Learning and Reproduction of Gestures by Imitation An Approach Based on Hidden Markov Model and Gaussian Mixture Regression

被引:308
作者
Calinon, Sylvain [1 ]
D'Halluin, Florent
Sauser, Eric L.
Caldwell, Darwin G. [1 ]
Billard, Aude G. [2 ,3 ]
机构
[1] IIT, Adv Robot Dept, I-16163 Genoa, Italy
[2] Ecole Polytech Fed Lausanne, LASA Lab, Sch Engn, Lausanne, Switzerland
[3] Univ So Calif, Dept Comp Sci, Los Angeles, CA 90089 USA
关键词
Robot programming by demonstration; learning by imitation; Gaussian mixture regression; Hidden Markov Model;
D O I
10.1109/MRA.2010.936947
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
引用
收藏
页码:44 / 54
页数:11
相关论文
共 33 条
[1]   Robust trajectory learning and approximation for robot programming by demonstration [J].
Aleotti, J. ;
Caselli, S. .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2006, 54 (05) :409-413
[2]   Correspondence mapping induced state and action metrics for robotic imitation [J].
Alissandrakis, Aris ;
Nehaniv, Chrystopher L. ;
Dautenhahn, Kerstin .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (02) :299-307
[3]  
[Anonymous], 2003, Proceedings of the 2rd International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS), DOI DOI 10.1145/860575.860614
[4]  
[Anonymous], P IEEE RAS INT C HUM
[5]  
ARGALL B, 2008, IEEE RSJ INT C INT R, P399
[6]   A survey of robot learning from demonstration [J].
Argall, Brenna D. ;
Chernova, Sonia ;
Veloso, Manuela ;
Browning, Brett .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2009, 57 (05) :469-483
[7]   Robota: Clever toy and educational tool [J].
Billard, A .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2003, 42 (3-4) :259-269
[8]  
Billard S., 2008, SPRINGER HDB ROBOTIC, P1371, DOI DOI 10.1007/978-3-540-30301-5_60
[9]   Frequency analysis with coupled nonlinear oscillators [J].
Buchli, Jonas ;
Righetti, Ludovic ;
Ijspeert, Auke Jan .
PHYSICA D-NONLINEAR PHENOMENA, 2008, 237 (13) :1705-1718
[10]   NEURAL DYNAMICS OF PLANNED ARM MOVEMENTS - EMERGENT INVARIANTS AND SPEED ACCURACY PROPERTIES DURING TRAJECTORY FORMATION [J].
BULLOCK, D ;
GROSSBERG, S .
PSYCHOLOGICAL REVIEW, 1988, 95 (01) :49-90