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Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials

[Image: see text] Synthesis is a major challenge in the discovery of new inorganic materials. Currently, there is limited theoretical guidance for identifying optimal solid-state synthesis procedures. We introduce two selectivity metrics, primary and secondary competition, to assess the favorability...

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Autores principales: McDermott, Matthew J., McBride, Brennan C., Regier, Corlyn E., Tran, Gia Thinh, Chen, Yu, Corrao, Adam A., Gallant, Max C., Kamm, Gabrielle E., Bartel, Christopher J., Chapman, Karena W., Khalifah, Peter G., Ceder, Gerbrand, Neilson, James R., Persson, Kristin A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10604012/
https://www.ncbi.nlm.nih.gov/pubmed/37901171
http://dx.doi.org/10.1021/acscentsci.3c01051
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author McDermott, Matthew J.
McBride, Brennan C.
Regier, Corlyn E.
Tran, Gia Thinh
Chen, Yu
Corrao, Adam A.
Gallant, Max C.
Kamm, Gabrielle E.
Bartel, Christopher J.
Chapman, Karena W.
Khalifah, Peter G.
Ceder, Gerbrand
Neilson, James R.
Persson, Kristin A.
author_facet McDermott, Matthew J.
McBride, Brennan C.
Regier, Corlyn E.
Tran, Gia Thinh
Chen, Yu
Corrao, Adam A.
Gallant, Max C.
Kamm, Gabrielle E.
Bartel, Christopher J.
Chapman, Karena W.
Khalifah, Peter G.
Ceder, Gerbrand
Neilson, James R.
Persson, Kristin A.
author_sort McDermott, Matthew J.
collection PubMed
description [Image: see text] Synthesis is a major challenge in the discovery of new inorganic materials. Currently, there is limited theoretical guidance for identifying optimal solid-state synthesis procedures. We introduce two selectivity metrics, primary and secondary competition, to assess the favorability of target/impurity phase formation in solid-state reactions. We used these metrics to analyze 3520 solid-state reactions in the literature, ranking existing approaches to popular target materials. Additionally, we implemented these metrics in a data-driven synthesis planning workflow and demonstrated its application in the synthesis of barium titanate (BaTiO(3)). Using an 18-element chemical reaction network with first-principles thermodynamic data from the Materials Project, we identified 82985 possible BaTiO(3) synthesis reactions and selected 9 for experimental testing. Characterization of reaction pathways via synchrotron powder X-ray diffraction reveals that our selectivity metrics correlate with observed target/impurity formation. We discovered two efficient reactions using unconventional precursors (BaS/BaCl(2) and Na(2)TiO(3)) that produce BaTiO(3) faster and with fewer impurities than conventional methods, highlighting the importance of considering complex chemistries with additional elements during precursor selection. Our framework provides a foundation for predictive inorganic synthesis, facilitating the optimization of existing recipes and the discovery of new materials, including those not easily attainable with conventional precursors.
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spelling pubmed-106040122023-10-28 Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials McDermott, Matthew J. McBride, Brennan C. Regier, Corlyn E. Tran, Gia Thinh Chen, Yu Corrao, Adam A. Gallant, Max C. Kamm, Gabrielle E. Bartel, Christopher J. Chapman, Karena W. Khalifah, Peter G. Ceder, Gerbrand Neilson, James R. Persson, Kristin A. ACS Cent Sci [Image: see text] Synthesis is a major challenge in the discovery of new inorganic materials. Currently, there is limited theoretical guidance for identifying optimal solid-state synthesis procedures. We introduce two selectivity metrics, primary and secondary competition, to assess the favorability of target/impurity phase formation in solid-state reactions. We used these metrics to analyze 3520 solid-state reactions in the literature, ranking existing approaches to popular target materials. Additionally, we implemented these metrics in a data-driven synthesis planning workflow and demonstrated its application in the synthesis of barium titanate (BaTiO(3)). Using an 18-element chemical reaction network with first-principles thermodynamic data from the Materials Project, we identified 82985 possible BaTiO(3) synthesis reactions and selected 9 for experimental testing. Characterization of reaction pathways via synchrotron powder X-ray diffraction reveals that our selectivity metrics correlate with observed target/impurity formation. We discovered two efficient reactions using unconventional precursors (BaS/BaCl(2) and Na(2)TiO(3)) that produce BaTiO(3) faster and with fewer impurities than conventional methods, highlighting the importance of considering complex chemistries with additional elements during precursor selection. Our framework provides a foundation for predictive inorganic synthesis, facilitating the optimization of existing recipes and the discovery of new materials, including those not easily attainable with conventional precursors. American Chemical Society 2023-10-16 /pmc/articles/PMC10604012/ /pubmed/37901171 http://dx.doi.org/10.1021/acscentsci.3c01051 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle McDermott, Matthew J.
McBride, Brennan C.
Regier, Corlyn E.
Tran, Gia Thinh
Chen, Yu
Corrao, Adam A.
Gallant, Max C.
Kamm, Gabrielle E.
Bartel, Christopher J.
Chapman, Karena W.
Khalifah, Peter G.
Ceder, Gerbrand
Neilson, James R.
Persson, Kristin A.
Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title_full Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title_fullStr Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title_full_unstemmed Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title_short Assessing Thermodynamic Selectivity of Solid-State Reactions for the Predictive Synthesis of Inorganic Materials
title_sort assessing thermodynamic selectivity of solid-state reactions for the predictive synthesis of inorganic materials
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10604012/
https://www.ncbi.nlm.nih.gov/pubmed/37901171
http://dx.doi.org/10.1021/acscentsci.3c01051
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