A Multimodal Deep Learning Approach for Soil Moisture Downscaling Using Remote Sensing and Weather Data

• Published in: Journal of geophysical research. Machine learning and computation Vol. 2; no. 3
• Main Authors: Xu, Yijia, Cai, Shuohao, Huang, Jingyi, Liu, Jiangui, Shang, Jiali, Yang, Zhengwei, Zhang, Zhou
• Format: Journal Article
• Language: English
• Published: 01.09.2025

Understanding soil moisture (SM) dynamics is crucial for environmental and agricultural applications. While satellite‐based SM products provide extensive coverage, their coarse spatial resolution often fails to capture local SM variability. This study presents a multimodal network (MMNet) that integ...