July 07, 2025 article Open access Machine Learning Applications for Predicting Fuel Ignition and Flame Properties: Current Status and Future Perspectives Energy & Fuels DOI: 10.1021/acs.energyfuels.5c02343 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 17 References 5 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 Exploring the fuel structure dependence of laminar burning velocity: A machine learning based group contribution approach 2021 Combustion and Flame article Chemical Engineering Advanced Combustion Engine Technologies 62 citations A property database of fuel compounds with emphasis on spark-ignition engine applications 2020 Applications in Energy and Combustion Science article Chemical Engineering Advanced Combustion Engine Technologies Open access 48 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 Molecular Design of Fuels for Maximum Spark-Ignition Engine Efficiency by Combining Predictive Thermodynamics and Machine Learning 2023 Energy & Fuels article Chemical Engineering Advanced Combustion Engine Technologies Open access 25 citations 5 results