Three-dimensional spectrum situation completion method and device based on generative adversarial network
A spectrum and situational technology, applied in the field of communication, to achieve the effect of improving utilization
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Embodiment 1
[0070] combine figure 1 , the present invention mentions a three-dimensional spectrum situation or field strength complement method based on generating an adversarial network, the method comprising:
[0071] S101: Obtain stored historical or empirical radio monitoring data offline, and then obtain several complete three-dimensional spectrum situation or field strength training data through preprocessing methods such as slice processing and grayscale processing applicable to this step.
[0072] S102: Perform iterative and adversarial offline training on the GAN variant based on the obtained training data, and obtain the GAN variant with the learned three-dimensional spectrum situation or field strength completion mechanism after several iterations.
[0073] S103: Through the radio monitoring equipment mounted on the UAV, collect the actual radio monitoring data of the current 3D target area online, and then obtain the defect spectrum situation of the 3D target area or Field s...
Embodiment 2
[0095] combine Figure 7 , the present invention refers to a spectrum situation completion device based on a generative confrontation network, which includes: an offline data collection module 701, an offline network training module 702, an online data collection module 703 and an online situation completion module 704, wherein:
[0096] Offline data collection module 701: Obtain stored historical or empirical radio monitoring data offline, and then obtain several complete three-dimensional spectrum situation or field strength training data through preprocessing methods such as slice processing and grayscale processing applicable to this step.
[0097] Offline network training module 702: Based on the obtained training data, perform iterative and adversarial offline training on the variant of the GAN, and obtain the variant of the GAN that has learned the three-dimensional spectrum situation or field strength completion mechanism after several iterations.
[0098] Online data ...
Embodiment 3
[0120] combine Figure 8 , the present invention mentions a spectrum situational completion system based on generative confrontation networks, the system includes: a storage 801 and a processor 802, wherein:
[0121] The memory 801 is used for storing instructions and data.
[0122] The processor 802 is coupled to the memory 801, and the processor 802 is configured to call and execute instructions and data stored in the memory 801, specifically:
[0123] Processor 802 obtains stored historical or empirical radio monitoring data offline, and then obtains several complete three-dimensional spectrum situation or field strength training data through preprocessing methods such as slice processing and grayscale processing applicable to this step.
[0124] The processor 802 performs iterative and adversarial offline training on the variant of the GAN based on the obtained training data, and obtains the variant of the GAN that has learned the three-dimensional spectrum situation or f...
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