The key objective of the proposed translational research is to enhance the planning autonomy of a drone while satisfying the human-provided instructions set. Such enhancement is essential in surveillance application scenarios, where frequent re-planning is needed to cater to the highly dynamic environment. Thus, the proposed research is expected to be directly beneficial for security and defense agencies for ISR operations in and around establishments of interest.