不同质系统的压缩理论
Doruk Efe Gökmen1,2,3,4, Sounak Biswas5, Sebastian D Huber6
1Institute for Theoretical Physics, ETH Zurich, Zurich, Switzerland. gokmen@uchicago.edu.
Nature communications
|November 25, 2024
概括
压缩理论从不规则结构上的复杂系统中提取关键数据. 这使得对缺乏转化不变的系统能够进行有效的理论,揭示了异国情调的关键点.
科学领域:
- 复杂系统物理 复杂系统物理
- 数据驱动的计算方法 数据驱动的计算方法
- 凝聚物质理论 凝聚物质理论
背景情况:
- 复杂的系统往往涉及在不均的图表上相互作用的自由度.
- 缺乏转化不变性挑战了传统的理论工具,如重新规范化组.
- 数据可用性和计算方法的进步为分析提供了新的途径.
研究的目的:
- 开发一种方法来提取任意几何体内的相关自由度.
- 创建高效的数值工具,从数据中构建有效的理论.
- 将这种方法应用于缺乏转化不变性的复杂物理系统.
主要方法:
- 使用压缩理论来获取自由度.
- 开发高效的数值工具,用于数据驱动的理论构建.
- 将该方法应用于准晶体上的强相关系统和随机图上的反铁磁系统.
主要成果:
- 在任意几何体中成功提取相关的自由度.
- 在一个准晶体系统中发现了一个异国情调的临界点,其符合对称性被打破了.
- 将该方法应用于非双边随机图,显示其在周期性缺失的情况下的适用性.
结论:
- 压缩理论为分析缺乏转化不变的复杂系统提供了一个强大的框架.
- 开发的数值工具使得直接从数据中构建有效的理论成为可能.
- 这种方法为了解多样化,复杂系统中的通用物理行为开辟了新的可能性.
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