Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2004-05-12
Physics
Condensed Matter
Disordered Systems and Neural Networks
24 pages, LaTex, IOP macros
Scientific paper
10.1088/0305-4470/37/35/003
We present an alternative procedure for solving the eigenvalue problem of replicated transfer matrices describing disordered spin systems with (random) 1D nearest neighbor bonds and/or random fields, possibly in combination with (random) long range bonds. Our method is based on transforming the original eigenvalue problem for a $2^n\times 2^n$ matrix (where $n\to 0$) into an eigenvalue problem for integral operators. We first develop our formalism for the Ising chain with random bonds and fields, where we recover known results. We then apply our methods to models of spins which interact simultaneously via a one-dimensional ring and via more complex long-range connectivity structures, e.g. $1+\infty$ dimensional neural networks and `small world' magnets. Numerical simulations confirm our predictions satisfactorily.
Coolen Anthony C. C.
Nikoletopoulos T.
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