An experimental platform for semi-autonomous kinetic model refinement combining optimal experimental design, computer-controlled experiments, and optimization …

MC Barbet, J Lee, CE LaGrotta, RE Cornell… - Combustion and …, 2024 - Elsevier
Automated platforms could enable the unprecedented pace required for modeling the
countless proposed alternative fuels relevant to future technologies, but existing platforms …

OptEx: an integrated framework for experimental design and combustion kinetic model optimization

Z Zhou, K Lin, Y Wang, J Wang, CK Law, B Yang - Combustion and Flame, 2022 - Elsevier
Computational fluid dynamics (CFD) simulation in the design of combustion devices
imposes increased demand on combustion kinetic models with acceptable uncertainties …

Using active subspace-based similarity analysis for design of combustion experiments

K Lin, Z Zhou, Y Wang, CK Law, B Yang - Proceedings of the Combustion …, 2023 - Elsevier
Experimental data under a wide range of conditions are essential for the optimization of
combustion kinetic models. However, some laboratory measurements under given …

Clustering algorithm for experimental datasets using global sensitivity-based affinity propagation (GSAP)

Y Wang, C Tao, Z Zhou, K Lin, CK Law, B Yang - Combustion and Flame, 2024 - Elsevier
To minimize the uncertainty of the parameters in combustion kinetics models, Bayesian
methods are commonly used for uncertainty constraints based on experimental data. With …

High-efficiency design of combustion kinetic experiments based on genetic algorithm

Z Zhou, C Huang, K Lin, Y Wang, CK Law… - Proceedings of the …, 2023 - Elsevier
Experimental data is essential for the improvement of combustion kinetic models.
Experimental design based on model analysis results can screen optimal experimental …

[HTML][HTML] Analysis of the performance of kinetic reaction mechanisms in estimating N2O mole fractions in 70/30 vol% NH3/H2 premixed flames

A Alnasif, J Jójka, S Mashruk, T Nagy, A Valera-Medina - Fuel, 2024 - Elsevier
To address the environmental concerns associated with fossil fuels, this study explores
ammonia (NH 3) blended with hydrogen (H 2) as an alternative fuel. While offering reduced …

[HTML][HTML] Performance investigation of currently available reaction mechanisms in the estimation of NO measurements: a comparative study

A Alnasif, S Mashruk, M Hayashi, J Jójka, H Shi… - Energies, 2023 - mdpi.com
Ammonia (NH3) has been receiving the attention of researchers as an alternative promising
green fuel to replace fossil sources for energy production. However, the high NOx emissions …

Improving the Predictive Accuracy for Ketene in Diacetyl Laminar Premixed Flames: Experiment and Model Analysis

K Lin, AM Dmitriev, W Sun, AG Shmakov… - The Journal of …, 2022 - ACS Publications
Ketene is an important species in core mechanisms for the combustion of hydrocarbon and
oxygenated fuels, but direct experiments with ketene are challenging to conduct due to its …

[图书][B] Progress Towards Automatic Chemical Kinetic Model Development

MC Barbet - 2023 - search.proquest.com
In an emerging energy landscape that increasingly discourages the use of traditional fossil
fuels, there remain applications for which the continued use of high energy density liquid …

Bayesian Inference and Experimental Design of Combustion Kinetic Models

H Chen - 2024 - dspace.mit.edu
In combustion kinetic model calibration, researchers usually use experimental data to
reduce the uncertainty of kinetic parameters, and Bayesian inference is the most common …