SC-GAN:A Spectrum Cartography with Satellite Internet Based on Pix2Pix Generative Adversarial Network  

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作  者:Zhen Pan Zhang Bangning Wang Heng MaWenfeng Guo Daoxing 

机构地区:[1]College of Communications Engineering,Army Engineering University,Nanjing 210007,China

出  处:《China Communications》2025年第2期47-61,共15页中国通信(英文版)

摘  要:The increasing demand for radioauthorized applications in the 6G era necessitates enhanced monitoring and management of radio resources,particularly for precise control over the electromagnetic environment.The radio map serves as a crucial tool for describing signal strength distribution within the current electromagnetic environment.However,most existing algorithms rely on sparse measurements of radio strength,disregarding the impact of building information.In this paper,we propose a spectrum cartography(SC)algorithm that eliminates the need for relying on sparse ground-based radio strength measurements by utilizing a satellite network to collect data on buildings and transmitters.Our algorithm leverages Pix2Pix Generative Adversarial Network(GAN)to construct accurate radio maps using transmitter information within real geographical environments.Finally,simulation results demonstrate that our algorithm exhibits superior accuracy compared to previously proposed methods.

关 键 词:electromagnetic situation Pix2Pix generative adversarial network radio map satellite internet spectrum cartography 

分 类 号:TN929.5[电子电信—通信与信息系统] TP18[电子电信—信息与通信工程]

 

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