Theoretical And Practical Aspects Of Ant Colony Optimization

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Theoretical and Practical Aspects of Ant Colony Optimization

Christian Blum
Theoretical and Practical Aspects of Ant Colony Optimization Book PDF

Author : Christian Blum
Publisher : IOS Press
Page : 298 pages
File Size : 44,6 Mb
Release : 2004
Category : Ant algorithms
ISBN : 3898382826

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Theoretical and Practical Aspects of Ant Colony Optimization by Christian Blum Pdf

Combinatorial optimization problems are of high academical and practical importance. Unfortunately, many of them belong to the class of NP-hard problems and are therefore intractable. In other words, as their dimension increases, the time needed by exact methods to find an optimal solution grows exponentially. Metaheuristics are approximate methods for attacking these problems. An approximate method is a technique that is applied in order to find a good enough solution in a reasonable amount of time. Examples of metaheuristics are simulated annealing, tabu search, evolutionary computation, and ant colony optimization (ACO), the subject of this book. The contributions of this book to ACO research are twofold. First, some new theoretical results are proven that improve our understanding of how ACO works. Second, a new framework for ACO algorithms is proposed that is shown to perform at the state-of-the-art level on some important combinatorial optimization problems such as the k-cardinality tree problem and the group shop scheduling problem, which is a general shop scheduling problem that includes among others the well-known job shop scheduling and the open shop scheduling problems.

Ant Colony Optimization

Marco Dorigo,Thomas Stutzle
Ant Colony Optimization Book PDF

Author : Marco Dorigo,Thomas Stutzle
Publisher : MIT Press
Page : 324 pages
File Size : 51,9 Mb
Release : 2004-06-04
Category : Computers
ISBN : 0262042193

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Ant Colony Optimization by Marco Dorigo,Thomas Stutzle Pdf

An overview of the rapidly growing field of ant colony optimization that describes theoretical findings, the major algorithms, and current applications. The complex social behaviors of ants have been much studied by science, and computer scientists are now finding that these behavior patterns can provide models for solving difficult combinatorial optimization problems. The attempt to develop algorithms inspired by one aspect of ant behavior, the ability to find what computer scientists would call shortest paths, has become the field of ant colony optimization (ACO), the most successful and widely recognized algorithmic technique based on ant behavior. This book presents an overview of this rapidly growing field, from its theoretical inception to practical applications, including descriptions of many available ACO algorithms and their uses. The book first describes the translation of observed ant behavior into working optimization algorithms. The ant colony metaheuristic is then introduced and viewed in the general context of combinatorial optimization. This is followed by a detailed description and guide to all major ACO algorithms and a report on current theoretical findings. The book surveys ACO applications now in use, including routing, assignment, scheduling, subset, machine learning, and bioinformatics problems. AntNet, an ACO algorithm designed for the network routing problem, is described in detail. The authors conclude by summarizing the progress in the field and outlining future research directions. Each chapter ends with bibliographic material, bullet points setting out important ideas covered in the chapter, and exercises. Ant Colony Optimization will be of interest to academic and industry researchers, graduate students, and practitioners who wish to learn how to implement ACO algorithms.

Ant Colony Optimization and Swarm Intelligence

Marco Dorigo,Luca Maria Gambardella,Mauro Birattari,Alcherio Martinoli,Riccardo Poli,Thomas Stützle
Ant Colony Optimization and Swarm Intelligence Book PDF

Author : Marco Dorigo,Luca Maria Gambardella,Mauro Birattari,Alcherio Martinoli,Riccardo Poli,Thomas Stützle
Publisher : Springer
Page : 526 pages
File Size : 54,7 Mb
Release : 2006-08-29
Category : Computers
ISBN : 9783540384830

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Ant Colony Optimization and Swarm Intelligence by Marco Dorigo,Luca Maria Gambardella,Mauro Birattari,Alcherio Martinoli,Riccardo Poli,Thomas Stützle Pdf

This book constitutes the refereed proceedings of the 5th International Workshop on Ant Colony Optimization and Swarm Intelligence, ANTS 2006, held in Brussels, Belgium, in September 2006. The 27 revised full papers, 23 revised short papers, and 12 extended abstracts presented were carefully reviewed and selected from 115 submissions.

Computational Approaches to Materials Design: Theoretical and Practical Aspects

Datta, Shubhabrata,Davim, J. Paulo
Computational Approaches to Materials Design Theoretical and Practical Aspects Book PDF

Author : Datta, Shubhabrata,Davim, J. Paulo
Publisher : IGI Global
Page : 475 pages
File Size : 45,6 Mb
Release : 2016-06-16
Category : Technology & Engineering
ISBN : 9781522502913

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Computational Approaches to Materials Design: Theoretical and Practical Aspects by Datta, Shubhabrata,Davim, J. Paulo Pdf

The development of new and superior materials is beneficial within industrial settings, as well as a topic of academic interest. By using computational modeling techniques, the probable application and performance of these materials can be easily evaluated. Computational Approaches to Materials Design: Theoretical and Practical Aspects brings together empirical research, theoretical concepts, and the various approaches in the design and discovery of new materials. Highlighting optimization tools and soft computing methods, this publication is a comprehensive collection for researchers, both in academia and in industrial settings, and practitioners who are interested in the application of computational techniques in the field of materials engineering.

Handbook of Ant Colony

Ignacio José
Handbook of Ant Colony Book PDF

Author : Ignacio José
Publisher : Unknown
Page : 300 pages
File Size : 48,8 Mb
Release : 2013-04
Category : Ant algorithms
ISBN : 1781543070

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Handbook of Ant Colony by Ignacio José Pdf

The complex social behaviours of ants have been much studied by science, and computer scientists are now finding that these behaviour patterns can provide models for solving difficult combinatorial optimization problems. The attempt to develop algorithms inspired by one aspect of ant behaviour, the ability to find what computer scientists would call shortest paths, has become the field of ant colony optimization, the most successful and widely recognized algorithmic technique based on ant behaviour. This book presents an overview of this rapidly growing field, from its theoretical inception to practical applications, including descriptions of many available ACO algorithms and their uses.

Large-Scale Scientific Computing

Ivan Lirkov,Svetozar D. Margenov,Jerzy Wasniewski
Large Scale Scientific Computing Book PDF

Author : Ivan Lirkov,Svetozar D. Margenov,Jerzy Wasniewski
Publisher : Springer
Page : 839 pages
File Size : 41,5 Mb
Release : 2010-05-10
Category : Computers
ISBN : 9783642125355

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Large-Scale Scientific Computing by Ivan Lirkov,Svetozar D. Margenov,Jerzy Wasniewski Pdf

This book constitutes the thoroughly refereed post-conference proceedings of the 7th International Conference on Large-Scale Scientific Computations, LSSC 2009, held in Sozopol, Bulgaria, in June 2009. The 93 revised full papers presented together with 5 plenary and invited papers were carefully reviewed and selected from numerous submissions for inclusion in the book. The papers are organized in topical sections on multilevel and multiscale preconditioning methods multilevel and multiscale methods for industrial applications, environmental modeling, control and uncertain systems, application of metaheuristics to large scale problems, monte carlo: methods, applications, distributed computing, grid and scientific and engineering applications, reliable numerical methods for differential equations, novel applications of optimization ideas to the numerical Solution of PDEs, and contributed talks.

Advances in Swarm Intelligence

Ying Tan,Yuhui Shi,Zhen Ji
Advances in Swarm Intelligence Book PDF

Author : Ying Tan,Yuhui Shi,Zhen Ji
Publisher : Springer
Page : 623 pages
File Size : 44,6 Mb
Release : 2012-06-13
Category : Computers
ISBN : 9783642309762

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Advances in Swarm Intelligence by Ying Tan,Yuhui Shi,Zhen Ji Pdf

This book and its companion volume, LNCS vols. 7331 and 7332, constitute the proceedings of the Third International Conference on Swarm Intelligence, ICSI 2012, held in Shenzhen, China in June 2012. The 145 revised full papers presented were carefully reviewed and selected from 247 submissions. The papers are organized in 27 cohesive sections covering all major topics of swarm intelligence research and developments.

Advances in Nature-Inspired Computing and Applications

Shishir Kumar Shandilya,Smita Shandilya,Atulya K. Nagar
Advances in Nature Inspired Computing and Applications Book PDF

Author : Shishir Kumar Shandilya,Smita Shandilya,Atulya K. Nagar
Publisher : Springer
Page : 349 pages
File Size : 49,7 Mb
Release : 2018-08-29
Category : Technology & Engineering
ISBN : 9783319964515

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Advances in Nature-Inspired Computing and Applications by Shishir Kumar Shandilya,Smita Shandilya,Atulya K. Nagar Pdf

This book contains research contributions from leading global scholars in nature-inspired computing. It includes comprehensive coverage of each respective topic, while also highlighting recent and future trends. The contributions provides readers with a snapshot of the state of the art in the field of nature-inspired computing and its application. This book has focus on the current researches while highlighting the empirical results along with theoretical concepts to provide a comprehensive reference for students, researchers, scholars, professionals and practitioners in the field of Advanced Artificial Intelligence, Nature-Inspired Algorithms and Soft Computing.

Optimization of PID Controllers Using Ant Colony and Genetic Algorithms

Muhammet Ünal,Ayça Ak,Vedat Topuz,Hasan Erdal
Optimization of PID Controllers Using Ant Colony and Genetic Algorithms Book PDF

Author : Muhammet Ünal,Ayça Ak,Vedat Topuz,Hasan Erdal
Publisher : Springer
Page : 88 pages
File Size : 40,9 Mb
Release : 2012-09-13
Category : Technology & Engineering
ISBN : 9783642329005

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Optimization of PID Controllers Using Ant Colony and Genetic Algorithms by Muhammet Ünal,Ayça Ak,Vedat Topuz,Hasan Erdal Pdf

Artificial neural networks, genetic algorithms and the ant colony optimization algorithm have become a highly effective tool for solving hard optimization problems. As their popularity has increased, applications of these algorithms have grown in more than equal measure. While many of the books available on these subjects only provide a cursory discussion of theory, the present book gives special emphasis to the theoretical background that is behind these algorithms and their applications. Moreover, this book introduces a novel real time control algorithm, that uses genetic algorithm and ant colony optimization algorithms for optimizing PID controller parameters. In general, the present book represents a solid survey on artificial neural networks, genetic algorithms and the ant colony optimization algorithm and introduces novel practical elements related to the application of these methods to process system control.

Innovations in Applied Artificial Intelligence

Floriana Esposito
Innovations in Applied Artificial Intelligence Book PDF

Author : Floriana Esposito
Publisher : Springer
Page : 858 pages
File Size : 47,8 Mb
Release : 2005-06-28
Category : Computers
ISBN : 9783540318934

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Innovations in Applied Artificial Intelligence by Floriana Esposito Pdf

“Intelligent systems are those which produce intelligent o?springs.” AI researchers have been focusing on developing and employing strong methods that are capable of solving complex real-life problems. The 18th International Conference on Industrial & Engineering Applications of Arti?cial Intelligence & Expert Systems (IEA/AIE 2005) held in Bari, Italy presented such work performed by many scientists worldwide. The Program Committee selected long papers from contributions presenting more complete work and posters from those reporting ongoing research. The Committee enforced the rule that only original and unpublished work could be considered for inclusion in these proceedings. The Program Committee selected 116 contributions from the 271 subm- ted papers which cover the following topics: arti?cial systems, search engines, intelligent interfaces, knowledge discovery, knowledge-based technologies, na- ral language processing, machine learning applications, reasoning technologies, uncertainty management, applied data mining, and technologies for knowledge management. The contributions oriented to the technological aspects of AI and the quality of the papers are witness to a research activity clearly aimed at consolidating the theoretical results that have already been achieved. The c- ference program also included two invited lectures, by Katharina Morik and Roberto Pieraccini. Manypeoplecontributedindi?erentwaystothesuccessoftheconferenceand to this volume. The authors who continue to show their enthusiastic interest in applied intelligence research are a very important part of our success. We highly appreciate the contribution of the members of the Program Committee, as well as others who reviewed all the submitted papers with e?ciency and dedication.

Handbook of Metaheuristics

Michel Gendreau,Jean-Yves Potvin
Handbook of Metaheuristics Book PDF

Author : Michel Gendreau,Jean-Yves Potvin
Publisher : Springer
Page : 611 pages
File Size : 55,9 Mb
Release : 2018-09-20
Category : Business & Economics
ISBN : 9783319910864

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Handbook of Metaheuristics by Michel Gendreau,Jean-Yves Potvin Pdf

The third edition of this handbook is designed to provide a broad coverage of the concepts, implementations, and applications in metaheuristics. The book’s chapters serve as stand-alone presentations giving both the necessary underpinnings as well as practical guides for implementation. The nature of metaheuristics invites an analyst to modify basic methods in response to problem characteristics, past experiences, and personal preferences, and the chapters in this handbook are designed to facilitate this process as well. This new edition has been fully revised and features new chapters on swarm intelligence and automated design of metaheuristics from flexible algorithm frameworks. The authors who have contributed to this volume represent leading figures from the metaheuristic community and are responsible for pioneering contributions to the fields they write about. Their collective work has significantly enriched the field of optimization in general and combinatorial optimization in particular.Metaheuristics are solution methods that orchestrate an interaction between local improvement procedures and higher level strategies to create a process capable of escaping from local optima and performing a robust search of a solution space. In addition, many new and exciting developments and extensions have been observed in the last few years. Hybrids of metaheuristics with other optimization techniques, like branch-and-bound, mathematical programming or constraint programming are also increasingly popular. On the front of applications, metaheuristics are now used to find high-quality solutions to an ever-growing number of complex, ill-defined real-world problems, in particular combinatorial ones. This handbook should continue to be a great reference for researchers, graduate students, as well as practitioners interested in metaheuristics.

Interactive Collaborative Information Systems

Robert Babuška,Frans C.A. Groen
Interactive Collaborative Information Systems Book PDF

Author : Robert Babuška,Frans C.A. Groen
Publisher : Springer
Page : 586 pages
File Size : 50,9 Mb
Release : 2010-03-22
Category : Technology & Engineering
ISBN : 9783642116889

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Interactive Collaborative Information Systems by Robert Babuška,Frans C.A. Groen Pdf

The increasing complexity of our world demands new perspectives on the role of technology in decision making. Human decision making has its li- tations in terms of information-processing capacity. We need new technology to cope with the increasingly complex and information-rich nature of our modern society. This is particularly true for critical environments such as crisis management and tra?c management, where humans need to engage in close collaborations with arti?cial systems to observe and understand the situation and respond in a sensible way. We believe that close collaborations between humans and arti?cial systems will become essential and that the importance of research into Interactive Collaborative Information Systems (ICIS) is self-evident. Developments in information and communication technology have ra- cally changed our working environments. The vast amount of information available nowadays and the wirelessly networked nature of our modern so- ety open up new opportunities to handle di?cult decision-making situations such as computer-supported situation assessment and distributed decision making. To make good use of these new possibilities, we need to update our traditional views on the role and capabilities of information systems. The aim of the Interactive Collaborative Information Systems project is to develop techniques that support humans in complex information en- ronments and that facilitate distributed decision-making capabilities. ICIS emphasizes the importance of building actor-agent communities: close c- laborations between human and arti?cial actors that highlight their comp- mentary capabilities, and in which task distribution is ?exible and adaptive.

Bio-inspired Computing: Theories and Applications

Linqiang Pan,Jing Liang,Boyang Qu
Bio inspired Computing Theories and Applications Book PDF

Author : Linqiang Pan,Jing Liang,Boyang Qu
Publisher : Springer Nature
Page : 797 pages
File Size : 40,7 Mb
Release : 2020-04-01
Category : Computers
ISBN : 9789811534256

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Bio-inspired Computing: Theories and Applications by Linqiang Pan,Jing Liang,Boyang Qu Pdf

​This two-volume set (CCIS 1159 and CCIS 1160) constitutes the proceedings of the 14th International Conference on Bio-inspired Computing: Theories and Applications, BIC-TA 2019, held in Zhengzhou, China, in November 2019. The 121 full papers presented in both volumes were selected from 197 submissions. The papers are organized according to the topical headings: evolutionary computation and swarm intelligence; ​bioinformatics and systems biology; complex networks; DNA and molecular computing; neural networks and articial intelligence.

Intelligent Systems: From Theory to Practice

Vassil Sgurev,Mincho Hadjiski
Intelligent Systems From Theory to Practice Book PDF

Author : Vassil Sgurev,Mincho Hadjiski
Publisher : Springer
Page : 574 pages
File Size : 54,5 Mb
Release : 2010-09-23
Category : Technology & Engineering
ISBN : 9783642134289

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Intelligent Systems: From Theory to Practice by Vassil Sgurev,Mincho Hadjiski Pdf

In the modern science and technology there are some research directions and ch- lenges which are at the forefront of world wide research activities because of their relevance. This relevance may be related to different aspects. First, from a point of view of researchers it can be implied by just an analytic or algorithmic difficulty in the solution of problems within an area. From a broader perspective, this re- vance can be related to how important problems and challenges in a particular area are to society, corporate or national competitiveness, etc. Needless to say that the latter, more global challenges are probably more decisive a driving force for s- ence seen from a global perspective. One of such “meta-challenges” in the present world is that of intelligent s- tems. For a long time it has been obvious that the complexity of our world and the speed of changes we face in virtually all processes that have impact on our life imply a need to automate many tasks and processes that have been so far limited to human beings because they require some sort of intelligence.

Stochastic Algorithms: Foundations and Applications

Andreas Albrecht,Kathleen Steinhöfel
Stochastic Algorithms Foundations and Applications Book PDF

Author : Andreas Albrecht,Kathleen Steinhöfel
Publisher : Springer
Page : 172 pages
File Size : 49,7 Mb
Release : 2003-11-20
Category : Mathematics
ISBN : 9783540398165

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Stochastic Algorithms: Foundations and Applications by Andreas Albrecht,Kathleen Steinhöfel Pdf

This book constitutes the refereed proceedings of the Second International Symposium on Stochastic Algorithms: Foundations and Applications, SAGA 2003, held in Hatfield, UK in September 2003. The 12 revised full papers presented together with three invited papers were carefully reviewed and selected for inclusion in the book. Among the topics addressed are ant colony optimization, randomized algorithms for the intersection problem, local search for constraint satisfaction problems, randomized local search and combinatorial optimization, simulated annealing, probabilistic global search, network communication complexity, open shop scheduling, aircraft routing, traffic control, randomized straight-line programs, and stochastic automata and probabilistic transformations.