The Playful Machine

Theoretical Foundation and Practical Realization of Self-Organizing Robots
Softcover Nachdruck of the original 1. Auflage 2012
ISBN: 978-3-662-50633-2
Verlag: Springer

Buch, Englisch, Band 15, 335 Seiten, Paperback, Format (B × H): 155 mm x 235 mm, Gewicht: 540 g

Reihe: Cognitive Systems Monographs

Autonomous robots may become our closest companions in the near future. While the technology for physically building such machines is already available today, a problem lies in the generation of the behavior for such complex machines. Nature proposes a solution: young children and higher animals learn to master their complex brain-body systems by playing. Can this be an option for robots? How can a machine be playful? The book provides answers by developing a general principle---homeokinesis, the dynamical symbiosis between brain, body, and environment---that is shown to drive robots to self- determined, individual development in a playful and obviously embodiment- related way: a dog-like robot starts playing with a barrier, eventually jumping or climbing over it; a snakebot develops coiling and jumping modes; humanoids develop climbing behaviors when fallen into a pit, or engage in wrestling-like scenarios when encountering an opponent. The book also develops guided self-organization, a new method that helps to make the playful machines fit for fulfilling tasks in the real world.

The book provides two levels of presentation. Students and scientific researchers interested in the field of robotics, self-organization and dynamical systems theory may be satisfied by the in-depth mathematical analysis of the principle, the bootstrapping scenarios, and the emerging behaviors. But the book additionally comes with a robotics simulator inviting also the non- scientific reader to simply enjoy the fabulous world of playful machines by performing the numerous experiments.

Zielgruppe

Research

Autoren/Hrsg.

Der, Ralf

Martius, Georg

Weitere Mitwirkende

Pfeifer, Rolf

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Maschinelles Lernen
• Sozialwissenschaften Psychologie Psychologie / Allgemeines & Theorie Psychologische Theorie, Psychoanalyse Behaviourismus

Inhaltsverzeichnis

1.Introduction.- 2.Self-Organization in Nature and Machines.- 3.The Sensorimotor Loop. - 4.Principles of Self-Regulation - Homeostasis . - 5.A General Approach to Self-Organization - Homeokinesis.- 6.From Fixed-Point Flows to Hysteresis Oscillators.- 7.Symmetries, Resonances, and Second Order Hysteresis.- 8.Low Dimensional Robotic Systems.- 9.Model Learning.- 10.High-Dimensional Robotic Systems.- 11.Facing the Unknown - Homeokinesis in a New Representation*.- 12.Guided Self-Organization - A First Realization.- 13.Channeling Self-Organization.- 14.Reward-Driven Self-Organization.- 15.Algorithmic Implementation.- 16.The LPZROBOTS Simulator.- 17.Discussion and Perspectives.- List of Figures.- List of Videos.- List of Experiments.- References.- Index.