超越两体相互作用的反向问题:立方平均场Ising模型
Pierluigi Contucci1, Godwin Osabutey1, Cecilia Vernia2
1Dipartimento di Matematica, Università di Bologna, Bologna 40127, Italy.
Physical review. E
|June 17, 2023
概括
我们成功地使用配置数据重建了立方平均场Ising模型的自由参数. 这种方法在单一和多个热力学相区域中被证明是可靠的.
科学领域:
- 统计力学 统计力学
- 计算物理 计算物理
背景情况:
- 立方平均场Ising模型是统计力学的一个基本模型.
- 解决反向问题对于从观察到的数据中理解模型参数至关重要.
研究的目的:
- 开发和验证一种用于重建立方平均场Ising模型的自由参数的方法.
- 为了评估反转技术的稳定性.
主要方法:
- 使用模型分布生成的配置数据.
- 应用反向问题解决程序来重建系统参数.
主要成果:
- 成功重建了立方平均场Ising模型的自由参数.
- 在具有独特解决方案的地区证明了反转程序的稳定性.
- 证实了该方法的有效性,即使存在多个热力学相.
结论:
- 开发的反转技术在立方平均场Ising模型中的参数重建中是有效的.
- 该方法在不同的热力学系统中是可靠的,包括那些具有相位过渡的系统.
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