Robot Programming by DemonstrationEPFL 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- |
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 |
221 | |