  The interaction between elephants and their environment has profound
implications for both ecology and conservation strategies. This study presents
an analytical approach to decipher the intricate patterns of elephant movement
in Sub-Saharan Africa, concentrating on key ecological drivers such as seasonal
variations and rainfall patterns. Despite the complexities surrounding these
influential factors, our analysis provides a holistic view of elephant
migratory behavior in the context of the dynamic African landscape. Our
comprehensive approach enables us to predict the potential impact of these
ecological determinants on elephant migration, a critical step in establishing
informed conservation strategies. This projection is particularly crucial given
the impacts of global climate change on seasonal and rainfall patterns, which
could substantially influence elephant movements in the future. The findings of
our work aim to not only advance the understanding of movement ecology but also
foster a sustainable coexistence of humans and elephants in Sub-Saharan Africa.
By predicting potential elephant routes, our work can inform strategies to
minimize human-elephant conflict, effectively manage land use, and enhance
anti-poaching efforts. This research underscores the importance of integrating
movement ecology and climatic variables for effective wildlife management and
conservation planning.
