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基于神經(jīng)網(wǎng)絡(luò )的導航衛星星間鏈路網(wǎng)絡(luò )態(tài)勢感知模型研究
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中國電子科技集團第十五研究所

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P315.69

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國防預研項目(GFZX03010105280203)


Research on Situational Awareness Model of Navigation Satellite Inter-satellite Link Network Based on Neural Network
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    摘要:

    為支撐導航衛星星間鏈路網(wǎng)絡(luò )的穩定運行,提升對星間鏈路網(wǎng)絡(luò )的監控管理能力,解決地面系統對星間鏈路網(wǎng)絡(luò )狀態(tài)感知遲滯等監視能力不足問(wèn)題,以及對未來(lái)網(wǎng)絡(luò )趨勢的預測能力不足問(wèn)題,提出并構建了星間鏈路態(tài)勢感知模型,包括數據預處理、指標計算和態(tài)勢預測三部分;對于監視型網(wǎng)絡(luò )狀態(tài)指標,通過(guò)對原始遙測信息進(jìn)行抽取獲得;對于更為復雜的分析型網(wǎng)絡(luò )狀態(tài)指標,首先利用人工規則進(jìn)行數據篩選,隨后利用數據挖掘算法提取有效特征,選取相關(guān)性較大的參數綜合得出復雜指標;在此基礎上,利用BP神經(jīng)網(wǎng)絡(luò )對星間鏈路網(wǎng)絡(luò )態(tài)勢進(jìn)行預測;通過(guò)實(shí)驗,某狀態(tài)指標預測的準確率穩定在98%左右,結果表明該模型可以有效的對星間鏈路網(wǎng)絡(luò )的未來(lái)狀態(tài)進(jìn)行感知預測,可以對星間鏈路網(wǎng)絡(luò )狀態(tài)異常進(jìn)行及時(shí)處理,具有較高的可行性。

    Abstract:

    In order to support the stable operation of the inter-satellite link network of navigation satellites, improve the monitoring and management capabilities of the inter-satellite link network, solve the problem of insufficient monitoring capabilities of the ground system for the state of the inter-satellite link network, such as hysteresis, and predict the future network trend For the problem of insufficient capability, an inter-satellite link situational awareness model is proposed and constructed, including data preprocessing, index calculation and situation prediction; for surveillance network state indicators, they are obtained by extracting the original telemetry information; Analytical network status indicators, first use manual rules to filter data, then use data mining algorithms to extract effective features, and select parameters with greater correlation to synthesize complex indicators; The network situation is predicted; through experiments, the prediction accuracy of a certain state index is stable at about 98%, and the results show that the model can effectively perceive and predict the future state of the inter-satellite link network, and can detect abnormal state of the inter-satellite link network. It is highly feasible to carry out timely processing.

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王海學(xué),孫劍偉,田露.基于神經(jīng)網(wǎng)絡(luò )的導航衛星星間鏈路網(wǎng)絡(luò )態(tài)勢感知模型研究計算機測量與控制[J].,2022,30(10):262-267.

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歷史
  • 收稿日期:2022-06-15
  • 最后修改日期:2022-07-04
  • 錄用日期:2022-07-05
  • 在線(xiàn)發(fā)布日期: 2022-11-01
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