Angewandte Chemie International Edition · 2022 · 22 citations · 39 references
Natural SciencesChemistryMaterials ScienceComputational ChemistryInorganic ChemistryPhysical ChemistryAcid-base ChemistryElectrolyte SolutionsAqueous Solubility PredictionAqueous SolventsArtificial Neural Network SurrogatesComputational Solubility ModelingNeural Network ModelingSolubilitySolubility BehaviorSolubility Profile Analysis
Abstract Polyoxometalates (POMs), ranging in size from 1 to 10’s of nanometers, resemble building blocks of inorganic materials. Elucidating their complex solubility behavior with alkali‐counterions can inform natural and synthetic aqueous processes. In the study of POMs ([Nb 24 O 72 H 9 ] 15− , Nb 24 ) we discovered an unusual solubility trend (termed anomalous solubility) of alkali‐POMs, in which Nb 24 is most soluble with the smallest (Li + ) and largest (Rb/Cs + ) alkalis, and least soluble with Na/K + . Via computation, we define a descriptor (σ‐profile) and use an artificial neural network (ANN) to predict all three described alkali‐anion solubility trends: amphoteric, normal (Li + >Na + >K + >Rb + >Cs + ), and anomalous (Cs + >Rb + >K + >Na + >Li + ). Testing predicted amphoteric solubility affirmed the accuracy of the descriptor, provided solution‐phase snapshots of alkali–POM interactions, yielded a new POM formulated [Ti 6 Nb 14 O 54 ] 14− , and provides guidelines to exploit alkali–POM interactions for new POMs discovery.
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Polyoxoniobate chemistry in the 21st century
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