Artificial Neurogenesis: An application to Autonomous Robotics

  • Authors:
  • Olivier Michel;Philippe Collard

  • Affiliations:
  • -;-

  • Venue:
  • ICTAI '96 Proceedings of the 8th International Conference on Tools with Artificial Intelligence
  • Year:
  • 1996

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Abstract

A lot of recent research papers focus on the challenging problem of the combination of genetic algorithms and artificial neural networks. Developmental and molecular biology may be a source of inspiration for designing powerful artificial neurogenesis systems allowing the generation of complex modular structures. This paper describes in details such a neurogenesis model associated with an evolutionary process and its application to the control of a mobile robot. Early results demonstrate the surprising efficiency of this methodology and give hints to continue the research towards the generation of more complex adaptive neural networks.