The advancement of computational tools for material property predictions enables broad search of novel materials for various energy-related applications. However, challenges still exist in accurately predicting the mean free paths of electrons and phonons in a high throughput frame for thermoelectric property predictions, which largely hinders the computation-driven material search for novel materials. In this work, this need is eliminated under the small-grain-size limit, in which these mean free paths are restricted by the grain sizes within a bulk material. A new criterion for Z T evaluation is proposed for general nanograined bulk materials and is demonstrated with representative oxides. Solid-state thermoelectric (TE) devices have the ability to directly convert heat into electricity for power generation.1 Despite its many energy-harvesting applications, the potential impact of TE technology is largely hindered by the relatively low performance of commercial materials. In physics, the effectiveness of TE materials is evaluated by their TE figure of merit (Z T ), defined as Z T = S 2 σT /k, where S, σ, k, and T represent Seebeck coefficient, electrical conductivity, thermal conductivity, and absolute temperature, respectively. Here k can be split into lattice contribution k L and electronic contribution k E . Within the same material, challenge exists in obtaining a low k but a high power factor (PF) S 2 σ. As the result, Z T s of commercial materials are still around unity after decades of research though Z T > 2 is preferred for TE to compete with other technologies. Along this line, nanostructured bulk materials, which are synthesized by hot pressing nanopowder into a bulk material, have been widely studied as an effective approach to improve Z T s of existing or novel materials.
2-10By introducing nanostructured interfaces within a bulk material, the interdependent electron and phonon transport can be decoupled to dramatically reduce k L but still maintain S 2 σ, resulting in enhanced Z T . Unrestricted to conventional materials, this approach may also lead to high Z T s in unconventional TE materials with both a high S 2 σ and a high k L , such as bulk Si. 5,6 This will reach beyond conventional materials that heavily depend on toxic, rare, and expensive elements, e.g. Te used in Bi 2 Te 3 and PbTe. In addition, the state-of-the-art TE materials are mostly restricted to sub-1000 K due to their low melting points, poor thermal stability, and/or serious oxidation over 1000 K. This restricts high-temperature (>1000 K) TE power generation with much higher Carnot efficiency and thus more effective energy conversion though such heat sources are available in industrial applications. With particular attention to high-temperature applications, broad material search is in urgent need for novel TE materials using nontoxic, cheap, and abundant elements. Such material discovery can be largely accelerated by the Materials Genome approach that uses first-principles computation to predict the TE properties of a new ma...