“…Although it is relatively easy to observe the SM dynamics at an individual site, it is challenging to scale this site up to the regional scale because of a lack of understanding of the variability of SM on large spatial scales (Su, Ryu, Young, Western, & Wagner, ). Because of the scarcity of SM in situ observations, many studies have attempted to use models (Dirmeyer, Guo, & Gao, ; Robock et al, ), satellite remote sensing (Njoku, Jackson, Lakshmi, Chan, & Nghiem, ; Owe, de Jeu, & Holmes, ; Qiu, Gao, Wang, & Su, ;Wagner et al, ; Wen, Su, & Ma, ), and land data assimilation (Chen et al, ; Cheng & Huang, ; Dorigo et al, ;Owe et al, ;Yang, Koike, Kaihotsu, & Qin, ) to obtain high‐resolution products instead of SM in situ observations.…”