Abstract The accurate estimation of runoff by hydrological models depends on proper model calibration. Sequential Data Assimilation (DA), as an online method, is used to estimate complex models' states and parameters simultaneously. Although DA was applied for estimating the Soil Water Assessment Tool (SWAT) model's state and/or parameter, previous research did not pay attention calibration or ...