Cycle equivalence classes, orthogonal Weingarten calculus, and the mean field theory of memristive systems

Fuente: arXiv
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Autor principal: Caravelli, Francesco
Formato: Preprint
Publicado: 2023
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author Caravelli, Francesco
author_facet Caravelli, Francesco
contents It has been recently noted that for a class of dynamical systems with explicit conservation laws represented via projector operators the dynamics can be understood in terms of lower dimensional equations This is the case for instance of memristive circuits Memristive systems are important classes of devices with wide ranging applications in electronic circuits artificial neural networks and memory storage We show that such mean field theories can emerge from averages over the group of orthogonal matrices interpreted as cycle preserving transformations applied to the projector operator describing Kirchhoffs laws Our results provide insights into the fundamental principles underlying the behavior of resistive and memristive circuits and highlight the importance of conservation laws for their meanf ield theories In addition we argue that our results shed light on the nature of the critical avalanches observed in quasi-two dimensional nanowires as boundary phenomena
format Preprint
id arxiv_https___arxiv_org_abs_2304_14890
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle Cycle equivalence classes, orthogonal Weingarten calculus, and the mean field theory of memristive systems
Caravelli, Francesco
Statistical Mechanics
Mesoscale and Nanoscale Physics
It has been recently noted that for a class of dynamical systems with explicit conservation laws represented via projector operators the dynamics can be understood in terms of lower dimensional equations This is the case for instance of memristive circuits Memristive systems are important classes of devices with wide ranging applications in electronic circuits artificial neural networks and memory storage We show that such mean field theories can emerge from averages over the group of orthogonal matrices interpreted as cycle preserving transformations applied to the projector operator describing Kirchhoffs laws Our results provide insights into the fundamental principles underlying the behavior of resistive and memristive circuits and highlight the importance of conservation laws for their meanf ield theories In addition we argue that our results shed light on the nature of the critical avalanches observed in quasi-two dimensional nanowires as boundary phenomena
title Cycle equivalence classes, orthogonal Weingarten calculus, and the mean field theory of memristive systems
topic Statistical Mechanics
Mesoscale and Nanoscale Physics
url https://arxiv.org/abs/2304.14890