Co-supervisor: dr. ir. R. van der Velde This publication is part of the project OWAS1S (Optimizing Water Availability with Sentinel-1 Satellites) with project number 13871 of the research programme Water2014 which is partly financed by the Dutch Research Council (NWO). All OWAS1S project partners are thanked for their contributions.