Temperature-dependent droplet impact dynamics of a water droplet on hydrophobic and superhydrophobic surfaces: An experimental and predictive machine learning–based study

International Journal of Heat and Mass Transfer(2022)

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摘要
•Droplet impact on microstructured surfaces (hydrophobic/superhydrophobic) at different temperatures has been studied.•Effect of velocity, droplet diameter, temperature, surface wettability and roughness on impact dynamic are evaluated.•Using three machine-learning algorithms, an innovative method for predicting droplet impact dynamic is presented.
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关键词
Superhydrophobic,Surface features,Temperature,Droplet impact,Freezing,Machine learning
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