Intelligent scheduling method for mobile communication resources of low-orbit satellites

Abstract

The invention discloses a low earth orbit satellite mobile communication resource intelligent scheduling method. The method comprises the following steps: S1, initializing deep learning network parameters; s2, inputting prior low-orbit satellite sample data, and fitting the sample data by using a deep learning network training method; s3, analyzing the sample deviation, if the fitting deviation isgreater than 0.01, indicating that the existing deep learning network belongs to an under-fitting state, and turning to the step S2; otherwise, entering the step S4; s4, low-orbit satellite sample data is collected again, and state marking is carried out to serve as a test sample; s5, analyzing the variance of the sample, if the fitting variance is greater than 0.005, indicating that the currentsample is in an over-fitting state, performing regularization processing on the deep learning network, and turning to the step S2 after the processing is completed; otherwise, entering the step S6; s6, sample data needing to be predicted of the low-orbit satellite is input, and a low-orbit satellite distribution network resource strategy is obtained. And intelligent scheduling of low-orbit satellite mobile communication resources can be better realized.

Description

technical field [0001] The invention relates to the technical field of air-space-earth-sea integrated communication, in particular to a method for intelligent scheduling of low-orbit satellite mobile communication resources. Background technique [0002] The air-space-ground-sea integrated information network is a major information infrastructure that maintains and expands national core security interests and realizes global interconnection and interoperability. An information network that users can access whenever they encounter and provide services on demand. As a national information infrastructure with strategic significance, the air-space-ground-sea integrated information network plays an important role in safeguarding national interests and promoting economic development. [0003] As an important part of the air-space-ground-sea integrated information network, low-orbit satellite communication has many advantages that other ground transmission equipment does not have:...

AI Technical Summary

Problems solved by technology

However, in the actual low-orbit satellite communication environment, the traditional low-orbit satellite resource allocation mechanism cannot fully adapt to complex and dynamic resource allocation problems due to its own limitations, and it is easy to cause load imbalance. performance and resource efficiency impact

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