Robot Programming by Demonstration

Couverture
EPFL Press, 24 août 2009 - 222 pages

Also referred to as learning by imitation, tutelage, or apprenticeship learning, Programming by Demonstration (PbD) develops methods by which new skills can be transmitted to a robot. This book examines methods by which robots learn new skills through human guidance. Taking a practical perspective, it covers a broad range of applications, including service robots. The text addresses the challenges involved in investigating methods by which PbD is used to provide robots with a generic and adaptive model of control. Drawing on findings from robot control, human-robot interaction, applied machine learning, artificial intelligence, and developmental and cognitive psychology, the book contains a large set of didactic and illustrative examples. Practical and comprehensive machine learning source codes are available on the book’s companion website: http://www.programming-by-demonstration.org

 

Table des matières

ACKNOWLEDGMENT
1
SYSTEM ARCHITECTURE
31
estimation of
64
COMPARISON AND OPTIMIZATION OF THE PARAMETERS
75
ཙཙ
89
HANDLING OF CONSTRAINTS IN JOINT SPACE
101
EXTENSION TO DYNAMICAL SYSTEM AND HANDLING
129
TRANSFERRING SKILLS THROUGH ACTIVE
147
USING SOCIAL CUES TO SPEED UP
171
DISCUSSION FUTURE WORK AND CONCLUSIONS
178
REFERENCES
201
INDEX
221
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