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BOOK EXCERPT:
This book explores the updated version of the GLOBAL algorithm which contains improvements for a local search algorithm and new Java implementations. Efficiency comparisons to earlier versions and on the increased speed achieved by the parallelization, are detailed. Examples are provided for students as well as researchers and practitioners in optimization, operations research, and mathematics to compose their own scripts with ease. A GLOBAL manual is presented in the appendix to assist new users with modules and test functions. GLOBAL is a successful stochastic multistart global optimization algorithm that has passed several computational tests, and is efficient and reliable for small to medium dimensional global optimization problems. The algorithm uses clustering to ensure efficiency and is modular in regard to the two local search methods it starts with, but it can also easily apply other local techniques. The strength of this algorithm lies in its reliability and adaptive algorithm parameters. The GLOBAL algorithm is free to download also in the earlier Fortran, C, and MATLAB implementations.
Product Details :
Genre |
: Mathematics |
Author |
: Balázs Bánhelyi |
Publisher |
: Springer |
Release |
: 2018-12-10 |
File |
: 112 Pages |
ISBN-13 |
: 9783030023751 |
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BOOK EXCERPT:
The research of Antanas Zilinskas has focused on developing models for global optimization, implementing and investigating the corresponding algorithms, and applying those algorithms to practical problems. This volume, dedicated to Professor Zilinskas on the occasion of his 60th birthday, contains new survey papers in which leading researchers from the field present various models and algorithms for solving global optimization problems.
Product Details :
Genre |
: Mathematics |
Author |
: Aimo Törn |
Publisher |
: Springer Science & Business Media |
Release |
: 2007-04-08 |
File |
: 362 Pages |
ISBN-13 |
: 9780387367217 |
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BOOK EXCERPT:
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.
Product Details :
Genre |
: Mathematics |
Author |
: Panos M. Pardalos |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-04-18 |
File |
: 571 Pages |
ISBN-13 |
: 9781475753622 |
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BOOK EXCERPT:
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.
Product Details :
Genre |
: Mathematics |
Author |
: R. Horst |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-12-11 |
File |
: 891 Pages |
ISBN-13 |
: 9781461520252 |
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BOOK EXCERPT:
Optimization models based on a nonlinear systems description often possess multiple local optima. The objective of Global Optimization (GO) is to find the best possible solution of multiextremal problems. This volume illustrates the applicability of GO modeling techniques and solution strategies to real-world problems. Coverage extends to a broad range of applications, from agroecosystem management to robot design. Proposed solutions encompass a range of practical and viable methods.
Product Details :
Genre |
: Mathematics |
Author |
: János D. Pintér |
Publisher |
: Springer Science & Business Media |
Release |
: 2006-10-13 |
File |
: 559 Pages |
ISBN-13 |
: 9780387309279 |
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BOOK EXCERPT:
In recent years global optimization has found applications in many interesting areas of science and technology including molecular biology, chemical equilibrium problems, medical imaging and networks. The collection of papers in this book indicates the diverse applicability of global optimization. Furthermore, various algorithmic, theoretical developments and computational studies are presented. Audience: All researchers and students working in mathematical programming.
Product Details :
Genre |
: Computers |
Author |
: Immanuel M. Bomze |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-03-14 |
File |
: 350 Pages |
ISBN-13 |
: 9781475726008 |
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BOOK EXCERPT:
There has been much recent progress in global optimization algo rithms for nonconvex continuous and discrete problems from both a theoretical and a practical perspective. Convex analysis plays a fun damental role in the analysis and development of global optimization algorithms. This is due essentially to the fact that virtually all noncon vex optimization problems can be described using differences of convex functions and differences of convex sets. A conference on Convex Analysis and Global Optimization was held during June 5 -9, 2000 at Pythagorion, Samos, Greece. The conference was honoring the memory of C. Caratheodory (1873-1950) and was en dorsed by the Mathematical Programming Society (MPS) and by the Society for Industrial and Applied Mathematics (SIAM) Activity Group in Optimization. The conference was sponsored by the European Union (through the EPEAEK program), the Department of Mathematics of the Aegean University and the Center for Applied Optimization of the University of Florida, by the General Secretariat of Research and Tech nology of Greece, by the Ministry of Education of Greece, and several local Greek government agencies and companies. This volume contains a selective collection of refereed papers based on invited and contribut ing talks presented at this conference. The two themes of convexity and global optimization pervade this book. The conference provided a forum for researchers working on different aspects of convexity and global opti mization to present their recent discoveries, and to interact with people working on complementary aspects of mathematical programming.
Product Details :
Genre |
: Mathematics |
Author |
: Nicolas Hadjisavvas |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-12-01 |
File |
: 601 Pages |
ISBN-13 |
: 9781461302797 |
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BOOK EXCERPT:
Optimization has played a key role in the design, planning and operation of chemical and related processes, for several decades. Global optimization has been receiving considerable attention in the past two decades. Of the two types of techniques for global optimization, stochastic global optimization is applicable to any type of problems having non-differentiable functions, discrete variables and/or continuous variables. It, thus, shows significant promise and potential for process optimization. So far, there are no books focusing on stochastic global optimization and its applications in chemical engineering. Stochastic Global Optimization ? a monograph with contributions by leading researchers in the area ? bridges the gap in this subject, with the aim of highlighting and popularizing stochastic global optimization techniques for chemical engineering applications. The book, with 19 chapters in all, is broadly categorized into two sections that extensively cover the techniques and the chemical engineering applications.
Product Details :
Genre |
: Technology & Engineering |
Author |
: Gade Pandu Rangaiah |
Publisher |
: World Scientific |
Release |
: 2010 |
File |
: 722 Pages |
ISBN-13 |
: 9789814299206 |
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BOOK EXCERPT:
Global Optimization has emerged as one of the most exciting new areas of mathematical programming. Global optimization has received a wide attraction from many fields in the past few years, due to the success of new algorithms for addressing previously intractable problems from diverse areas such as computational chemistry and biology, biomedicine, structural optimization, computer sciences, operations research, economics, and engineering design and control. This book contains refereed invited papers submitted at the 4th international confer ence on Frontiers in Global Optimization held at Santorini, Greece during June 8-12, 2003. Santorini is one of the few sites of Greece, with wild beauty created by the explosion of a volcano which is in the middle of the gulf of the island. The mystic landscape with its numerous mult-extrema, was an inspiring location particularly for researchers working on global optimization. The three previous conferences on "Recent Advances in Global Opti mization", "State-of-the-Art in Global Optimization", and "Optimization in Computational Chemistry and Molecular Biology: Local and Global approaches" took place at Princeton University in 1991, 1995, and 1999, respectively. The papers in this volume focus on de terministic methods for global optimization, stochastic methods for global optimization, distributed computing methods in global optimization, and applications of global optimiza tion in several branches of applied science and engineering, computer science, computational chemistry, structural biology, and bio-informatics.
Product Details :
Genre |
: Mathematics |
Author |
: Christodoulos A. Floudas |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-12-01 |
File |
: 590 Pages |
ISBN-13 |
: 9781461302513 |
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BOOK EXCERPT:
This eBook is dedicated to Prof. William L. Hase, who passed away on Monday, March 23, 2020.
Product Details :
Genre |
: |
Author |
: Jorge M. C. Marques |
Publisher |
: Frontiers Media SA |
Release |
: 2020-06-08 |
File |
: 145 Pages |
ISBN-13 |
: 9782889637102 |