4.6 Article

Simulations of ground state fluctuations in mean-field Ising spin glasses

出版社

IOP Publishing Ltd
DOI: 10.1088/1742-5468/2010/07/P07002

关键词

spin glasses (theory); fluctuations (theory); heuristics

资金

  1. Fulbright Kommission
  2. US National Science Foundation [DMR-0812204]
  3. Division Of Materials Research
  4. Direct For Mathematical & Physical Scien [0812204] Funding Source: National Science Foundation

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The scaling of fluctuations in the distribution of ground state energies or costs with the system size N for Ising spin glasses is considered using an extensive set of simulations with the extremal optimization heuristic across a range of different models on sparse and dense graphs. These models exhibit very diverse behaviors, and an asymptotic extrapolation is often complicated by higher-order corrections in size. The clearest picture, in fact, emerges from the study of graph bipartitioning, a combinatorial optimization problem closely related to spin glasses. Asides from two-spin interactions with discrete bonds, we also consider problems with Gaussian bonds and three-spin interactions, which behave quite differently.

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