“…In this regard, numerous studies have covered various aspects of Unmanned Aerial Vehicle (UAV) systems such as, stability enhancement [3], payload drop missions [4], fault-tolerance [5], visual-based control [6], taxi model [10], path following [11] and quadrotor stabilization [12]. Particularly, the fuzzy control of a quadrotor with or without optimization is reported in [4,5,12,14,15,16]. On the other hand, human's expertise does not allow the synthesis of an optimal FLC, therefore; fuzzybased controllers exhibit limited performance and robustness.…”