Towards Robust Layered Learning

  • Authors:
  • Willi Richert;Bernd Kleinjohann

  • Affiliations:
  • University of Paderborn, Germany;University of Paderborn, Germany

  • Venue:
  • ICAS '07 Proceedings of the Third International Conference on Autonomic and Autonomous Systems
  • Year:
  • 2007

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Abstract

In his landmark work introducing layered learning Stone presented a new way of handling complex application domains suitable especially for mobile robots. We extend his framework by introducing robust layered learning -- a framework that is able to handle system and environmental changes at every layer. We present first results of a lower level implementation of such a framework for mobile robots and discuss how all available sources of information regarding unforeseen changes can be integrated in such a framework in order to reach maximal robustness.