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基于第一性原理的载流子散射率的高效计算。

Efficient calculation of carrier scattering rates from first principles.

作者信息

Ganose Alex M, Park Junsoo, Faghaninia Alireza, Woods-Robinson Rachel, Persson Kristin A, Jain Anubhav

机构信息

Energy Technologies Area, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.

Applied Science and Technology Graduate Group, University of California, Berkeley, CA, USA.

出版信息

Nat Commun. 2021 Apr 13;12(1):2222. doi: 10.1038/s41467-021-22440-5.

Abstract

The electronic transport behaviour of materials determines their suitability for technological applications. We develop a computationally efficient method for calculating carrier scattering rates of solid-state semiconductors and insulators from first principles inputs. The present method extends existing polar and non-polar electron-phonon coupling, ionized impurity, and piezoelectric scattering mechanisms formulated for isotropic band structures to support highly anisotropic materials. We test the formalism by calculating the electronic transport properties of 23 semiconductors, including the large 48 atom CHNHPbI hybrid perovskite, and comparing the results against experimental measurements and more detailed scattering simulations. The Spearman rank coefficient of mobility against experiment (r = 0.93) improves significantly on results obtained using a constant relaxation time approximation (r = 0.52). We find our approach offers similar accuracy to state-of-the art methods at approximately 1/500th the computational cost, thus enabling its use in high-throughput computational workflows for the accurate screening of carrier mobilities, lifetimes, and thermoelectric power.

摘要

材料的电子输运行为决定了它们在技术应用中的适用性。我们开发了一种计算效率高的方法,用于从第一性原理输入计算固态半导体和绝缘体的载流子散射率。本方法扩展了现有的为各向同性能带结构制定的极性和非极性电子-声子耦合、电离杂质和压电散射机制,以支持高度各向异性的材料。我们通过计算23种半导体的电子输运性质来测试该形式体系,包括由48个原子组成的大尺寸CHNHPbI混合钙钛矿,并将结果与实验测量值和更详细的散射模拟进行比较。迁移率与实验的斯皮尔曼等级系数(r = 0.93)比使用恒定弛豫时间近似得到的结果(r = 0.52)有显著提高。我们发现我们的方法在计算成本约为现有最先进方法的1/500的情况下,提供了相似的精度,从而能够将其用于高通量计算工作流程,以准确筛选载流子迁移率、寿命和热电功率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9a81/8044096/9e46cdf27116/41467_2021_22440_Fig1_HTML.jpg

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