Materials Chemistry and Physics · 2024 · 14 citations · 56 references
Natural SciencesChemistryMaterials ScienceInorganic ChemistryMaterials ChemistrySolid-state ChemistryAb Initio MethodsCrystal ChemistryCrystal LatticeCrystal SystemsPerovskite MaterialsStructure-property RelationshipsCrystal Structure StabilityHalide PerovskitesOctahedral CoordinationOrganic-inorganic Hybrid PerovskitesPerovskite Crystal StructurePerovskite Phase StabilitySymbolic RegressionThermodynamic Stability Determinants
The toxicity issue and unsatisfactory thermodynamic stability of Pb-based perovskites pose the most critical challenge for practical commercialization. Among the remaining alternatives, A 2 BX 6 -type vacancy ordered double perovskites have attracted significant attention. With the success achieved by A 2 BX 6 -type materials, the design of stable and non-toxic A 2 BX 6 -type materials has consistently remained a prominent concern. The incorporation of stability descriptors has played a crucial role in the design and exploration of conventional single and double perovskites. However, due to the significantly more relaxed arrangement exhibited by the octahedral structure of A 2 BX 6 compared to that of ABX 3 and A 2 B 1 B 3 X 6 , traditional descriptors have proven ineffective in establishing a structure-stability relationship for A 2 BX 6 . An explicit descriptor for the stability of A 2 BX 6 -type perovskite materials in this study has been developed through the utilization of symbolic regression algorithm. The accuracy of ∼90 %, which is significantly higher than traditional stability descriptors, and also comparable to that of black-box machine learning models. The utilization of this efficient descriptor facilitates the design stable vacancy ordered double perovskite materials.
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Generalized Gradient Approximation Made Simple
John P. Perdew, Kieron Burke, Matthias Ernzerhof · Physical Review Letters · 1996 · 211.5K citations · Full text
Natural Sciences, Chemistry, Physics +16
Projector augmented-wave method
Peter E. Blöchl · Physical review. B, Condensed matter · 1994 · 90.8K citations
Natural Sciences, Chemistry, Physics +17