Application of reduced-order models based on PCA & Kriging for the development of digital twins of reacting flow applications G Aversano, A Bellemans, Z Li, A Coussement, O Gicquel, A Parente Computers & chemical engineering 121, 422-441, 2019 | 86 | 2019 |

Modelling the impact of non-equilibrium discharges on reactive mixtures for simulations of plasma-assisted ignition in turbulent flows M Castela, B Fiorina, A Coussement, O Gicquel, N Darabiha, CO Laux Combustion and flame 166, 133-147, 2016 | 82 | 2016 |

A 3-D DNS and experimental study of the effect of the recirculating flow pattern inside a reactive kernel produced by nanosecond plasma discharges in a methane-air mixture M Castela, S Stepanyan, B Fiorina, A Coussement, O Gicquel, ... Proceedings of the Combustion Institute 36 (3), 4095-4103, 2017 | 81 | 2017 |

Principal component analysis coupled with nonlinear regression for chemistry reduction MR Malik, BJ Isaac, A Coussement, PJ Smith, A Parente Combustion and Flame 187, 30-41, 2018 | 78 | 2018 |

Reduced-order PCA models for chemical reacting flows BJ Isaac, A Coussement, O Gicquel, PJ Smith, A Parente Combustion and flame 161 (11), 2785-2800, 2014 | 62 | 2014 |

Combustion modeling using Principal Component Analysis: A posteriori validation on Sandia flames D, E and F MR Malik, PO Vega, A Coussement, A Parente Proceedings of the Combustion Institute 38 (2), 2635-2643, 2021 | 55 | 2021 |

MG-local-PCA method for reduced order combustion modeling A Coussement, O Gicquel, A Parente Proceedings of the Combustion Institute 34 (1), 1117-1123, 2013 | 55 | 2013 |

Assessment of different chemistry reduction methods based on principal component analysis: Comparison of the MG-PCA and score-PCA approaches A Coussement, BJ Isaac, O Gicquel, A Parente Combustion and flame 168, 83-97, 2016 | 47 | 2016 |

Kernel density weighted principal component analysis of combustion processes A Coussement, O Gicquel, A Parente Combustion and flame 159 (9), 2844-2855, 2012 | 44 | 2012 |

Large eddy simulation of a pulsed jet in cross-flow A Coussement, O Gicquel, G Degrez Journal of fluid mechanics 695, 1-34, 2012 | 44 | 2012 |

Three-dimensional boundary conditions for numerical simulations of reactive compressible flows with complex thermochemistry A Coussement, O Gicquel, J Caudal, B Fiorina, G Degrez Journal of computational physics 231 (17), 5571-5611, 2012 | 29 | 2012 |

Feature extraction and reduced-order modelling of nitrogen plasma models using principal component analysis A Bellemans, G Aversano, A Coussement, A Parente Computers & chemical engineering 115, 504-514, 2018 | 25 | 2018 |

Principal component analysis based combustion model in the context of a lifted methane/air flame: Sensitivity to the manifold parameters and subgrid closure MR Malik, A Coussement, T Echekki, A Parente Combustion and Flame 244, 112134, 2022 | 17 | 2022 |

PCA and Kriging for the efficient exploration of consistency regions in Uncertainty Quantification G Aversano, JC Parra-Alvarez, BJ Isaac, ST Smith, A Coussement, ... Proceedings of the Combustion Institute 37 (4), 4461-4469, 2019 | 17 | 2019 |

Reduced-order kinetic plasma models using principal component analysis: Model formulation and manifold sensitivity A Bellemans, T Magin, A Coussement, A Parente Physical Review Fluids 2 (7), 073201, 2017 | 17 | 2017 |

Combination of polynomial chaos and Kriging for reduced-order model of reacting flow applications G Aversano, G D’Alessio, A Coussement, F Contino, A Parente Results in Engineering 10, 100223, 2021 | 16 | 2021 |

Multicomponent real gas 3-D-NSCBC for direct numerical simulation of reactive compressible viscous flows A Coussement, O Gicquel, B Fiorina, G Degrez, N Darabiha Journal of Computational Physics 245, 259-280, 2013 | 13 | 2013 |

Investigation of temperature correction methods for fine wire thermocouple losses in low‐pressure flat premixed laminar flames M Cafiero, V Dias, S Iavarone, A Coussement, H Jeanmart, A Parente Combustion and Flame 244, 112248, 2022 | 12 | 2022 |

Multi-scale proper orthogonal decomposition analysis of instabilities in swirled and stratified flames A Procacci, MM Kamal, MA Mendez, S Hochgreb, A Coussement, ... Physics of Fluids 34 (12), 2022 | 11 | 2022 |

Advancing reacting flow simulations with data-driven models K Zdybał, G D'Alessio, G Aversano, MR Malik, A Coussement, ... arXiv preprint arXiv:2209.02051, 2022 | 11 | 2022 |