On the equivalence of Ising models on `small-world' networks and LDPC codes on channels with memory (Q2922382)
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scientific article; zbMATH DE number 6353541
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | On the equivalence of Ising models on `small-world' networks and LDPC codes on channels with memory |
scientific article; zbMATH DE number 6353541 |
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10 October 2014
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spin glasses
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error correcting codes
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replicated transfer matrices
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replica method
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On the equivalence of Ising models on `small-world' networks and LDPC codes on channels with memory (English)
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The authors demonstrate the equivalence between thermodynamic observables of Ising spin-glass models on small-world lattices and the decoding properties of error-correcting low-density parity-check codes on channels with memory. In particular, the self-consistent equations for the effective field distributions in the spin-glass model with the replica symmetric ansatz are equivalent to the density evolution equations for Gilbert-Elliott channels. They show that the loss of reliable communication corresponds to a first-order phase transition from a ferromagnetic phase to a paramagnetic phase in the spin glass model. The resulting phase diagram shows that the combination of asymmetry and memory in the channel allows for high critical noise levels: in particular, it is shown that successful decoding is possible at any noise level of the bad channel when the good channel is good enough.
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