 Soil moisture mapping at a high spatial resolution is very important for several applications in hydrology, agriculture and risk assessment. The developed approach is based on the synergic use of radar and optical data. A neural network technique was used to develop an operational method for soil moisture estimates. This article was authored by Muhammad El-Hajj, Nicholas Baghdadi, Marez Sribi and others.