/robInfLib

Kernelized Movement Primitives

Primary LanguageMATLAB

DESCRIPTION

This library provides various demos of using kmp.

These codes are mainly written by Dr. Yanlong Huang.

Part of the codes are provided by Dr. Sylvain Calinon, Dr. Fares J. Abu-Dakka and Dr. João Silvério,
which have been acknowledged in the corresponding files.

DEMO ILLUSTRATIONS

  • KERNELIZED MOVEMENT PRIMITIVES (KMP)

Model letters 'G' using GMM/GMR

Trajectory adaptation by using KMP

  • ORIENTATION-KMP

Demonstrated quaternions and angular velocities

Adaptation by using orientation-KMP

REFERENCE

@Article{Huang19IJRR,
  Title = {Kernelized Movement Primitives},
  Author = {Huang, Y. and Rozo, L. and Silv\'erio, J. and Caldwell, D. G.},
  Journal = {International Journal of Robotics Research},
  Year = {2019},
  Volume={38},
  Number={7},
  Pages = {833--852},
}

@InProceedings{Huang19ICRA_1,
   Title = {Non-parametric Imitation Learning of Robot Motor Skills},
   Author = {Huang, Y. and Rozo, L. and Silv\'erio, J. and Caldwell, D. G.},
   Booktitle = {Proc. {International Conference on Robotics and Automation ({ICRA})},
   Year = {2019},
   Address = {Montreal, Canada},
   Month = {May},
   Pages = {5266--5272}
}

@InProceedings{Huang19ICRA_2,
   Title = {Generalized Orientation Learning in Robot Task Space},
   Author = {Huang, Y. and Abu-Dakka, F. and Silv\'erio, J. and Caldwell, D. G.},
   Booktitle = {Proc. {International Conference on Robotics and Automation ({ICRA})},
   Year = {2019},
   Address = {Montreal, Canada},
   Month = {May},
   Pages = {2531--2537}
 }