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The air mobile wireless AD hoc network is a kind of multi-hop non-center network with fast change topology and self-organization. Aiming at the problems of low resource utilization, insufficient throughput and short communication distance of traditional time-slot allocation algorithm, a TDMA oriented distributed resource dynamic scheduling algorithm (M-TDMA) was proposed by combining node service priority and traffic prediction with a hybrid time-slot allocation model with the introduction of distribution coefficient. The effects of multiple di-mensions such as the number of nodes, transmission rate, distribution coefficient and different topologies on the transmission delay, throughput and packet loss rate are compared and analyzed. Finally, the resource scheduling algorithm is verified by simulation experiment. The simulation results show that when there are 20 network nodes, the maximum transmission delay of the network is less than 600 ms, and the network throughput can reach more than 4.5 Mbps. M-TDMA algorithm can effectively reduce the network transmission delay and improve the network throughput through efficient resource scheduling.