Development of machine learning models for the prediction of laminar flame speeds of hydrocarbon and oxygenated fuels

Zhongyu Wan,Quan-De Wang,Bi-Yao Wang,Jinhu Liang

Fuel Communications（2022）

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摘要

•Simple descriptors from semi-empirical quantum chemistry are defined.•Comparisons of 16 machine learning methods for laminar flame speed are performed.•The Squared Exponential GPR model exhibits good performance.•Extrapolation ability of developed ML model is studied.

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关键词

Laminar flame speed,Descriptors,Machine learning,Hydrocarbon,Oxygenated fuels

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