Figure 1. Overall framework of the heterogeneous UAV-USV formation system under complex marine environments, illustrating the leader-follower topology, environmental disturbances (wind, waves), and actuator faults affecting the agents. UAV: Unmanned aerial vehicle; USV: unmanned surface vehicle.
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