Pattern recognition in bistable networks


Chinarov V., Halici U. , Leblebicioglu K.

Proceedings of SPIE - The International Society for Optical Engineering, cilt.3722, ss.457-463, 1999 (SCI İndekslerine Giren Dergi) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 3722
  • Basım Tarihi: 1999
  • Doi Numarası: 10.1117/12.342903
  • Dergi Adı: Proceedings of SPIE - The International Society for Optical Engineering
  • Sayfa Sayıları: ss.457-463

Özet

Present study concerns the problem of learning, pattern recognition and computational abilities of a homogeneous network composed from coupled bistable units. An efficient learning algorithm is developed. New possibilities for pattern recognition may be realized due to the developed technique that permits a reconstruction of a dynamical system using the distributions of its attractors. In both cases the updating procedure for the coupling matrix uses the minimization of least-mean-square errors between the applied and desired patterns.