反铁磁性
基态
哈密顿量(控制论)
之字形的
凝聚态物理
物理
k-最近邻算法
磁性结构
铁磁性
计算机科学
材料科学
结晶学
化学
数学
机器学习
磁场
原子物理学
量子力学
几何学
磁化
数学优化
作者
Ping Li,Xueyang Li,J. H. Feng,Jinyang Ni,Zhi‐Xin Guo,Hongjun Xiang
出处
期刊:Physical review
[American Physical Society]
日期:2024-06-13
卷期号:109 (21)
被引量:5
标识
DOI:10.1103/physrevb.109.214418
摘要
Recently, two monolayer magnetic materials, i.e., ${\mathrm{FePS}}_{3}$ and ${\mathrm{NiPS}}_{3}$, have been successfully fabricated. Despite them having the same atomic structure, the two monolayers exhibit distinct magnetic properties. ${\mathrm{FePS}}_{3}$ holds an out-of-plane zigzag antiferromagnetic (AFM-ZZ) structure, while ${\mathrm{NiPS}}_{3}$ exhibits an in-plane AFM-ZZ structure. However, there is no theoretical model that can properly describe its magnetic ground state due to the lack of a full understanding of its magnetic interactions. Here, by combining the first-principles calculations and the newly developed machine learning method, we construct an exact spin Hamiltonian of the two magnetic materials. Different from the previous studies that failed to fully consider the spin-orbit-coupling effect, we find that the AFM-ZZ ground state in ${\mathrm{FePS}}_{3}$ is stabilized by competing ferromagnetic nearest-neighbor and antiferromagnetic third-nearest-neighbor exchange interactions and combining single-ion anisotropy. In contrast, the often ignored nearest-neighbor biquadratic exchange is responsible for the in-plane AFM-ZZ ground state in ${\mathrm{NiPS}}_{3}$. We additionally calculate the spin-wave spectrum of the AFM-ZZ structure in the two monolayers based on the exact spin Hamiltonian, which can be directly verified by the experimental investigation. Our work provides a theoretical framework for the origin of the AFM-ZZ ground state in two-dimensional materials.
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