Advancements in thermochemical predictions: a multi-output thermodynamics-informed neural network approach

Abstract The Gibbs free energy of an inorganic material represents its maximum reversible work potential under constant temperature and pressure. Its calculation is crucial for understanding material stability, phase transitions, and chemical reactions, thus guiding optimization for diverse applicat...

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Bibliographic Details
Main Authors: Raheel Hammad, Sownyak Mondal
Format: Article
Language:English
Published: BMC 2025-06-01
Series:Journal of Cheminformatics
Subjects:
Online Access:https://doi.org/10.1186/s13321-025-01033-0
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