Publications: MR Emre Ustun

Soyler I, Üstün CE, Paykani A, Jiang X, Karimi N ( 2026 ) . Machine learning-enabled uncertainty quantification for thermo-catalytic reactors: A study on fugitive methane oxidation in monolith reactors . Fuel vol. 407 ,

Üstün CE, Ünal İ, Özbey N, Kılıç NB, Erdoğan N, Altay Ö, Tutar M ( 2025 ) . Multi-objective aerodynamic design optimization of a new engine intake electromagnetic wave blocker . Physics of Fluids vol. 37 , ( 7 )

Üstün CE, De Freitas RDSM, Okafor EC, Shahbakhti M, Jiang X, Paykani A ( 2025 ) . Machine Learning Applications for Predicting Fuel Ignition and Flame Properties: Current Status and Future Perspectives . Energy & Fuels vol. 39 , ( 28 ) 13281 - 13314 .

Üstün CE, Paykani A ( 2025 ) . On-the-fly uncertainty-aware deep ensembles for stiff chemical kinetics . Proceedings of the Combustion Institute vol. 41 ,

Mashruk S, Shi H, Mazzotta L, Ustun CE, Aravind B, Meloni R, Alnasif A, Boulet E et al. ( 2024 ) . Perspectives on NO X Emissions and Impacts from Ammonia Combustion Processes . Energy & Fuels vol. 38 , ( 20 ) 19253 - 19292 .

Üstün CE, Paykani A ( 2024 ) . Probabilistic machine learning framework for chemical source term integration with Gaussian Processes: H 2 /air auto-ignition case . International Journal of Hydrogen Energy vol. 81 , 47 - 55 .

Tutar M, Üstün CE, Mutlu H ( 2024 ) . A thermodynamic computational model analysis of a newly designed Tri-Rotor (T-R) volume air compressor . Thermal Science and Engineering Progress vol. 53 ,

Üstün CE, Eckart S, Valera-Medina A, Paykani A ( 2024 ) . Data-driven prediction of laminar burning velocity for ternary ammonia/hydrogen/methane/air premixed flames . Fuel vol. 368 ,

Üstün CE, Herfatmanesh MR, Valera-Medina A, Paykani A ( 2023 ) . Applying machine learning techniques to predict laminar burning velocity for ammonia/hydrogen/air mixtures . Energy and AI vol. 13 ,

Tutar M, Üstün CE, Campillo-Robles JM, Fuente R, Cibrián S, Arzua I, Fernández A, López GA ( 2021 ) . Optimized CFD modelling and validation of radiation section of an industrial top-fired steam methane reforming furnace . Computers & Chemical Engineering vol. 155 ,