Platform for Intrinsic Evolution of Analogue Neural Networks

  • Authors:
  • Patrick Rocke;John Maher;Fearghal Morgan

  • Affiliations:
  • NUI Galway;NUI Galway;NUI Galway

  • Venue:
  • RECONFIG '05 Proceedings of the 2005 International Conference on Reconfigurable Computing and FPGAs (ReConFig'05) on Reconfigurable Computing and FPGAs
  • Year:
  • 2005

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Abstract

The goals of this research are to examine the possibility of intrinsically evolving analogue neural networks on a Field Programmable Analogue Array (FPAA). This paper discusses initial progress in this area by detailing the hardware implementation of three reconfigurable neuron models on an FPAA. Also discussed are possible techniques to allow dynamic reconfiguration of network connectivity and the plausibility of applying Evolutionary Algorithms to automate the discovery of neural network solutions.