has been published by Wiley this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983-02-11 with Mathematics categories.
A comprehensive, high-level introduction to the theoretical, computational, and modelling aspects of practical nonlinear programming and optimization. Provides an exposition of algorithms for solving NLP and optimization problems. Presents case studies and optimization models of real-world problems. Introduces mathematical analysis, convexity, and linear algebra fundamentals. Presents ``factorable'' functions to provide interface between computer coded algorithms and the algebraic representation of nonlinear programming problems. Includes exercises.
Convexification And Global Optimization In Continuous And Mixed Integer Nonlinear Programming
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Author : Mohit Tawarmalani
language : en
Publisher: Springer Science & Business Media
Release Date : 2002-10-31
Convexification And Global Optimization In Continuous And Mixed Integer Nonlinear Programming written by Mohit Tawarmalani and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002-10-31 with Business & Economics categories.
This book provides an insightful and comprehensive treatment of convexification and global optimization of continuous and mixed-integer nonlinear programs. Developed for students, researchers, and practitioners, the book covers theory, algorithms, software, and applications. This thought-provoking book: -develops a powerful and widely-applicable framework for constructing closed-form expressions of convex envelopes of nonlinear functions; -presents a systematic treatment of branch-and-bound, while providing acceleration mechanisms and enhancements; -unifies ideas at the interface between operations research and computer science, devising efficient algorithmic implementation for global optimization; offers students, modelers, and algorithm developers a rich collection of models, applications, and numerical examples; -elucidates through geometric interpretations the concepts discussed throughout the book; -shows how optimization theory can lead to breakthroughs in diverse application areas, including molecular design, process and product design, facility location, and supply chain design and operation; -demonstrates that the BARON software developed by the authors can solve global optimization problems heretofore considered intractable, in an entirely automated manner on a personal computer. Audience: This book will be of interest to researchers in operations research, management science, applied mathematics, computer science, computational chemistry, and all branches of engineering. In addition, the book can be used in graduate level courses in nonlinear optimization, integer programming, global optimization, convex analysis, applied mathematics, and engineering design.
Aiaa 1995 Space Programs And Technologies Conference
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Author :
language : en
Publisher:
Release Date : 1995
Aiaa 1995 Space Programs And Technologies Conference written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Space flight categories.
Chemical Engineering Bibliography 1992 1993
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Author : Martyn S. Ray
language : en
Publisher:
Release Date : 1994
Chemical Engineering Bibliography 1992 1993 written by Martyn S. Ray and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Chemical engineering categories.
Practical Optimization
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Author : Philip E. Gill
language : en
Publisher: SIAM
Release Date : 2019-12-16
Practical Optimization written by Philip E. Gill and has been published by SIAM this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-16 with Mathematics categories.
In the intervening years since this book was published in 1981, the field of optimization has been exceptionally lively. This fertility has involved not only progress in theory, but also faster numerical algorithms and extensions into unexpected or previously unknown areas such as semidefinite programming. Despite these changes, many of the important principles and much of the intuition can be found in this Classics version of Practical Optimization. This book provides model algorithms and pseudocode, useful tools for users who prefer to write their own code as well as for those who want to understand externally provided code. It presents algorithms in a step-by-step format, revealing the overall structure of the underlying procedures and thereby allowing a high-level perspective on the fundamental differences. And it contains a wealth of techniques and strategies that are well suited for optimization in the twenty-first century, and particularly in the now-flourishing fields of data science, big data, and machine learning. Practical Optimization is appropriate for advanced undergraduates, graduate students, and researchers interested in methods for solving optimization problems.