Surface water contamination due to nonpoint source (NPS) pollutants has severely degraded water quality and threatened ecosystems. However, previous research has primarily examined the NPS pollutants in watershed and coastal rivers or soils rather than seawater or bays without assimilation methods, resulting in the model’s uncertainty.