The researcher's work integrates a comprehensive exploration of land use dynamics and ecosystem responses using advanced remote sensing technologies. This integrated approach allows for a detailed analysis of various ecological challenges such as water cycle variations, fire impact on wetlands, soil erosion, and Cocoa land transformations. The integration of GIS and machine learning tools enhances our understanding of these complex systems across different regions in Ghana, addressing critical issues like water cycle dynamics, fire risks, and soil erosion. Additionally, the study examines cocoa land transformation impacts on tree distribution and richness, cocoa farmers' livelihoods, urban development challenges faced by cocoa farmers, and cocoa mining's ecological implications. Furthermore, it highlights cocoa transformations' effects on vegetation structure and their impact on forest ecosystems in the Keta Lagoon basin. This research underscores the importance of sustainable agriculture and land management strategies to support food security and environmental balance.
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