  During the COVID-19 pandemic and similar outbreaks in the future, drones can
be set up to reduce human interaction for medical supplies delivery, which is
crucial in times of pandemic. In this short paper, we introduce the use of two
evolutionary algorithms for multi-objective optimization (MOO) and tuning the
parameters of the PD controller of a drone to follow the 3D desired path.
