March 21, 2023 review Open access Combining Machine Learning with Physical Knowledge in Thermodynamic Modeling of Fluid Mixtures Annual Review of Chemical and Biomolecular Engineering DOI: 10.1146/annurev-chembioeng-092220-025342 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 75 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Molecular machine learning in chemical process design 2026 Current Opinion in Chemical Engineering review Materials Science Machine Learning in Materials Science Open access 5 citations Exploring data augmentation: Multi-task methods for molecular property prediction 2025 Computers & Chemical Engineering article Materials Science Machine Learning in Materials Science Open access 2 citations Thermodynamics-consistent graph neural networks 2024 Chemical Science article Engineering Phase Equilibria and Thermodynamics Open access 38 citations Gibbs-Duhem-Informed Neural Networks for Binary Activity Coefficient Prediction 2023 arXiv (Cornell University) preprint Engineering Phase Equilibria and Thermodynamics Open access 1 citations Gibbs–Duhem-informed neural networks for binary activity coefficient prediction 2023 Digital Discovery article Engineering Phase Equilibria and Thermodynamics Open access 60 citations 5 results References 0