Cognitive Robotics

Cognitive Robotics

Cognitive Robotics

Cognitive Robotics

Hardcover

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Overview

The current state of the art in cognitive robotics, covering the challenges of building AI-powered intelligent robots inspired by natural cognitive systems.

A novel approach to building AI-powered intelligent robots takes inspiration from the way natural cognitive systems—in humans, animals, and biological systems—develop intelligence by exploiting the full power of interactions between body and brain, the physical and social environment in which they live, and phylogenetic, developmental, and learning dynamics. This volume reports on the current state of the art in cognitive robotics, offering the first comprehensive coverage of building robots inspired by natural cognitive systems.

Contributors first provide a systematic definition of cognitive robotics and a history of developments in the field. They describe in detail five main approaches: developmental, neuro, evolutionary, swarm, and soft robotics. They go on to consider methodologies and concepts, treating topics that include commonly used cognitive robotics platforms and robot simulators, biomimetic skin as an example of a hardware-based approach, machine-learning methods, and cognitive architecture. Finally, they cover the behavioral and cognitive capabilities of a variety of models, experiments, and applications, looking at issues that range from intrinsic motivation and perception to robot consciousness.

Cognitive Robotics is aimed at an interdisciplinary audience, balancing technical details and examples for the computational reader with theoretical and experimental findings for the empirical scientist.

Product Details

ISBN-13: 9780262046831
Publisher: MIT Press
Publication date: 05/17/2022
Series: Intelligent Robotics and Autonomous Agents series
Pages: 496
Sales rank: 323,792
Product dimensions: 7.25(w) x 10.25(h) x 1.40(d)

About the Author

Angelo Cangelosi is Professor of Machine Learning and Robotics at the University of Manchester, UK, and coauthor of Developmental Robotics (MIT Press). Minoru Asada is Vice-President of International Professional University of Technology in Osaka, and Specially Appointed Professor in the Institute for Open and Transdisciplinary Research Initiatives at Osaka University.

Table of Contents

Preface ix
Acknowledgments xi
I Definition and Approaches 
1 What is Cognitive Robotics? 3
2 Neurorobotics: Neuroscience and Robots 19
3 Developmental Robotics 41
4 Evolutionary Robotics 59
5 Swarm Robotics 77
6 Soft Robotics: A Developmental Approach 99
II Methods and Concepts
7 Robot Platforms and Simulators 123
8 Biomimetic Skin 145
9 Machine Learning for Cognitive Robotics 165
10 Cognitive Architectures 191
11 Embodiment in Cognitive Science and Robotics 213
12 Ethics of Robotics 231
III Behavioral and Cognitive Capabilities
13 Intrinsic Motivations for Open-Ended Learning 251
14 Principles of Cognitive Vision 271
15 Cognitive Robot Navigation 295
16 Cognitive Robot Manipulation 315
17 Cognitive Control for Decision and Human-Robot Collaboration 337
18 Social Cognition 361
19 Human-Robot Interaction 379
20 Language and Communication 395
21 Knowledge Representation and Reasoning 413
22 Abstract Concepts 433
23 Robots and Machine Consciousness 453
Contributors 475
Index 477

What People are Saying About This

From the Publisher

“A comprehensive, contemporary overview of the field of cognitive robotics, an approach to understanding intelligence ripe for explosive growth. Both biological and artificial intelligence researchers will benefit from it!”
Jay McClelland, Director, Center for Mind, Brain, Computation and Technology, Stanford University

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