Abstract: Highlights•Proposing a novel vortex detection method, termed Vortex-U-Net.•Combining the characteristics of both global and local vortex detection methods.•The first time to take vorticity fields as the inputs.•Designing a novel physical loss function.•Exhibiting high performance and better generalization with less time.
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