Handbook Of Test Problems In Local And Global Optimization
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Author | : Christodoulos A. Floudas |
Publisher | : Springer Science & Business Media |
Total Pages | : 447 |
Release | : 2013-03-09 |
Genre | : Technology & Engineering |
ISBN | : 1475730403 |
This collection of challenging and well-designed test problems arising in literature studies also contains a wide spectrum of applications, including pooling/blending operations, heat exchanger network synthesis, homogeneous azeotropic separation, and dynamic optimization and optimal control problems.
Author | : Panos M. Pardalos |
Publisher | : Springer Science & Business Media |
Total Pages | : 571 |
Release | : 2013-04-18 |
Genre | : Mathematics |
ISBN | : 1475753624 |
In 1995 the Handbook of Global Optimization (first volume), edited by R. Horst, and P.M. Pardalos, was published. This second volume of the Handbook of Global Optimization is comprised of chapters dealing with modern approaches to global optimization, including different types of heuristics. Topics covered in the handbook include various metaheuristics, such as simulated annealing, genetic algorithms, neural networks, taboo search, shake-and-bake methods, and deformation methods. In addition, the book contains chapters on new exact stochastic and deterministic approaches to continuous and mixed-integer global optimization, such as stochastic adaptive search, two-phase methods, branch-and-bound methods with new relaxation and branching strategies, algorithms based on local optimization, and dynamical search. Finally, the book contains chapters on experimental analysis of algorithms and software, test problems, and applications.
Author | : Charles Audet |
Publisher | : Springer Science & Business Media |
Total Pages | : 314 |
Release | : 2005-04-20 |
Genre | : Business & Economics |
ISBN | : 9780387255699 |
Global optimization aims at solving the most general problems of deterministic mathematical programming: to find the global optimum of a nonlinear, nonconvex, multivariate function of continuous and/or integer variables subject to constraints which may be themselves nonlinear and nonconvex. In addition, once the solutions are found, proof of its optimality is also expected from this methodology. Therefore, with these difficulties in mind, global optimization is becoming an increasingly powerful and important methodology. Essays and Surveys in Global Optimization is the most recent examination of its mathematical capability, power, and wide ranging solutions to many fields in the applied sciences.
Author | : R. Horst |
Publisher | : Springer Science & Business Media |
Total Pages | : 891 |
Release | : 2013-12-11 |
Genre | : Mathematics |
ISBN | : 1461520258 |
Global optimization is concerned with the computation and characterization of global optima of nonlinear functions. During the past three decades the field of global optimization has been growing at a rapid pace, and the number of publications on all aspects of global optimization has been increasing steadily. Many applications, as well as new theoretical, algorithmic, and computational contributions have resulted. The Handbook of Global Optimization is the first comprehensive book to cover recent developments in global optimization. Each contribution in the Handbook is essentially expository in nature, but scholarly in its treatment. The chapters cover optimality conditions, complexity results, concave minimization, DC programming, general quadratic programming, nonlinear complementarity, minimax problems, multiplicative programming, Lipschitz optimization, fractional programming, network problems, trajectory methods, homotopy methods, interval methods, and stochastic approaches. The Handbook of Global Optimization is addressed to researchers in mathematical programming, as well as all scientists who use optimization methods to model and solve problems.
Author | : Robert Schumacher |
Publisher | : Morgan Kaufmann |
Total Pages | : 331 |
Release | : 2009-09-30 |
Genre | : Computers |
ISBN | : 0080889727 |
User research is global – yet despite its pervasiveness, practitioners are not all well equipped to work globally. What may have worked in Nigeria may not be accepted in Russia, may be done differently in Brazil, may partly work in China, and may completely fail in Kuwait. And what often goes less noticed, but can be equally vexing are technical, logistical and planning issues such as hiring qualified translators, payment procedures, travel issues, setting up facilities and finding test participants.The Handbook of Global User Research is the first book to focus on global user research. The book collects insight from UX professionals from nine countries and, following a typical project timeline, presents practical insights into the preparation, fieldwork, analysis and reporting, and overall project management for global user research projects. Any user experience professional that works on global projects -- including those new to the field, UX veterans who need information on this expanding aspect of user research, and students -- will need this book to do their job effectively. - Presents the definitive collection of hard won lessons from user research professionals around the world - Includes real-world examples of global user research challenges and provides approaches to these issues - Contains anecdotes and hard-won from the field that illustrate actionable tactics for practitioners
Author | : Arieh Iserles |
Publisher | : Cambridge University Press |
Total Pages | : 450 |
Release | : 2004-06-03 |
Genre | : Juvenile Nonfiction |
ISBN | : 9780521838115 |
An annual volume presenting substantive survey articles in numerical mathematics and scientific computing.
Author | : Christodoulos A. Floudas |
Publisher | : Springer Science & Business Media |
Total Pages | : 774 |
Release | : 2000 |
Genre | : Computers |
ISBN | : 9780792360148 |
This book provides a unified and insightful treatment of deterministic global optimization. It introduces theoretical and algorithmic advances that address the computation and characterization of global optima, determine valid lower and upper bounds on the global minima and maxima, and enclose all solutions of nonlinear constrained systems of equations. Among its special features, the book: Introduces the fundamentals of deterministic global optimization; Provides a thorough treatment of decomposition-based global optimization approaches for biconvex and bilinear problems; Covers global optimization methods for generalized geometric programming problems Presents in-depth global optimization algorithms for general twice continuously differentiable nonlinear problems; Provides a detailed treatment of global optimization methods for mixed-integer nonlinear problems; Develops global optimization approaches for the enclosure of all solutions of nonlinear constrained systems of equations; Includes many important applications from process design, synthesis, control, and operations, phase equilibrium, design under uncertainty, parameter estimation, azeotrope prediction, structure prediction in clusters and molecules, protein folding, and peptide docking. Audience: This book can be used as a textbook in graduate-level courses and as a desk reference for researchers in all branches of engineering and applied science, applied mathematics, industrial engineering, operations research, computer science, economics, computational chemistry and molecular biology.
Author | : Vasant, Pandian |
Publisher | : IGI Global |
Total Pages | : 999 |
Release | : 2016-03-08 |
Genre | : Mathematics |
ISBN | : 1466696451 |
Modern optimization approaches have attracted many research scientists, decision makers and practicing researchers in recent years as powerful intelligent computational techniques for solving several complex real-world problems. The Handbook of Research on Modern Optimization Algorithms and Applications in Engineering and Economics highlights the latest research innovations and applications of algorithms designed for optimization applications within the fields of engineering, IT, and economics. Focusing on a variety of methods and systems as well as practical examples, this book is a significant resource for graduate-level students, decision makers, and researchers in both public and private sectors who are seeking research-based methods for modeling uncertain real-world problems. .
Author | : Mykel J. Kochenderfer |
Publisher | : MIT Press |
Total Pages | : 521 |
Release | : 2019-03-12 |
Genre | : Computers |
ISBN | : 0262039427 |
A comprehensive introduction to optimization with a focus on practical algorithms for the design of engineering systems. This book offers a comprehensive introduction to optimization with a focus on practical algorithms. The book approaches optimization from an engineering perspective, where the objective is to design a system that optimizes a set of metrics subject to constraints. Readers will learn about computational approaches for a range of challenges, including searching high-dimensional spaces, handling problems where there are multiple competing objectives, and accommodating uncertainty in the metrics. Figures, examples, and exercises convey the intuition behind the mathematical approaches. The text provides concrete implementations in the Julia programming language. Topics covered include derivatives and their generalization to multiple dimensions; local descent and first- and second-order methods that inform local descent; stochastic methods, which introduce randomness into the optimization process; linear constrained optimization, when both the objective function and the constraints are linear; surrogate models, probabilistic surrogate models, and using probabilistic surrogate models to guide optimization; optimization under uncertainty; uncertainty propagation; expression optimization; and multidisciplinary design optimization. Appendixes offer an introduction to the Julia language, test functions for evaluating algorithm performance, and mathematical concepts used in the derivation and analysis of the optimization methods discussed in the text. The book can be used by advanced undergraduates and graduate students in mathematics, statistics, computer science, any engineering field, (including electrical engineering and aerospace engineering), and operations research, and as a reference for professionals.
Author | : Cheng, Shi |
Publisher | : IGI Global |
Total Pages | : 482 |
Release | : 2020-04-24 |
Genre | : Computers |
ISBN | : 1799832244 |
The use of optimization algorithms has seen an emergence in various professional fields due to its ability to process data and information in an efficient and productive manner. Combining computational intelligence with these algorithms has created a trending subject of research on how much more beneficial intelligent-inspired algorithms can be within companies and organizations. As modern theories and applications are continually being developed in this area, professionals are in need of current research on how intelligent algorithms are advancing in the real world. TheHandbook of Research on Advancements of Swarm Intelligence Algorithms for Solving Real-World Problems is a pivotal reference source that provides vital research on the development of swarm intelligence algorithms and their implementation into current issues. While highlighting topics such as multi-agent systems, bio-inspired computing, and evolutionary programming, this publication explores various concepts and theories of swarm intelligence and outlines future directions of development. This book is ideally designed for IT specialists, researchers, academicians, engineers, developers, practitioners, and students seeking current research on the real-world applications of intelligent algorithms.