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Glass transition temperature prediction of disordered molecular solids

Kun‐Han Lin, Leanne Paterson, Falk May, Denis Andrienko

2021npj Computational Materials38 citationsDOIOpen Access PDF

Abstract

Abstract Glass transition temperature, T g , is the key quantity for assessing morphological stability and molecular ordering of films of organic semiconductors. A reliable prediction of T g from the chemical structure is, however, challenging, as it is sensitive to both molecular interactions and analysis of the heating or cooling process. By combining a fitting protocol with an automated workflow for forcefield parameterization, we predict T g with a mean absolute error of ~20 °C for a set of organic compounds with T g in the 50–230 °C range. Our study establishes a reliable and automated prescreening procedure for the design of amorphous organic semiconductors, essential for the optimization and development of organic light-emitting diodes.

Topics & Concepts

Amorphous solidGlass transitionOrganic semiconductorMaterials scienceWorkflowSemiconductorStability (learning theory)ThermodynamicsChemical physicsChemistryComputer scienceOptoelectronicsCrystallographyPhysicsPolymerMachine learningDatabaseComposite materialOrganic Electronics and PhotovoltaicsOrganic Light-Emitting Diodes ResearchPhotochemistry and Electron Transfer Studies
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