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arXiv 2202.02128cond-mat.mtrl-scicond-mat.other
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双极传导不对称导致超高热电功率因数

Bipolar conduction asymmetries lead to ultra-high thermoelectric power factor

Patrizio Graziosi, Zhen Li, Neophytos Neophytou

摘要:

低带隙热电材料在高温下遭受双极效应,具有增加的电子热导率和降低的塞贝克系数,导致降低的功率因数和低ZT品质因数。在这项工作中,我们表明,存在较强的传输之间的不对称性的传导和价带可以允许高声子限制的电子电导率在有限的塞贝克系数值,从而大大增强功率因数。可以实现的功率因数与其最大单极对应物相比可以显著更大,从而允许ZT品质因数加倍。我们确定这种行为在低带隙的情况下,从半Heusler材料家族。使用这两个,先进的电子玻尔兹曼传输计算现实的材料能带结构,以及模型抛物线电子带,我们详细说明了确定这种效果的参数。然后,我们开发了一系列描述符,这些描述符可以指导机器学习研究在几乎原始的条件下识别具有非凡功率因子的此类材料。为此,我们测试了3000多个分析能带结构及其特征,以及120多个可能的描述符,以确定最有前途的那些,这些描述符包含:i)仅能带结构特征,以便于从材料数据库中识别,以及ii)能带结构和输运参数,这些参数提供了更高的相关性,但参数可用性可能有点稀缺。

英文摘要:

Low band gap thermoelectric materials suffer from bipolar effects at high temperatures, with increased electronic thermal conductivity and reduced Seebeck coefficient, leading to reduced power factor and low ZT figure of merit. In this work we show that the presence of strong transport asymmetries between the conduction and valence bands can allow high phonon-limited electronic conductivity at finite Seebeck coefficient values, leading to largely enhanced power factors. The power factors that can be achieved can be significantly larger compared to their maximum unipolar counterparts, allowing for doubling of the ZT figure of merit. We identify this behavior in low band gap cases from the half-Heusler materials family. Using both, advanced electronic Boltzmann transport calculations for realistic material bandstructures, as well as model parabolic electronic bands, we elaborate on the parameters that determine this effect. We then develop a series of descriptors which can guide machine learning studies in identifying such classes of materials with extraordinary power factors at nearly pristine conditions. For this we test more than 3000 analytical bandstructures and their features, and more than 120 possible descriptors, to identify the most promising ones that contain: i) only band structure features for easy identification from material databases, and ii) band structure and transport parameters that provide much higher correlations, but for which parameter availability can be somewhat scarce.

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