Electron-Vibrational Coupling in and beyond The Phonon Picture: Concepts and Applications to Thermal and Electrical Conductivity
ORAL · Invited
Abstract
Accurately treating these effects is decisive for many fundamental material properties, including thermal and electrical conductivities. In this talk we present a high-throughput search for thermal insulators employing a hierarchical workflow. It starts with a new anharmonicity measure [1] that allows to rapidly cover thousands of materials so to single out potential thermal insulators. The thermal conductivity of the most promising 40 candidates is then calculated with the ab initio Green-Kubo [2] formalism, which accounts for anharmonicity to all orders. Moreover, we use the SISSO method [3] to build an accurate, interpretable artificial intelligence model for the lattice thermal conductivity [4], so to further accelerate material space exploration. By this means, we are able to identify several materials with ultra-low conductivity at room temperature. We analyze the actuating mechanisms that hinder heat transport in these materials, which in turn sheds light on the microscopic origin of strongly anharmonic effects. Eventually, we discuss how anharmonicity also influences the vibronic coupling to electronic degrees of freedom [5] and discuss how this affects the electrical conductivity of strongly anharmonic systems.
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Publication: 1) F. Knoop, T.A.R. Purcell, M. Scheffler, and C. Carbogno, Anharmonicity Measure for Materials. Phys. Rev. Materials 4, 083809 (2020)<br>2) C. Carbogno, R. Ramprasad, and M. Scheffler, Ab initio Green-Kubo Approach for the Thermal Conductivity of Solids. Phys. Rev. Lett. 118, 175901 (2017)<br>3) R. Ouyang, S. Curtarolo, E. Ahmetcik, M. Scheffler, and L.M. Ghiringhelli, SISSO: a compressed-sensing method for identifying the best low-dimensional descriptor in an immensity of offered candidates . Phys. Rev. Mat. 2, 083802 (2018).<br>4) T.A.R. Purcell, M. Scheffler, L.M. Ghringhelli, and C. Carbogno, Accelerating Material-Space Exploration by Arti ficial Intelligence: The Case of the Lattice Thermal Conductivity, to be published
Presenters
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Matthias Scheffler
NOMAD Laboratory, Fritz Haber Institute of the Max Planck Society, Fritz-Haber Institute, The NOMAD Laboratory at the Fritz Haber Institute of the MPG
Authors
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Matthias Scheffler
NOMAD Laboratory, Fritz Haber Institute of the Max Planck Society, Fritz-Haber Institute, The NOMAD Laboratory at the Fritz Haber Institute of the MPG