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Coating Flows

Physics-informed neural networks and flow visualization for slot coating operability.

Rheological Properties Mixing Transportation Die Manifold Flows Coating Flows Microstructure Analysis

Slot coating flow analysis

  • Physics-informed deep neural network (PINN) for slot coating flow
    • PINN: loss function combined with residual concept of finite element method.
    • Optimization of root finding using PINN and fluid mechanics theories.
  • Visualization of slot coating flow
    • Lab-scale roll-to-roll slot coater.
    • Analysis on operability of slot coater.