A crucial indicator of hydrodynamic conditions, sediment transport systems, and geomorphic evolution is riverbed sediment. Hydraulic engineering, channel upkeep, and ecological management all depend on accurate sediment classification. Because of their intricate geomorphology and dynamic hydrodynamic forces, riverine systems show more spatial heterogeneity than comparatively stable marine habitats. It is challenging to adapt traditional mapping of the link between sediment types and acoustic sig