Deep learning-assisted pulsed discharge plasma catalysis modeling

Jie Pan,Yun Liu,Shuai Zhang,Xiucui Hu,Yadi Liu,Tao Shao

Energy Conversion and Management（2023）

Cited 2|Views20

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Abstract

•A novel method for deep learning (DL)-assisted plasma catalysis modeling is proposed.•The neural network enables crucially initial parameters (i.e. E/N) for plasma modeling.•The dl-assisted modeling is well verified in the CH4/Ar and N2/H2 pulsed plasma.•The introduction of DL markedly improves the accuracy of plasma kinetics modeling.

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Key words

Pulsed discharge plasma,Plasma catalysis,Deep learning-assisted modeling,Hydrogen production,Ammonia synthesis

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