Intelligent prediction of gas-liquid two-phase flow fields in jet impact negative pressure reactors: An integrated DA-WOA-CNN framework based on CFD

Chemical Engineering Science 2026

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Authors: Ping Xu, Xinyue Liao, Facheng Qiu, Zhiliang Cheng, Wensheng Li, Zuohua Liu

DOI: 10.1016/j.ces.2026.123495

Cited by: 11

References: 20

Fields of Study & Subjects

Fluid Dynamics and Mixing Fluid Dynamics and Heat Transfer Innovative Microfluidic and Catalytic Techniques Innovation

References 20