Data Assimilation using observed streamflow and remotely-sensed soil moisture for improving sub-seasonal-to-seasonal forecasting

Sankar Arumugam, North Carolina State University Raleigh, Department of Civil, Construction, and Environmental Engineering, Raleigh, NC, United States, Amir Hossein Mazrooei, North Carolina State University, Raleigh, NC, United States, Venkataraman Lakshmi, University of Virginia, Civil and Environmental Engineering, Charlottesville, VA, United States and Andrew W Wood, National Center for Atmospheric Research, Boulder, CO, United States