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Article
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Progress of Theoretical Physics
Article . 2002 . Peer-reviewed
Data sources: Crossref
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Dynamics of Sequence-Associative Memory for Discrete Maps in XY Spin Systems

Dynamics of sequence-associative memory for discrete maps in \(XY\) spin systems
Authors: Kawaguchi, Satoshi;

Dynamics of Sequence-Associative Memory for Discrete Maps in XY Spin Systems

Abstract

Summary: A phase coupled oscillator neural network with amplitude modification and a phase shift is studied as a model of sequence-associative memory. The dynamical properties of the pattern recalling process are very important. With regard to the equilibrium state of the system, there have been many studies based on the replica method. Also, an exact solution without any approximations has been proposed for sequence retrieval processes by \textit{A. Düring} et al. [J. Phys. A, Math. Gen. 31, 8607-8621 (1998; Zbl 0962.82056)]. In that work, only a self-averaging property is assumed, and a set of self-consistent equations is derived for a stationary state. In this paper, we extend their theory and derive the dynamical equations governing the macroscopic order parameters for general maps. These maps include both amplitude modifications and phase shifts under a synchronous updating rule. As in the case of the Ising spin model, it is found that the crosstalk noise is distributed in a Gaussian manner for the sequence-associative \(XY\) spin model. In order to verify this, we consider four different maps. The results of the Monte Carlo simulations for these maps agree well with the theoretical results and support the validity of the theory.

Related Organizations
Keywords

neural network, Neural nets applied to problems in time-dependent statistical mechanics, Numerical methods of time-dependent statistical mechanics, model of sequence-associative memory, Neural networks for/in biological studies, artificial life and related topics, Monte Carlo simulations

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
bronze