Advanced regression methods for combustion modelling using principal components

Application of Bound-to-Bound Data Collaboration approach for development and uncertainty quantification of a reduced char combustion model

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Application of reduced-order models based on PCA & Kriging for the development of digital twins of reacting flow applications

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Assessment of On-the-Fly Chemistry Reduction and Tabulation Approaches for the Simulation of Moderate or Intense Low-Oxygen Dilution Combustion

article by Zhiyi Li et al published 18 October 2018 in Energy & Fuels

Assessment of different chemistry reduction methods based on principal component analysis: Comparison of the MG-PCA and score-PCA approaches

Collaboration of simulations and experiments for development and uncertainty quantification of a reduced char combustion model

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Comprehensive numerical study of the Adelaide Jet in Hot-Coflow burner by means of RANS and detailed chemistry

article by Zhiyi Li et al published November 2017 in Energy

Dimension reduction of non-equilibrium plasma kinetic models using principal component analysis

Edcsmoke: A new combustion solver for stiff chemistry based on OpenFOAM®

Experimental and Numerical Study of the Micromix Combustion Principle Applied for Hydrogen and Hydrogen-Rich Syngas as Fuel with Increased Energy Density for Industrial Gas Turbine Applications

Feature extraction and reduced-order modelling of nitrogen plasma models using principal component analysis

Finite-rate chemistry modelling of non-conventional combustion regimes

Finite-rate chemistry modelling of non-conventional combustion regimes using a Partially-Stirred Reactor closure: Combustion model formulation and implementation details

Gray Zone Partitioning Functions and Parameterization of Turbulence Fluxes in the Convective Atmospheric Boundary Layer

scientific article published on 18 November 2020

Humidified micro gas turbines for domestic users: An economic and primary energy savings analysis

Impact of scalar mixing uncertainty on the predictions of reactor-based closures: Application to a lifted methane/air jet flame

scientific article published in 2022

Improved k–ε model and wall function formulation for the RANS simulation of ABL flows

Kernel density weighted principal component analysis of combustion processes

Large Eddy Simulation of MILD combustion using finite rate chemistry: Effect of combustion sub-grid closure

On the role of mixing models in the simulation of MILD combustion using finite-rate chemistry combustion models

PCAfold: Python software to generate, analyze and improve PCA-derived low-dimensional manifolds

scientific article published in 2020

Principal component analysis acceleration of rovibrational coarse-grain models for internal energy excitation and dissociation

scientific article published on 01 April 2018

Principal component analysis based combustion model in the context of a lifted methane/air flame: Sensitivity to the manifold parameters and subgrid closure

scientific article published in 2022

Principal component analysis coupled with nonlinear regression for chemistry reduction

Principal component analysis of turbulent combustion data: Data pre-processing and manifold sensitivity

Reduced-order PCA models for chemical reacting flows

Soot Modeling of Ethylene Counterflow Diffusion Flames

Validation of a reduced NO formation mechanism on a flameless furnace fed with H2-enriched low calorific value fuels