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iba hitoshi - ai and swarm

AI and SWARM Evolutionary Approach to Emergent Intelligence




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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

CRC Press

Pubblicazione: 09/2019
Edizione: 1° edizione





Note Editore

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.




Sommario

Introduction What is AI? – Strong AI VS Weak AI What is emergence? Cellular automaton and edge of chaos AI, Alife and Emergent computation Evolutionary computation How to make a bit? – Exploration vs. exploitation Wire world: A computer implemented as a cellular automation Langton’s ant Meta-heuristics Ant colony optimization (ACO) Particle swarm optimization (PSO) Artificial Bee Colony optimization (ABC) Firefly algorithms Cuckoo search Harmony search (HS) Cat swarm optimization (CSO) Meta–heuristics revisited Emergent Properties and swarm intelligence Reaction-Diffusion Computing Queuing theory and traffic jams Silicon Traffic and Rule 184 Segregation and immigration: What is right? Complex adaptive systems Diffusion-Limited Aggregation (DLA) How do snowflakes form? Why do fish patterns change? BZ reaction and its oscillation Why do we have mottled snakes? Theory of Murray Emergence of intelligence Evolution of cooperation and defection Evolutionary psychology and mind theory How does slime solve a maze problem? Slime intelligenceSwarm robots Conclusion References




Autore

Hitoshi Iba is a Professor at the Graduate School of Information Science and Technology at the University of Tokyo. From 1990 to 1998, he was a senior researcher at the Electro Technical Laboratory (ETL) in Ibaraki, Japan. He is an Associate Editor of the Journal of Genetic Programming and Evolvable Machines (GPEM). He is also is an underwater naturalist andexperienced PADI divemaster having completed more than a thousand dives.










Altre Informazioni

ISBN:

9780367136314

Condizione: Nuovo
Dimensioni: 9.25 x 6.25 in Ø 0.87 lb
Formato: Copertina rigida
Illustration Notes:160 b/w images, 8 color images and 29 tables
Pagine Arabe: 250
Pagine Romane: xii


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