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通过机器学习发现的二维铁电金属大家族

Large family of two-dimensional ferroelectric metals discovered via machine learning.

作者信息

Ma Xing-Yu, Lyu Hou-Yi, Hao Kuan-Rong, Zhao Yi-Ming, Qian Xiaofeng, Yan Qing-Bo, Su Gang

机构信息

School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China.

School of Physical Sciences, University of Chinese Academy of Sciences, Beijing 100049, China; Center of Materials Science and Optoelectronics Engineering, College of Materials Science and Optoelectronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China.

出版信息

Sci Bull (Beijing). 2021 Feb 15;66(3):233-242. doi: 10.1016/j.scib.2020.09.010. Epub 2020 Sep 5.

Abstract

Ferroelectricity and metallicity are usually believed not to coexist because conducting electrons would screen out static internal electric fields. In 1965, Anderson and Blount proposed the concept of "ferroelectric metal", however, it is only until recently that very rare ferroelectric metals were reported. Here, by combining high-throughput ab initio calculations and data-driven machine learning method with new electronic orbital based descriptors, we systematically investigated a large family (2964) of two-dimensional (2D) bimetal phosphates, and discovered 60 stable ferroelectrics with out-of-plane polarization, including 16 ferroelectric metals and 44 ferroelectric semiconductors that contain seven multiferroics. The ferroelectricity origins from spontaneous symmetry breaking induced by the opposite displacements of bimetal atoms, and the full-d-orbital coinage metal elements cause larger displacements and polarization than other elements. For 2D ferroelectric metals, the odd electrons per unit cell without spin polarization may lead to a half-filled energy band around Fermi level and is responsible for the metallicity. It is revealed that the conducting electrons mainly move on a single-side surface of the 2D layer, while both the ionic and electric contributions to polarization come from the other side and are vertical to the above layer, thereby causing the coexistence of metallicity and ferroelectricity. Van der Waals heterostructures based on ferroelectric metals may enable the change of Schottky barrier height or the Schottky-Ohmic contact type and induce a dramatic change of their vertical transport properties. Our work greatly expands the family of 2D ferroelectric metals and will spur further exploration of 2D ferroelectric metals.

摘要

铁电性和金属性通常被认为不会共存,因为传导电子会屏蔽静态内部电场。1965年,安德森和布朗特提出了“铁电金属”的概念,然而,直到最近才报道了非常罕见的铁电金属。在此,通过将高通量从头算计算和数据驱动的机器学习方法与基于新电子轨道的描述符相结合,我们系统地研究了一个包含2964种二维双金属磷酸盐的大家族,并发现了60种具有面外极化的稳定铁电体,包括16种铁电金属和44种铁电半导体,其中包含7种多铁性材料。铁电性源于双金属原子的相反位移引起的自发对称性破缺,并且全d轨道的货币金属元素比其他元素导致更大的位移和极化。对于二维铁电金属,每个晶胞中无自旋极化的奇数电子可能导致费米能级附近的能带半填充,并导致金属性。研究表明,传导电子主要在二维层的单侧表面移动,而离子和电对极化的贡献均来自另一侧且垂直于上述层,从而导致金属性和铁电性共存。基于铁电金属的范德华异质结构可能会使肖特基势垒高度发生变化或改变肖特基-欧姆接触类型,并引起其垂直输运性质的显著变化。我们的工作极大地扩展了二维铁电金属的家族,并将推动对二维铁电金属的进一步探索。

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