Bio-Inspired Artificial Intelligence: Theories, Methods, and Technologies - Brossura

Floreano, Dario; Mattiussi, Claudio

Brossura

ISBN 10: 0262547732 ISBN 13: 9780262547734

Casa editrice: MIT Press, 2023

Riassunto

A comprehensive introduction to new approaches in artificial intelligence and robotics that are inspired by self-organizing biological processes and structures.

New approaches to artificial intelligence spring from the idea that intelligence emerges as much from cells, bodies, and societies as it does from evolution, development, and learning. Traditionally, artificial intelligence has been concerned with reproducing the abilities of human brains; newer approaches take inspiration from a wider range of biological structures that that are capable of autonomous self-organization. Examples of these new approaches include evolutionary computation and evolutionary electronics, artificial neural networks, immune systems, biorobotics, and swarm intelligence—to mention only a few. This book offers a comprehensive introduction to the emerging field of biologically inspired artificial intelligence that can be used as an upper-level text or as a reference for researchers. Each chapter presents computational approaches inspired by a different biological system; each begins with background information about the biological system and then proceeds to develop computational models that make use of biological concepts. The chapters cover evolutionary computation and electronics; cellular systems; neural systems, including neuromorphic engineering; developmental systems; immune systems; behavioral systems—including several approaches to robotics, including behavior-based, bio-mimetic, epigenetic, and evolutionary robots; and collective systems, including swarm robotics as well as cooperative and competitive co-evolving systems. Chapters end with a concluding overview and suggested reading.

Su questo libro

Informazioni sull?autore

Dario Floreano is Director of the Laboratory of Intelligent Systems at the Swiss Federal Institute of Technology Lausanne (EPFL). He is the coauthor of Evolutionary Robotics and Bio-Inspired Artificial Intelligence (both published by the MIT Press).

Claudio Mattiussi is an independent researcher. His research interests include computational intelligence, probabilistic engineering, and the consistent numerical formulation of physical field problems.

Dettagli dell'edizione

• Editore: MIT Press
• Data di pubblicazione: 2023
• Lingua: Inglese
• ISBN 10: 0262547732
• ISBN 13: 9780262547734
• Rilegatura: Copertina flessibile
• Numero di pagine: 673
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile