“…There are also several algorithms (Nguyen et al, 2022), models (Pandey & Jain, 2022;Yang et al, 2021), and software products (Salam et al, 2019;Kim, 2021;Barca et al, 2021) available for real use (Saddik et al, 2021). However, most of the information about SM obtained using radiometric remote (satellite) sensing systems (ASCAT, AMSR-E, AMSR2, SMAP, SMOS) (Amazirh et al, 2018;Faye et al,2018;Mandal et al,2020) are usually surface SM (a few millimeters deep for optical and thermal range) (Barca et al, 2021;Elkharrouba et al, 2022) or near surface SM (a few centimeters deep for X-, C-, or L-frequency microwave sensors) (Bandini et al, 2020;Ivushkin et al, 2021). It is not possible to estimate the moisture content of the root zone.…”