Intelligent Excavation Technologies for Satellite Spectrum Signals

With the construction of spatial information network, the available spectrum resources are increasingly scarce, and the electromagnetic environment is becoming more and more complex, resulting a more prominent challenge of realizing the safe control of the global electromagnetic.Therefore, the sensi...

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Main Authors: Qiulin LYU, Xiaojin DING, Gengxin ZHANG
Format: Article
Language:zho
Published: Post&Telecom Press Co.,LTD 2022-09-01
Series:天地一体化信息网络
Subjects:
Online Access:http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2022029/
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author Qiulin LYU
Xiaojin DING
Gengxin ZHANG
author_facet Qiulin LYU
Xiaojin DING
Gengxin ZHANG
author_sort Qiulin LYU
collection DOAJ
description With the construction of spatial information network, the available spectrum resources are increasingly scarce, and the electromagnetic environment is becoming more and more complex, resulting a more prominent challenge of realizing the safe control of the global electromagnetic.Therefore, the sensing method of electromagnetic spectrum occupation state was studied, a time convolution neural network to sense the spectrum occupation state was constructed.To mine abnormal spectrum data, neural network was used to automatically detect abnormal spectrum, such as fl uctuation noise fl oor, spectrum grass and large bandwidth.The spectrum parameter extraction method was explored.Considering the large propagation delay between the spectrum-sensing satellite and its gateway, a neural network was constructed to predicted the spectrum occupation state.The perception, anomaly, parameters and prediction results of satellite spectrum signal were visualized.The preliminary evaluation results showed that the designed satellite-spectrum intelligent mining technologies could not only improved the sensing ability of spectrum situation, but also eff ectively improved the utilization of spectrum resources.
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institution Kabale University
issn 2096-8930
language zho
publishDate 2022-09-01
publisher Post&Telecom Press Co.,LTD
record_format Article
series 天地一体化信息网络
spelling doaj-art-ff9fe121e4fe4e4a91f4d1d9c2ad4ec22025-01-15T02:48:05ZzhoPost&Telecom Press Co.,LTD天地一体化信息网络2096-89302022-09-013303659530750Intelligent Excavation Technologies for Satellite Spectrum SignalsQiulin LYUXiaojin DINGGengxin ZHANGWith the construction of spatial information network, the available spectrum resources are increasingly scarce, and the electromagnetic environment is becoming more and more complex, resulting a more prominent challenge of realizing the safe control of the global electromagnetic.Therefore, the sensing method of electromagnetic spectrum occupation state was studied, a time convolution neural network to sense the spectrum occupation state was constructed.To mine abnormal spectrum data, neural network was used to automatically detect abnormal spectrum, such as fl uctuation noise fl oor, spectrum grass and large bandwidth.The spectrum parameter extraction method was explored.Considering the large propagation delay between the spectrum-sensing satellite and its gateway, a neural network was constructed to predicted the spectrum occupation state.The perception, anomaly, parameters and prediction results of satellite spectrum signal were visualized.The preliminary evaluation results showed that the designed satellite-spectrum intelligent mining technologies could not only improved the sensing ability of spectrum situation, but also eff ectively improved the utilization of spectrum resources.http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2022029/spectrum sensingparameters recognitionabnormal detectionspectrum situation
spellingShingle Qiulin LYU
Xiaojin DING
Gengxin ZHANG
Intelligent Excavation Technologies for Satellite Spectrum Signals
天地一体化信息网络
spectrum sensing
parameters recognition
abnormal detection
spectrum situation
title Intelligent Excavation Technologies for Satellite Spectrum Signals
title_full Intelligent Excavation Technologies for Satellite Spectrum Signals
title_fullStr Intelligent Excavation Technologies for Satellite Spectrum Signals
title_full_unstemmed Intelligent Excavation Technologies for Satellite Spectrum Signals
title_short Intelligent Excavation Technologies for Satellite Spectrum Signals
title_sort intelligent excavation technologies for satellite spectrum signals
topic spectrum sensing
parameters recognition
abnormal detection
spectrum situation
url http://www.j-sigin.com.cn/zh/article/doi/10.11959/j.issn.2096-8930.2022029/
work_keys_str_mv AT qiulinlyu intelligentexcavationtechnologiesforsatellitespectrumsignals
AT xiaojinding intelligentexcavationtechnologiesforsatellitespectrumsignals
AT gengxinzhang intelligentexcavationtechnologiesforsatellitespectrumsignals