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Efficient calculation of carrier scattering rates from first principles
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 ex...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8044096/ https://www.ncbi.nlm.nih.gov/pubmed/33850113 http://dx.doi.org/10.1038/s41467-021-22440-5 |
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author | Ganose, Alex M. Park, Junsoo Faghaninia, Alireza Woods-Robinson, Rachel Persson, Kristin A. Jain, Anubhav |
author_facet | Ganose, Alex M. Park, Junsoo Faghaninia, Alireza Woods-Robinson, Rachel Persson, Kristin A. Jain, Anubhav |
author_sort | Ganose, Alex M. |
collection | PubMed |
description | 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 CH(3)NH(3)PbI(3) hybrid perovskite, and comparing the results against experimental measurements and more detailed scattering simulations. The Spearman rank coefficient of mobility against experiment (r(s) = 0.93) improves significantly on results obtained using a constant relaxation time approximation (r(s) = 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. |
format | Online Article Text |
id | pubmed-8044096 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80440962021-04-30 Efficient calculation of carrier scattering rates from first principles Ganose, Alex M. Park, Junsoo Faghaninia, Alireza Woods-Robinson, Rachel Persson, Kristin A. Jain, Anubhav Nat Commun Article 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 CH(3)NH(3)PbI(3) hybrid perovskite, and comparing the results against experimental measurements and more detailed scattering simulations. The Spearman rank coefficient of mobility against experiment (r(s) = 0.93) improves significantly on results obtained using a constant relaxation time approximation (r(s) = 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. Nature Publishing Group UK 2021-04-13 /pmc/articles/PMC8044096/ /pubmed/33850113 http://dx.doi.org/10.1038/s41467-021-22440-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ganose, Alex M. Park, Junsoo Faghaninia, Alireza Woods-Robinson, Rachel Persson, Kristin A. Jain, Anubhav Efficient calculation of carrier scattering rates from first principles |
title | Efficient calculation of carrier scattering rates from first principles |
title_full | Efficient calculation of carrier scattering rates from first principles |
title_fullStr | Efficient calculation of carrier scattering rates from first principles |
title_full_unstemmed | Efficient calculation of carrier scattering rates from first principles |
title_short | Efficient calculation of carrier scattering rates from first principles |
title_sort | efficient calculation of carrier scattering rates from first principles |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8044096/ https://www.ncbi.nlm.nih.gov/pubmed/33850113 http://dx.doi.org/10.1038/s41467-021-22440-5 |
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