Current ecological estimation methods suffer from data gaps and spatial inconsistencies between ground observations and remote sensing. Resolving these discrepancies allows for precise carbon sequestration modeling and resource management.

Traditional monitoring lacks the spatial resolution and predictive accuracy to identify outbreaks in remote or wild ecosystems before significant damage occurs. Early identification of infestation prevents widespread ecological degradation and timber loss.