Ai And Swarm

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AI and SWARM

Hitoshi Iba
AI and SWARM Book PDF

Author : Hitoshi Iba
Publisher : CRC Press
Page : 206 pages
File Size : 50,9 Mb
Release : 2019-09-17
Category : Computers
ISBN : 9780429648434

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AI and SWARM by Hitoshi Iba Pdf

This book provides theoretical and practical knowledge on AI and swarm intelligence. It provides a methodology for EA (evolutionary algorithm)-based approach for complex adaptive systems with the integration of several meta-heuristics, e.g., ACO (Ant Colony Optimization), ABC (Artificial Bee Colony), and PSO (Particle Swarm Optimization), etc. These developments contribute towards better problem-solving methodologies in AI. The book also covers emerging uses of swarm intelligence in applications such as complex adaptive systems, reaction-diffusion computing, and diffusion-limited aggregation, etc. Another emphasis is its real-world applications. We give empirical examples from real-world problems and show that the proposed approaches are successful when addressing tasks from such areas as swarm robotics, silicon traffics, image understanding, Vornoi diagrams, queuing theory, and slime intelligence, etc. Each chapter begins with the background of the problem followed by the current state-of-the-art techniques of the field, and ends with a detailed discussion. In addition, the simulators, based on optimizers such as PSO and ABC complex adaptive system simulation, are described in detail. These simulators, as well as some source codes, are available online on the author’s website for the benefit of readers interested in getting some hands-on experience of the subject. The concepts presented in this book aim to promote and facilitate the effective research in swarm intelligence approaches in both theory and practice. This book would also be of value to other readers because it covers interdisciplinary research topics that encompass problem-solving tasks in AI, complex adaptive systems, and meta-heuristics.

Swarm Intelligence and Deep Evolution

Hitoshi Iba
Swarm Intelligence and Deep Evolution Book PDF

Author : Hitoshi Iba
Publisher : CRC Press
Page : 288 pages
File Size : 41,9 Mb
Release : 2022-04-14
Category : Computers
ISBN : 9781000579901

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Swarm Intelligence and Deep Evolution by Hitoshi Iba Pdf

The book provides theoretical and practical knowledge about swarm intelligence and evolutionary computation. It describes the emerging trends in deep learning that involve the integration of swarm intelligence and evolutionary computation with deep learning, i.e., deep neuroevolution and deep swarms. The study reviews the research on network structures and hyperparameters in deep learning, and attracting attention as a new trend in AI. A part of the coverage of the book is based on the results of practical examples as well as various real-world applications. The future of AI, based on the ideas of swarm intelligence and evolution is also covered. The book is an introductory work for researchers. Approaches to the realization of AI and the emergence of intelligence are explained, with emphasis on evolution and learning. It is designed for beginners who do not have any knowledge of algorithms or biology, and explains the basics of neural networks and deep learning in an easy-to-understand manner. As a practical exercise in neuroevolution, the book shows how to learn to drive a racing car and a helicopter using MindRender. MindRender is an AI educational software that allows the readers to create and play with VR programs, and provides a variety of examples so that the readers will be able to create and understand AI.

Swarm Intelligence

Eric Bonabeau,Marco Dorigo,Guy Theraulaz
Swarm Intelligence Book PDF

Author : Eric Bonabeau,Marco Dorigo,Guy Theraulaz
Publisher : Oxford University Press
Page : 320 pages
File Size : 40,7 Mb
Release : 1999-09-23
Category : Computers
ISBN : 9780198030157

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Swarm Intelligence by Eric Bonabeau,Marco Dorigo,Guy Theraulaz Pdf

Social insects--ants, bees, termites, and wasps--can be viewed as powerful problem-solving systems with sophisticated collective intelligence. Composed of simple interacting agents, this intelligence lies in the networks of interactions among individuals and between individuals and the environment. A fascinating subject, social insects are also a powerful metaphor for artificial intelligence, and the problems they solve--finding food, dividing labor among nestmates, building nests, responding to external challenges--have important counterparts in engineering and computer science. This book provides a detailed look at models of social insect behavior and how to apply these models in the design of complex systems. The book shows how these models replace an emphasis on control, preprogramming, and centralization with designs featuring autonomy, emergence, and distributed functioning. These designs are proving immensely flexible and robust, able to adapt quickly to changing environments and to continue functioning even when individual elements fail. In particular, these designs are an exciting approach to the tremendous growth of complexity in software and information. Swarm Intelligence draws on up-to-date research from biology, neuroscience, artificial intelligence, robotics, operations research, and computer graphics, and each chapter is organized around a particular biological example, which is then used to develop an algorithm, a multiagent system, or a group of robots. The book will be an invaluable resource for a broad range of disciplines.

Swarm Intelligence

Christian Blum,Daniel Merkle
Swarm Intelligence Book PDF

Author : Christian Blum,Daniel Merkle
Publisher : Springer Science & Business Media
Page : 284 pages
File Size : 42,6 Mb
Release : 2008-09-24
Category : Computers
ISBN : 9783540740896

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Swarm Intelligence by Christian Blum,Daniel Merkle Pdf

The book’s contributing authors are among the top researchers in swarm intelligence. The book is intended to provide an overview of the subject to novices, and to offer researchers an update on interesting recent developments. Introductory chapters deal with the biological foundations, optimization, swarm robotics, and applications in new-generation telecommunication networks, while the second part contains chapters on more specific topics of swarm intelligence research.

Swarm Intelligence and Deep Evolution

Hitoshi Iba
Swarm Intelligence and Deep Evolution Book PDF

Author : Hitoshi Iba
Publisher : CRC Press
Page : 0 pages
File Size : 52,5 Mb
Release : 2022
Category : Computers
ISBN : 1032009179

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Swarm Intelligence and Deep Evolution by Hitoshi Iba Pdf

"Our book covers recent developments in swarm intelligence, deep learning, and evolutionary computation for the sake of practical AI application so that a larger audience of researchers and practitioners can be expected from the computer science. It also keeps the mathematics to a minimum; as much as possible, mathematical formulas and programs were generally not used"--

Applied Optimization and Swarm Intelligence

Eneko Osaba,Xin-She Yang
Applied Optimization and Swarm Intelligence Book PDF

Author : Eneko Osaba,Xin-She Yang
Publisher : Springer Nature
Page : 236 pages
File Size : 49,7 Mb
Release : 2021-05-17
Category : Technology & Engineering
ISBN : 9789811606625

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Applied Optimization and Swarm Intelligence by Eneko Osaba,Xin-She Yang Pdf

This book gravitates on the prominent theories and recent developments of swarm intelligence methods, and their application in both synthetic and real-world optimization problems. The special interest will be placed in those algorithmic variants where biological processes observed in nature have underpinned the core operators underlying their search mechanisms. In other words, the book centers its attention on swarm intelligence and nature-inspired methods for efficient optimization and problem solving. The content of this book unleashes a great opportunity for researchers, lecturers and practitioners interested in swarm intelligence, optimization problems and artificial intelligence.

Swarm Intelligence Optimization

Abhishek Kumar,Pramod Singh Rathore,Vicente Garcia Diaz,Rashmi Agrawal
Swarm Intelligence Optimization Book PDF

Author : Abhishek Kumar,Pramod Singh Rathore,Vicente Garcia Diaz,Rashmi Agrawal
Publisher : John Wiley & Sons
Page : 384 pages
File Size : 45,6 Mb
Release : 2021-01-07
Category : Computers
ISBN : 9781119778745

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Swarm Intelligence Optimization by Abhishek Kumar,Pramod Singh Rathore,Vicente Garcia Diaz,Rashmi Agrawal Pdf

Resource optimization has always been a thrust area of research, and as the Internet of Things (IoT) is the most talked about topic of the current era of technology, it has become the need of the hour. Therefore, the idea behind this book was to simplify the journey of those who aspire to understand resource optimization in the IoT. To this end, included in this book are various real-time/offline applications and algorithms/case studies in the fields of engineering, computer science, information security, and cloud computing, along with the modern tools and various technologies used in systems, leaving the reader with a high level of understanding of various techniques and algorithms used in resource optimization.

Advances in Swarm Intelligence for Optimizing Problems in Computer Science

Anand Nayyar,Dac-Nhuong Le,Nhu Gia Nguyen
Advances in Swarm Intelligence for Optimizing Problems in Computer Science Book PDF

Author : Anand Nayyar,Dac-Nhuong Le,Nhu Gia Nguyen
Publisher : CRC Press
Page : 325 pages
File Size : 41,8 Mb
Release : 2018-10-03
Category : Computers
ISBN : 9780429820151

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Advances in Swarm Intelligence for Optimizing Problems in Computer Science by Anand Nayyar,Dac-Nhuong Le,Nhu Gia Nguyen Pdf

This book provides comprehensive details of all Swarm Intelligence based Techniques available till date in a comprehensive manner along with their mathematical proofs. It will act as a foundation for authors, researchers and industry professionals. This monograph will present the latest state of the art research being done on varied Intelligent Technologies like sensor networks, machine learning, optical fiber communications, digital signal processing, image processing and many more.

Swarm Intelligence

James Kennedy,Russell C. Eberhart,Yuhui Shi
Swarm Intelligence Book PDF

Author : James Kennedy,Russell C. Eberhart,Yuhui Shi
Publisher : Morgan Kaufmann
Page : 545 pages
File Size : 52,8 Mb
Release : 2001-03-26
Category : Computers
ISBN : 9781558605954

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Swarm Intelligence by James Kennedy,Russell C. Eberhart,Yuhui Shi Pdf

A scholarly text on swarm intelligence that argues that intelligent human cognition derives from the interactions of individuals in a social world.

Critical Developments and Applications of Swarm Intelligence

Yuhui Shi
Critical Developments and Applications of Swarm Intelligence Book PDF

Author : Yuhui Shi
Publisher : IGI Global, Engineering Science Reference
Page : 0 pages
File Size : 47,5 Mb
Release : 2018
Category : Computers
ISBN : 1522551360

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Critical Developments and Applications of Swarm Intelligence by Yuhui Shi Pdf

Artificial intelligence is a constantly advancing field that requires models in order to accurately create functional systems. The use of natural acumen to create artificial intelligence creates a field of research in which the natural and the artificial meet in a new and innovative way. Critical Developments and Applications of Swarm Intelligence is a critical academic publication that examines developing research, technologies, and function regarding natural and artificial acumen specifically, in regards to self-organized systems. Featuring coverage on a broad range of topics such as evolutionary algorithms, optimization techniques, and computational comparison, this book is geared toward academicians, students, researchers, and engineers seeking relevant and current research on the progressive research based on the implementation of swarm intelligence in self-organized systems.

Swarm Intelligence

Marco Antonio Aceves-Fernandez
Swarm Intelligence Book PDF

Author : Marco Antonio Aceves-Fernandez
Publisher : Intechopen
Page : 0 pages
File Size : 41,6 Mb
Release : 2023-02
Category : Electronic
ISBN : 1837680868

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Swarm Intelligence by Marco Antonio Aceves-Fernandez Pdf

Artificial intelligence (AI) has attracted the attention of many and is taking an increasingly crucial role in our modern society. AI machines demonstrate advanced cognitive skills in making decisions, learning, perceiving the environment, predicting certain behavior, and processing written or spoken languages, among other skills. In tandem with AI, "swarm intelligence" is being used to solve complex problems that are beyond the reasoning and problem-solving abilities of humans. This book discusses both AI and swarm intelligence, including their theoretical backgrounds and applications.

Handbook of Swarm Intelligence

Bijaya Ketan Panigrahi,Yuhui Shi,Meng-Hiot Lim
Handbook of Swarm Intelligence Book PDF

Author : Bijaya Ketan Panigrahi,Yuhui Shi,Meng-Hiot Lim
Publisher : Springer Science & Business Media
Page : 538 pages
File Size : 41,6 Mb
Release : 2011-02-04
Category : Technology & Engineering
ISBN : 9783642173905

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Handbook of Swarm Intelligence by Bijaya Ketan Panigrahi,Yuhui Shi,Meng-Hiot Lim Pdf

From nature, we observe swarming behavior in the form of ant colonies, bird flocking, animal herding, honey bees, swarming of bacteria, and many more. It is only in recent years that researchers have taken notice of such natural swarming systems as culmination of some form of innate collective intelligence, albeit swarm intelligence (SI) - a metaphor that inspires a myriad of computational problem-solving techniques. In computational intelligence, swarm-like algorithms have been successfully applied to solve many real-world problems in engineering and sciences. This handbook volume serves as a useful foundational as well as consolidatory state-of-art collection of articles in the field from various researchers around the globe. It has a rich collection of contributions pertaining to the theoretical and empirical study of single and multi-objective variants of swarm intelligence based algorithms like particle swarm optimization (PSO), ant colony optimization (ACO), bacterial foraging optimization algorithm (BFOA), honey bee social foraging algorithms, and harmony search (HS). With chapters describing various applications of SI techniques in real-world engineering problems, this handbook can be a valuable resource for researchers and practitioners, giving an in-depth flavor of what SI is capable of achieving.

Swarm Intelligence

Fouad Sabry
Swarm Intelligence Book PDF

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
Page : 113 pages
File Size : 40,6 Mb
Release : 2021-01-18
Category : Computers
ISBN : 9781005342104

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Swarm Intelligence by Fouad Sabry Pdf

What Is Swarm Intelligence - Traders deciding on the next big market bet. - A navigation app quickly mapping out a less-explored area. - Fashion brands choosing the hottest color of the season. - An airport managing fight delays. What do these scenarios have in common? In each one, swarm intelligence blends global and local insight to improve how businesses make decisions. Swarm intelligence is a form of artificial intelligence (AI) inspired by the insect kingdom. In nature, it describes how honeybees migrate, how ants form perfect trails, and how birds flock. In the world of AI, swarm systems draw input from individual people or machine sensors and then use algorithms to optimize the overall performance of the group or system in real time. Consider Waze, the popular road navigation app that uses swarm intelligence to create and modify maps. Starting with limited digital maps, it began making tweaks based on its users’ GPS data along with manual map modifications by registered users. Entire cities have been mapped using this method, as was the case in Costa Rica’s capital, San José. And just as ants signal danger to their counterparts, so too do Waze users contribute live information from accident locations and traffic jams. Swarm intelligence is now being used to predict everything from the outcome of the Super Bowl to fashion trends to major political events. Using swarm intelligence, investors can better predict market movements, and retailers can more accurately forecast sales. How You Will Benefit By the end of reading this book, you will have the answers to the public top 100 questions, queries, issues, doubts, problems and inquiries. Most importantly, you will be able master the discussion about the following topics in Swarm Intelligence, and explore the new ways of thinking about life and business: 01 - Fundamental Concepts: Definition, Systems, Nature 02 - Models of Swarm Behavior: Boids, Self-Propelled Particles 03 - Optimization Problem: Elements, Formulations, and Search Solutions 04 - Meta-Heuristic Nature Inspired Optimization Algorithms Inspired by Swarm Intelligence 05 - Meta-Heuristic and Monkeys Problems: Infinite, Finite, and the difference 06 - Common Algorithmic Characteristics and Comparisons: Ant Colony Optimization, Bee Colony Optimization, Bat Algorithm, Cuckoo Search, Particle Swarm Optimization, Firefly Algorithm, Flower Pollination Algorithm, Swarm Intelligence Application Areas, Travelling Salesman Problem, Telecommunication, Image Processing, Engineering Design, Vehicle Routing 07 - Swarm Intelligence Systems: Taxonomy, Natural vs. Artificial, Scientific vs. Engineering 08 - Examples of Swarm Intelligence Systems: Foraging Behavior of Ants, Clustering by a Swarm of Robots, Exploitation of Collective Behaviors of Animal Societies, Swarm-based Data Analysis 09 - Properties of Swarm Intelligence Systems: Individual, Homogeneous, Interaction, Self-Organized 10 - Studies and Applications of Swarm Intelligence Systems: Clustering Behavior of Ants, Nest Building Behavior of Wasp and Termites, Flocking and Schooling in Birds and Fish, Any Colony Optimization, Particle Swarm Optimization, Swarm-based Network Management, Cooperative Behavior in Swarm of Robots. 11- Swarm Intelligence as a Whole New Way of Thinking About Business: Perspective and Advantages 12 - Swarm Intelligence Foraging for Solutions in Telecommunication, Information Technology, Logistics, Manufacturing. 13 - Advantages of Swarm Intelligence for Organizations: Simple Rules Rule, Raiding New Markets, A swarm of Possibilities.

Integration of Swarm Intelligence and Artificial Neural Network

Satchidananda Dehuri,Susmita Ghosh,Sung-Bae Cho
Integration of Swarm Intelligence and Artificial Neural Network Book PDF

Author : Satchidananda Dehuri,Susmita Ghosh,Sung-Bae Cho
Publisher : World Scientific
Page : 352 pages
File Size : 44,8 Mb
Release : 2011
Category : Computers
ISBN : 9789814280143

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Integration of Swarm Intelligence and Artificial Neural Network by Satchidananda Dehuri,Susmita Ghosh,Sung-Bae Cho Pdf

This book provides a new forum for the dissemination of knowledge in both theoretical and applied research on swarm intelligence (SI) and artificial neural network (ANN). It accelerates interaction between the two bodies of knowledge and fosters a unified development in the next generation of computational model for machine learning. To the best of our knowledge, the integration of SI and ANN is the first attempt to integrate various aspects of both the independent research area into a single volume.

Swarm Intelligence

Abhishek Sharma,Abhinav Sharma,Jitendra Kumar Pandey,Mangey Ram
Swarm Intelligence Book PDF

Author : Abhishek Sharma,Abhinav Sharma,Jitendra Kumar Pandey,Mangey Ram
Publisher : CRC Press
Page : 152 pages
File Size : 54,8 Mb
Release : 2022-02-08
Category : Technology & Engineering
ISBN : 9781000529753

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Swarm Intelligence by Abhishek Sharma,Abhinav Sharma,Jitendra Kumar Pandey,Mangey Ram Pdf

Swarm intelligence is one of the fastest growing subfields of artificial intelligence and soft computing. This field includes multiple optimization algorithms to solve NP-hard problems for which conventional methods are not effective. It inspires researchers in engineering sciences to learn theories from nature and incorporate them. Swarm Intelligence: Foundation, Principles, and Engineering Applications provides a comprehensive review of new swarm intelligence techniques and offers practical implementation of Particle Swarm Optimization (PSO) with MATLAB code. The book discusses the statistical analysis of swarm optimization techniques so that researchers can analyse their experiment design. It also includes algorithms in social sectors, oil and gas industries, and recent research findings of new optimization algorithms in the field of engineering describing the implementation in machine learning. This book is written for students of engineering, research scientists, and academicians involved in the engineering sciences.