Jonathan Maes, Diego De Gusem, Ian Lateur, Jonathan Leliaert, Aleksandr Kurenkov, Bartel Van Waeyenberge
{"title":"The design, verification, and applications of Hotspice: a Monte Carlo simulator for artificial spin ice","authors":"Jonathan Maes, Diego De Gusem, Ian Lateur, Jonathan Leliaert, Aleksandr Kurenkov, Bartel Van Waeyenberge","doi":"arxiv-2409.05580","DOIUrl":null,"url":null,"abstract":"We present Hotspice, a Monte Carlo simulation software designed to capture\nthe dynamics and equilibrium states of Artificial Spin Ice (ASI) systems with\nboth in-plane (IP) and out-of-plane (OOP) geometries. An Ising-like model is\nused where each nanomagnet is represented as a macrospin, with switching events\ndriven by thermal fluctuations, magnetostatic interactions, and external\nfields. To improve simulation accuracy, we explore the impact of several\ncorrections to this model, concerning for example the calculation of the dipole\ninteraction in IP and OOP ASI, as well as the impact of allowing asymmetric\nrather than symmetric energy barriers between stable states. We validate these\nenhancements by comparing simulation results with experimental data for\npinwheel and kagome ASI lattices, demonstrating how these corrections enable a\nmore accurate simulation of the behavior of these systems. We finish with a\ndemonstration of 'clocking' in pinwheel and OOP square ASI as an example of\nreservoir computing.","PeriodicalId":501369,"journal":{"name":"arXiv - PHYS - Computational Physics","volume":"23 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Computational Physics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.05580","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
We present Hotspice, a Monte Carlo simulation software designed to capture
the dynamics and equilibrium states of Artificial Spin Ice (ASI) systems with
both in-plane (IP) and out-of-plane (OOP) geometries. An Ising-like model is
used where each nanomagnet is represented as a macrospin, with switching events
driven by thermal fluctuations, magnetostatic interactions, and external
fields. To improve simulation accuracy, we explore the impact of several
corrections to this model, concerning for example the calculation of the dipole
interaction in IP and OOP ASI, as well as the impact of allowing asymmetric
rather than symmetric energy barriers between stable states. We validate these
enhancements by comparing simulation results with experimental data for
pinwheel and kagome ASI lattices, demonstrating how these corrections enable a
more accurate simulation of the behavior of these systems. We finish with a
demonstration of 'clocking' in pinwheel and OOP square ASI as an example of
reservoir computing.
我们介绍的 Hotspice 是一款蒙特卡罗模拟软件,旨在捕捉平面内(IP)和平面外(OOP)几何形状的人造自旋冰(ASI)系统的动力学和平衡态。我们使用了一个类似伊辛的模型,其中每个纳米磁体都被表示为一个大自旋,开关事件由热波动、磁静相互作用和外场驱动。为了提高模拟精度,我们探讨了对该模型进行若干修正的影响,例如 IP 和 OOP ASI 中偶极子相互作用的计算,以及允许稳定状态之间的非对称能垒而非对称能垒的影响。我们将模拟结果与 PINWELL 和 KAGOME ASI 晶格的实验数据进行了比较,从而验证了这些改进,证明了这些修正如何能够更精确地模拟这些系统的行为。最后,我们以储层计算为例,演示了pinwheel 和 OOP square ASI 中的 "时钟"。