My research spans singular perturbation theory, boundary and interior layer analysis, and structure-preserving numerical and learning-based methods for stiff partial differential equations. Selected publications that represent these themes are listed below. A complete list of publications is available in my curriculum vitae.
Selected Publications
Singular perturbations and boundary layerswith M. Hamouda, C.-Y. Jung, and R. Temam, Springer, 2018. A reference monograph on singular perturbation problems and boundary layers arising in fluid dynamics and related systems.
Singular-layer PINN methods for Burgers’ equationwith T.-Y. Chang, Y. Hong, and C.-Y. Jung, Accepted for publication in Pure and Applied Functional Analysis. Develops structure-preserving and analysis-informed learning methods for resolving interior layers in the small-viscosity regime.
Physics-informed neural network approach for singular layers in periodic parallel pipe flows with M. Moon, Y. Hong, and C.-Y. Jung, Submitted. Integrates asymptotic analysis with learning-based methods for viscous boundary layers and vorticity layers.
Finite volume neural networks for singularly perturbed boundary value problems with J. Kim, Submitted. Develops flux-preserving hybrid learning-based methods that are robust in small-parameter regimes.
Vanishing viscosity limit of some symmetric flowswith J. Kelliher, M. Lopes Filho, A. Mazzucato, H. Nussenzveig Lopes, Annales de l’Institut Henri Poincaré C: Analyse Non Linéaire. Provides rigorous analysis of vanishing viscosity limit and boundary layer formation.
Recent progresses in boundary layer theorywith C.-Y. Jung and R. Temam, Discrete and Continuous Dynamical Systems, Series A. Analyzes geometric effects on asymptotic boundary layer structure.