Publications

Peer-reviewed journal articles, ordered by year.

Full list on Google Scholar · ORCID 0000-0002-1344-5549

2026

  1. FUEL
    Machine learning-enabled uncertainty quantification for thermo-catalytic reactors: a study on fugitive methane oxidation in monolith reactors
    Israfil Soyler, Cihat Emre Üstün, Amin Paykani, and 2 more authors
    Fuel, 2026
    DOI HTML

2025

  1. E&F
    Machine learning applications for predicting fuel ignition and flame properties: current status and future perspectives
    Cihat Emre Üstün, Rodolfo Da Silva Machado De Freitas, Ekenechukwu Chijioke Okafor, and 3 more authors
    Energy & Fuels, 2025
    DOI HTML
  2. IEEE TTE
    Experimental evaluation of axial multi-nozzle impinging oil jets for end-winding cooling in EV hairpin traction motors
    Waruna Maddumage, Richard Pollock, Kamyar Mehran, and 1 more author
    IEEE Transactions on Transportation Electrification, 2025
    DOI
  3. ATE
    Thermal management of hairpin-winding traction motors in EVs: parametric evaluation of impinging oil-jet cooling using CFD
    Waruna Maddumage, Safouene Ouenzerfi, Souad Harmand, and 2 more authors
    Applied Thermal Engineering, 2025
    DOI HTML
  4. PROCI
    On-the-fly uncertainty-aware deep ensembles for stiff chemical kinetics
    Cihat Emre Üstün and Amin Paykani
    Proceedings of the Combustion Institute, 2025
    DOI HTML
  5. ASOC
    An ensemble learning algorithm for optimisation of spark-ignition engine performance fuelled with methane/hydrogen blends
    Mohammad-H Tayarani-N and Amin Paykani
    Applied Soft Computing, 2025
    DOI HTML

2024

  1. E&F
    Perspectives on NOx emissions and impacts from ammonia combustion processes
    Syed Mashruk, Hao Shi, Luca Mazzotta, and 3 more authors
    Energy & Fuels, 2024
    DOI HTML
  2. IJHE
    Probabilistic machine-learning framework for chemical source-term integration with Gaussian processes: H2/air auto-ignition
    Cihat Emre Üstün and Amin Paykani
    International Journal of Hydrogen Energy, 2024
    DOI HTML
  3. FUEL
    Data-driven prediction of laminar burning velocity for ternary ammonia/hydrogen/methane/air premixed flames
    Cihat Emre Üstün, Sven Eckart, Agustin Valera-Medina, and 1 more author
    Fuel, 2024
    DOI HTML

2023

  1. C&F
    Effect of radiation on laminar flame-speed determination in spherically propagating NH3–air, NH3/CH4–air and NH3/H2–air flames
    Mahdi Faghih, Agustin Valera-Medina, Zheng Chen, and 1 more author
    Combustion and Flame, 2023
    DOI HTML
  2. Energy&AI
    Applying machine-learning techniques to predict laminar burning velocity for ammonia/hydrogen/air mixtures
    Cihat Emre Üstün, Reza Herfatmanesh, Agustin Valera-Medina, and 1 more author
    Energy and AI, 2023
    DOI HTML
  3. WEMDCD
    Numerical study of oil-jet cooling in electric traction motors with hairpin windings
    Waruna Maddumage, Alasdair Cairns, and Amin Paykani
    In Proceedings of the 2023 IEEE Workshop on Electrical Machines Design, Control and Diagnosis (WEMDCD), 2023
    DOI HTML

2022

  1. PECS
    Synthesis gas as a fuel for internal combustion engines in transportation
    Amin Paykani, Hamed Chehrmonavari, Athanasios Tsolakis, and 3 more authors
    Progress in Energy and Combustion Science, 2022
    DOI HTML

2021

  1. FUEL
    Computational optimisation of CH4/H2/CO blends in a spark-ignition engine using a quasi-dimensional combustion model
    Amin Paykani, Christos E. Frouzakis, Christian Schürch, and 2 more authors
    Fuel, 2021
    DOI HTML