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Item Open Access Mapping vegetation species succession in a mountainous grassland ecosystem using Landsat, ASTER MI, and Sentinel-2 data(Public Library of Science, 2022) Adagbasa, Efosa Gbenga; Mukwada, GeofreyVegetation species succession and composition are significant factors determining the rate of ecosystem biodiversity recovery after being disturbed and subsequently vital for sustainable and effective natural resource management and biodiversity. The succession and composition of grasslands ecosystems worldwide have significantly been affected by accelerated environmental changes due to natural and anthropogenic activities. Therefore, understanding spatial data on the succession of grassland vegetation species and communities through mapping and monitoring is essential to gain knowledge on the ecosystem and other ecosystem services. This study used a random forest machine learning classifier on the Google Earth Engine platform to classify grass vegetation species with Landsat 7 ETM+ and ASTER multispectral imager (MI) data resampled with the current Sentinel-2 MSI data to map and estimate the changes in vegetation species succession. The results indicate that ASTER MI has the least accuracy of 72%, Landsat 7 ETM+ 84%, and Sentinel-2 had the highest of 87%. The result also shows that other species had replaced four dominant grass species totaling about 49 km2 throughout the study.Item Open Access Value chain analysis in the proposed Witsieshoek community conservation area (WCCA) in the Eastern Free State of South Africa(University of the Free State (Qwaqwa Campus), 2016) Zondo, Solomon Andries; Mukwada, G.The aim of this study is to analyze the value chains in the proposed Witsieshoek Community Conservation Area (WCCA) situated in the eastern part of the Free State Province of South Africa. The study assesses the state and attributes of the biophysical environment and their contribution to value chain systems in the area. The study evaluates the natural resources found in the environment, encompassing both the villages in the Witsieshoek Area and the proposed WCCA. In addition, the study identifies the benefits that are generated from these resources to rural livelihoods. The study also reflects on previous economic and environmental studies undertaken elsewhere in mountain environments. It focuses on the human-environment interactions and the resultant impacts on ecosystems and rural livelihoods. Accordingly, the study is guided by the Pressure-State-Response (P-S-R) model, which illustrates material flows from the natural resource base to the consumers and the impacts resulting from these flows. Its significance lies in the need to address the high poverty levels characterizing the Witsieshoek Area, with the view of finding sustainable ways of protecting the rich biodiversity found in this mountainous region. The natural resource base was analyzed through the collection of empirical data that provided information on the state of the environment and its attributes. This was complemented by qualitative data that were collected from local communities through a questionnaire survey. Additional socioeconomic and environmental data were also collected from other role players such developers and government officials involved in conservation through unstructured interviews. The findings of this study illustrate the strong link between the value chain systems and the biophysical environment in the area. However, the monetary value allocated to the natural resources increases with geographic distance from the resource base, yet the problems associated with the degradation of the resource base (resulting from resource exploitation) are only borne by the local communities. The study demonstrates that the sustainability of value chains that sustain rural communities depends on the state of the biophysical environment and vice versa. In conclusion, the study highlights the importance of natural resources in value chains and biodiversity conservation as a basis for sustainable development. It further demonstrates the need for further extensive investigation on how the natural environment to be improved in order to stabilize the value chain systems in community conservation areas.