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physics.flu-dyn2026
Physics-informed neural networks for viscoelastic fluid flows around a cylinder in a two-dimensional channel
Midhuna Suresh, Akanksha Gupta
Grid-based fluid dynamics solvers routinely struggle with exhaustive meshing demands and ill-posed inverse problems. A practical mesh-free alternative is given by Physics-informed…
physics.flu-dyn2026
Physics-Informed Kolmogorov-Arnold networks for viscoelastic fluid equations
Suryanshu Singh, Midhuna Suresh, Akanksha Gupta
Kolmogorov-Arnold Networks (KANs), inspired by the Kolmogorov Arnold representation theorem, provide an interpretable alternative to multilayer perceptrons (MLPs) by using learnabl…