Developing high-dimensional machine learning models to improve generalization ability and overcome data insufficiency for mixed sugar fermentation simulation

Xiao-Yan Huang,Tian-Jie Ao,Xue Zhang,Kai Li,Xin-Qing Zhao,Verawat Champreda,Weerawat Runguphan,Chularat Sakdaronnarong,Chen-Guang Liu,Feng-Wu Bai

Bioresource Technology（2023）

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摘要

•ML models were evaluated for mixed sugar fermentation simulation.•3-step strategy increased ANN model dimensionality and generalization ability.•2-step strategy support robust ANN models construction under insufficient data.•ACY model adjusted from yeast model can predict bacterial mixed sugar fermentation.

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关键词

Kinetic model, Machine learning, Artificial neural network, Dimensionality, Insufficient data, Mixed sugar fermentation

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