TY - JOUR
T1 - Oscillatory associative memory network with perfect retrieval
AU - Nishikawa, Takashi
AU - Hoppensteadt, Frank C.
AU - Lai, Ying-Cheng
N1 - Funding Information:
This work was supported by DARPA/ONR Grant N00014-01-1-0943, by NSF Grant DMS-0109001, and by AFOSR Grants F49620-01-1-0317 and F49620-03-1-0290.
PY - 2004/10/1
Y1 - 2004/10/1
N2 - Inspired by the discovery of possible roles of synchronization of oscillations in the brain, networks of coupled phase oscillators have been proposed before as models of associative memory based on the concept of temporal coding of information. Here we show, however, that error-free retrieval states of such networks turn out to be typically unstable regardless of the network size, in contrast to the classical Hopfield model. We propose a remedy for this undesirable property, and provide a systematic study of the improved model. In particular, we show that the error-free capacity of the network is at least 2ε2 / log n patterns per neuron, where n is the number of oscillators (neurons) and ε the strength of the second-order mode in the coupling function.
AB - Inspired by the discovery of possible roles of synchronization of oscillations in the brain, networks of coupled phase oscillators have been proposed before as models of associative memory based on the concept of temporal coding of information. Here we show, however, that error-free retrieval states of such networks turn out to be typically unstable regardless of the network size, in contrast to the classical Hopfield model. We propose a remedy for this undesirable property, and provide a systematic study of the improved model. In particular, we show that the error-free capacity of the network is at least 2ε2 / log n patterns per neuron, where n is the number of oscillators (neurons) and ε the strength of the second-order mode in the coupling function.
KW - Neural networks
KW - Phase oscillators
KW - Random matrices
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U2 - 10.1016/j.physd.2004.06.011
DO - 10.1016/j.physd.2004.06.011
M3 - Article
AN - SCOPUS:4544229410
SN - 0167-2789
VL - 197
SP - 134
EP - 148
JO - Physica D: Nonlinear Phenomena
JF - Physica D: Nonlinear Phenomena
IS - 1-2
ER -