“…Satellite imagery, such as Landsat, ASTER, SPOT, AVHRR and MODIS, provide long-term spatial data archives for ecological assessment, monitoring and management purposes (Muavhi and Mavhungu 2020). These images have been used in various studies, for example, on LULC change, wetland monitoring and extent mapping, biomass estimation and mapping, soil moisture applications, inundation mapping and water level monitoring (Basu et al 2021;Chatziantoniou et al 2017;Connolly 2018;Ligate et al 2018;Mudereri et al, 2019;Munishi and Jewitt 2019;Slagter et al 2020;Yirsaw et al 2017), amongst others. In the above-mentioned studies, several techniques such as maximum likelihood, support vector machine, artificial neural network, CART, random forest, object-based image analysis and decision tree were applied to assess wetland changes.…”