• DocumentCode
    2214971
  • Title

    Dynamic grasp recognition within the framework of programming by demonstration

  • Author

    Zöllner, R. ; Rogalla, O. ; Dillmann, R. ; Zöllner, J.M.

  • Author_Institution
    Inst. for Process Control & Robotics, Karlsruhe Univ., Germany
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    418
  • Lastpage
    423
  • Abstract
    Programming robots by unexperienced human users require methods following the Programming by Demonstration (PbD) paradigm. The main goal of these systems is to allow the unexperienced human user to easily integrate motion and perception skills or complex problem solving strategies. Unfortunately actual PbD systems are dealing only with manipulations based on Pick & Place operations. This paper describes how fine manipulations like detecting screw moves can be recognized by a PbD system. Therefore the question: "What happens during a grasp?" has to be answered. In order to do this, finger movements and forces on the fingertips are gathered and analyzed while an object is grasped. This assumes vast sensory employment like a data glove and integrated tactile sensors. An overview of the used tactile sensors and the gathered signals is given. Furthermore a classification of the recognized dynamic grasp is pointed out as well as the classification method based on a support vector machine (SVM)
  • Keywords
    data gloves; learning automata; robot programming; tactile sensors; Pick & Place operations; data glove; dynamic grasp recognition; finger movements; integrated tactile sensors; motion skills; perception skills; programming by demonstration; sensory employment; support vector machine; tactile sensors; Dynamic programming; Employment; Fasteners; Fingers; Humans; Problem-solving; Robot programming; Support vector machine classification; Support vector machines; Tactile sensors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robot and Human Interactive Communication, 2001. Proceedings. 10th IEEE International Workshop on
  • Conference_Location
    Bordeaux, Paris
  • Print_ISBN
    0-7803-7222-0
  • Type

    conf

  • DOI
    10.1109/ROMAN.2001.981940
  • Filename
    981940