Biomass estimation is a crucial process in ecology and environmental science for assessing the amount of biological material in a given area, which is essential for understanding carbon cycles, energy flow, and ecosystem productivity. Accurate estimation techniques are vital for sustainable resource management, climate change studies, and biodiversity conservation efforts.