Accurate satellite-based retrieval of boundary-layer water vapor over land is crucial for understanding the Earth-atmosphere system but remains challenging due to the interaction of surface parameters on low-level atmosphere-sensitive channels. This study proposes a novel approach to explicitly extract the upwelling atmospheric radiance (