April 18, 2025 article Review on Graph Neural Networks for Process Soft Sensor Development, Fault Diagnosis, and Process Monitoring Industrial & Engineering Chemistry Research DOI: 10.1021/acs.iecr.5c00283 OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 99 References 7 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 Graph Neural Networks for Prediction of Fuel Ignition Quality 2020 Energy & Fuels article Materials Science Machine Learning in Materials Science 142 citations Graph neural networks for temperature-dependent activity coefficient prediction of solutes in ionic liquids 2023 Computers & Chemical Engineering article Chemical Engineering Ionic liquids properties and applications Open access 86 citations Gibbs–Duhem-informed neural networks for binary activity coefficient prediction 2023 Digital Discovery article Engineering Phase Equilibria and Thermodynamics Open access 60 citations Physical pooling functions in graph neural networks for molecular property prediction 2023 Computers & Chemical Engineering article Computer Science Computational Drug Discovery Methods Open access 59 citations Thermodynamics-consistent graph neural networks 2024 Chemical Science article Engineering Phase Equilibria and Thermodynamics Open access 38 citations Graph machine learning for design of high‐octane fuels 2022 AIChE Journal article Materials Science Machine Learning in Materials Science Open access 36 citations Predicting the Temperature Dependence of Surfactant CMCs Using Graph Neural Networks 2024 Journal of Chemical Theory and Computation article Chemistry Surfactants and Colloidal Systems Open access cited by 1 patent 21 citations 7 results