The invention relates to a dynamic self-adaptive communication, sensing and calculation integrated method for an air-space-ground integrated network. The method comprises the following steps: S1, constructing an air-space-ground integrated
network model fusing a
low earth orbit satellite, an unmanned aerial vehicle and ground users / edge nodes; s2, establishing a cross-layer communication-
perception-calculation integrated joint optimization model, and respectively forming two
modes of binary unloading and partial unloading according to whether a task can be segmented or not; s3, for a binary unloading mode, realizing distributed solution and generating an unloading decision and a beam / power / bandwidth / computing resource scheme by using a dynamic adaptive prediction alternating direction multiplier (DAP-ADMM); and S4, aiming at a partial unloading mode, adopting a weighted
minimum mean square error alternative optimization method, introducing a receiving
equalizer, error weight and other auxiliary variables, executing block
coordinate descent iteration, and outputting an unloading proportion, power distribution and a beam forming result. According to the DA-ISCC architecture and the optimization
algorithm thereof provided by the invention, cross-domain calculation unloading with low time
delay, high
throughput and
low overhead can be realized in a high-dynamic space-air-ground integrated network environment, and the DA-ISCC architecture and the optimization
algorithm thereof can be widely applied to emergency communication, low-altitude logistics, ocean monitoring and other scenes.