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Backstepping and Proportional-Derivative (PD) methods was used for the control of a quadrotor unit and subsequently proposed for autonomous tracking of an endangered species; the ’Northern white rhino’. Extended Kalman Filter (EKF) estimation was applied for the localization of the rhino in a virtual wildlife reserve.