“…It is a widely used variable in multiple disciplines to assess and analyze various phenomena and processes, which include biogeo-Abbreviations: CNN, convolutional neural network; CRNS, cosmic-ray neutron sensing; DNN, deep neural network; GPR, ground-penetrating radar; MEMS, micro-electromechanical systems; ML, machine learning; RMSE, root mean squared error; TOF, time of flight. chemical processes (Cain et al, 2022;Wang et al, 2020;Woo & Do, 2021;Woo & Seo, 2022), reservoir management (Devine & O'Geen, 2019;Heinzel et al, 2022), drought and flood (Eswar et al, 2018;del Pilar Jimenez-Donaire et al, 2020;Lakshmi et al, 2004), irrigation scheduling (Nandan et al, 2021;, and crop yield prediction (Champagne et al, 2019;. Therefore, accurate measurement of soil moisture plays a vital role in Earth system science, ranging from estimating the molecular signatures of microbial decomposition to studying ecosystem responses to global warming (Songara & Patel, 2022).…”