Evaluating exemplary training accelerators for Programming-by-Demonstration

Robot Programming by Demonstration requires comprehending the usage of a robotic system. This article is about accelerating the training of these skills, using the example of a DLR/KUKA light-weight robot. An augmented reality and a virtual reality setup are presented that aim to demonstrate and evaluate skills transfer of two different sub-tasks of this system: Avoiding robot singularities and setting correct compliance parameters. For this purpose training accelerators are introduced for visualising robot singularities, exploring robot singularities and feeling compliance parameters. An evaluation procedure for all three accelerators is suggested and has been performed on the first two. As interesting evaluation result a contrast to the Cognitive Theory of Multimedia Learning hypothesis could be observed: Additional visual information on the robot singularities impairs the participants' performance.

[1]  J. Sweller,et al.  Cognitive Load Theory and Complex Learning: Recent Developments and Future Directions , 2005 .

[2]  Geoffrey Biggs,et al.  A Survey of Robot Programming Systems , 2010 .

[3]  C. Penney Modality effects and the structure of short-term verbal memory , 1989, Memory & cognition.

[4]  A. Baddeley Human Memory: Theory and Practice, Revised Edition , 1990 .

[5]  R. Held Plasticity in sensory-motor systems. , 1965, Scientific American.

[6]  P. Chandler,et al.  Cognitive Load Theory and the Format of Instruction , 1991 .

[7]  Alfred Bork,et al.  Multimedia in Learning , 2001 .

[8]  Abdulmotaleb El Saddik,et al.  Human Haptic Perception , 2011 .

[9]  John J. Craig Zhu,et al.  Introduction to robotics mechanics and control , 1991 .

[10]  M. Grunwald Human haptic perception : basics and applications , 2008 .

[11]  Alin Albu-Schäffer,et al.  DLR's torque-controlled light weight robot III-are we reaching the technological limits now? , 2002, Proceedings 2002 IEEE International Conference on Robotics and Automation (Cat. No.02CH37292).

[12]  Günter Schreiber,et al.  Interactive redundant robotics: control of the inverted pendulum with nullspace motion , 2001, Proceedings 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems. Expanding the Societal Role of Robotics in the the Next Millennium (Cat. No.01CH37180).

[13]  Ralf Heinrich Koeppe Robot Compliant Motion based on Human Skill , 2001 .

[14]  R. Mayer,et al.  Multimedia Learning: The Promise of Multimedia Learning , 2001 .

[15]  Stefan Schaal,et al.  Robot Programming by Demonstration , 2009, Springer Handbook of Robotics.

[16]  Thomas Hulin,et al.  Position Paper: Human Skills for Programming-by-Demonstration of Robots , 2007 .

[17]  Patrick Dähne,et al.  Beyond the Web Browser-X 3 D and Immersive VR , 2007 .

[18]  Thomas Hulin,et al.  Haptic rendering and control , 2008 .

[19]  Jakob Nielsen,et al.  Usability engineering , 1997, The Computer Science and Engineering Handbook.

[20]  E Yechiam,et al.  On the potential value and limitations of emphasis change and other exploration-enhancing training methods. , 2001, Journal of experimental psychology. Applied.

[21]  R. Mayer,et al.  The instructive animation: helping students build connections between words and pictures in multimedia learning , 1992 .

[22]  Mikel Sagardia,et al.  Improvements of the Voxmap-PointShell Algorithm - Fast Generation of Haptic Data-Structures , 2011 .

[23]  F. Paas,et al.  Cognitive Architecture and Instructional Design , 1998 .

[24]  John J. Craig,et al.  Introduction to Robotics Mechanics and Control , 1986 .