Machine Learning and Its Application to Reacting Flows

• A Data-Driven Approach to Refine the Partially Stirred Reactor Closure for Turbulent Premixed Flames

  2025 Flow Turbulence and Combustion article Engineering Combustion and flame dynamics Open access

  3

  citations

1 result

• Using physics-informed enhanced super-resolution generative adversarial networks for subfilter modeling in turbulent reactive flows

  2021 Proceedings of the Combustion Institute article Physics and Astronomy Model Reduction and Neural Networks Open access

  150

  citations
• Pandemic Drugs at Pandemic Speed: Infrastructure for Accelerating COVID-19 Drug Discovery with Hybrid Machine Learning- and Physics-based Simulations on High Performance Computers

  2021 arXiv (Cornell University) preprint Computer Science Computational Drug Discovery Methods Open access

  42

  citations
• DNS study of the global heat release rate during early flame kernel development under engine conditions

  2020 Combustion and Flame article Chemical Engineering Advanced Combustion Engine Technologies Open access

  33

  citations
• Applying physics-informed enhanced super-resolution generative adversarial networks to turbulent premixed combustion and engine-like flame kernel direct numerical simulation data

  2023 Proceedings of the Combustion Institute article Physics and Astronomy Model Reduction and Neural Networks Open access

  31

  citations
• Oxymethylene ether – n-dodecane blend spray combustion: Experimental study and large-eddy simulations

  2020 Proceedings of the Combustion Institute article Chemical Engineering Advanced Combustion Engine Technologies

  26

  citations
• The role of differential diffusion during early flame kernel development under engine conditions - part I: Analysis of the heat-release-rate response

  2020 Combustion and Flame article Chemical Engineering Advanced Combustion Engine Technologies Open access

  21

  citations
• A new modeling approach for mixture fraction statistics based on dissipation elements

  2020 Proceedings of the Combustion Institute article Engineering Combustion and flame dynamics Open access

  15

  citations
• The role of differential diffusion during early flame kernel development under engine conditions – part II: Effect of flame structure and geometry

  2020 RWTH Publications (RWTH Aachen) article Chemical Engineering Advanced Combustion Engine Technologies

  13

  citations
• Dissipation element analysis of non-premixed jet flames

  2020 Journal of Fluid Mechanics article Engineering Combustion and flame dynamics

  12

  citations
• Applying Physics-Informed Enhanced Super-Resolution Generative Adversarial Networks to Large-Eddy Simulations of ECN Spray C

  2022 SAE International Journal of Advances and Current Practices in Mobility article Chemical Engineering Advanced Combustion Engine Technologies Open access

  8

  citations
• Applying Physics-Informed Enhanced Super-Resolution Generative Adversarial Networks to Turbulent Non-Premixed Combustion on Non-Uniform Meshes and Demonstration of an Accelerated Simulation Workflow

  2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access

  2

  citations
• Applying Physics-Informed Enhanced Super-Resolution Generative Adversarial Networks to Finite-Rate-Chemistry Flows and Predicting Lean Premixed Gas Turbine Combustors

  2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access

  2

  citations

12 results