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This research addresses the urgent need to reduce fossil fuel dependence in Uganda, where wood and charcoal dominate cooking energy. It explores the potential of agricultural waste as a sustainable energy source through briquetting, which transforms loose biomass into compact fuel. The study identifies challenges in quality prediction based on feedstock composition and production conditions, highlighting a significant knowledge gap in existing models. The thesis aims to develop predictive...