“…In summary, this paper takes the amorphous flattened air-ground wireless self-assembly network system as the primary research object, takes the internal actuator failures (including two types of losses, namely, sudden actuator interruption and partial failure) (Wang et al , 2017, 2020, 2023d, 2023e, 2023c, 2023b, 2023a, 2021) and wireless self-assembly network system associated link wireless communication failures (including two types of failures, namely, data transmission delay and packet loss, of the wireless self-assembly network system) of the quadrotor UAV flight control system during the network transmission and external unknown disturbances as system disturbance fault information (Wang et al , 2017, 2020, 2023d, 2023e, 2023c, 2023b, 2023a, 2021), based on the robust fault-tolerant control algorithm and neural network framework in automatic control theory technology, we propose a direct robust non-fragile adaptive neural network fault-tolerant controller for this system, which makes the system as a whole have good robust performance, adaptive adjustment performance, autonomous learning performance and fault-tolerance performance, and then realize the wireless self-assembled network topology of nodes. The network topology of the self-assembled wireless nodes has good stability and performance.…”