arXiv Open Access 2019

Self-organized novelty detection in driven spin glasses

Jacob M. Gold Jeremy L. England

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Abstrak

We consider a glassy system of interacting spins driven by continual switching amongst a finite set of nonuniform external fields. We find that the system evolves over time towards configurations that minimize the work absorbed from this external drive. The configurations which achieve this are specific to the details of the external fields used to drive the system, and therefore act effectively as a self-organized novelty-detector that embodies accurate predictions about the typical future of its external environment.

Topik & Kata Kunci

nlin.AO cond-mat.stat-mech

Penulis (2)

Jacob M. Gold

Jeremy L. England

Format Sitasi

APA MLA BibTeX

Gold, J.M., England, J.L. (2019). Self-organized novelty detection in driven spin glasses. https://arxiv.org/abs/1911.07216

Akses Cepat

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Informasi Jurnal

Tahun Terbit: 2019
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓