Siyoon Kwon focuses on physics‑guided Earth observation and geospatial modeling to quantify mixing and sediment transport in river deltas, fusing spectral imagery with hydrodynamic theory to reconstruct 3D water‑quality fields for coastal restoration and monitoring.