Autonomous Robot Hitting Task Using Dynamical System Approach

We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear oscillators. Their activation and deactivation is organized by a hierarchical neural-dynamic architecture. We demonstrate the features of our mode...

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Published in2013 IEEE International Conference on Systems, Man, and Cybernetics pp. 4042 - 4047
Main Authors Oubbati, Farid, Richter, Mathis, Schoner, Gregor
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.10.2013
Subjects
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ISSN1062-922X
DOI10.1109/SMC.2013.690

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Abstract We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear oscillators. Their activation and deactivation is organized by a hierarchical neural-dynamic architecture. We demonstrate the features of our model in an exemplary robotic task where the manipulator arm keeps hitting a ball up an inclined plane. The autonomous generation of movement sequences is tightly coupled to visual sensory information about the ball motion and able to adapt, on-line, to perturbations introduced in the ball trajectory. The performance of the proposed model is evaluated and the reactions to different perturbations are discussed.
AbstractList We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear oscillators. Their activation and deactivation is organized by a hierarchical neural-dynamic architecture. We demonstrate the features of our model in an exemplary robotic task where the manipulator arm keeps hitting a ball up an inclined plane. The autonomous generation of movement sequences is tightly coupled to visual sensory information about the ball motion and able to adapt, on-line, to perturbations introduced in the ball trajectory. The performance of the proposed model is evaluated and the reactions to different perturbations are discussed.
Author Richter, Mathis
Oubbati, Farid
Schoner, Gregor
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  givenname: Gregor
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  fullname: Schoner, Gregor
  email: gregor.schoener@ini.rub.de
  organization: Inst. fur Neuroinformatik, Ruhr-Univ. Bochum, Bochum, Germany
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Snippet We propose a model that autonomously generates and flexibly organizes sequences of timed actions. The timing of the movements is controlled by non-linear...
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StartPage 4042
SubjectTerms attractor dynamics
behavior sequences
Oscillators
Robot kinematics
Robot sensing systems
timed motor acts
Timing
Tracking
Trajectory
Title Autonomous Robot Hitting Task Using Dynamical System Approach
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