利用连续自旋伊辛模型对北极海冰动力学的研究

Ellen Wang
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摘要

伊辛模型最初是在约 100 年前为解释铁磁性和相变而提出的,如今已成为统计物理学的核心支柱和在包括环境研究在内的其他领域广泛应用的有力工具。在本文中,我们在二维伊辛模型中引入了-1和+1之间的连续自旋值,并利用广义伊辛晶格模拟了北极地区1500千米乘1500千米大面积海冰/水转变的动力学过程。模拟过程采用 Metropolis-Hastings 算法,并加入了一个创新因子,以考虑自旋值变化的惯性。利用美国国家冰雪数据中心收集的海冰浓度数据,我们的结果表明,模拟结果与观测到的冰融化和冻结动态惊人地相似,模拟的两个数值指标--冰覆盖率和冰范围--与数据统计非常吻合。此外,模型的最佳拟合参数显示了外力的巨大影响,这可以在其他气候变化研究中进一步丰富并与环境因素联系起来。
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A study on Arctic sea ice dynamics using the continuous spin Ising model
The Ising model, initially proposed about 100 years ago to explain ferromagnetism and phase transitions, has become a central pillar of statistical physics and a powerful tool for diverse applications in other fields including environmental studies. In this paper, we introduce continuous spin values between −1 and +1 to a two-dimensional Ising model and utilize the generalized Ising lattice to simulate the dynamics of sea ice/water transition for a large area of 1500 km by 1500 km in the Arctic region. The simulation process follows the Metropolis-Hastings algorithm and incorporates an innovative factor to account for the inertia of spin value changes. Using the sea ice concentration data collected by the National Snow and Ice Data Center, our results exhibit striking similarity between the simulated and the observed ice melting and freezing dynamics, and two numerical measures from the simulation—the ice coverage percentage and the ice extent—match closely with the data statistics. Moreover, the model's best-fit parameters demonstrate the substantial impact of the external forces, which can be further enriched and linked to the environmental factors in other climate change research.
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