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In order to solve the problem that the task scheduling behavior of the aviation flight test data center is obviously lagging behind, and realize the real-time scheduling of the aviation flight test data, the optimization architecture of the aviation flight test data center task scheduling based on cloud computing is designed. Set up WiRo center network, joint test data predictor and flight task distributor, and improve the basic application architecture design of the center's mission scheduling optimization architecture. According to the value range of PSO optimization measures, the inertia weight index and particle coding conditions are solved, and the function expression conditions are derived according to the cloud computing rules to realize the construction of the aviation flight test data scheduling model based on cloud computing. Under the constraint of dynamic data permissions, the resource occupancy rate and long tail delay parameters of the scheduling tasks of the computing center can realize the optimal configuration of the task scheduling architecture, and complete the design of the task scheduling optimization architecture of the aviation flight test data center based on cloud computing in combination with the WiRo central network and EMU scheduling architecture. The experimental results show that the data throughput per unit time has reached 9.85B/s under the effect of cloud computing technology, and the problem of central task scheduling behavior lag caused by the limited data throughput has been well solved, which meets the practical application requirements of real-time scheduling aviation flight test data.