Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 2, 163(2024)

A Predictive Aircraft Trajectory Prediction Method Based on Transformer Encoder and LSTM

Mingyang LI... Zhijun LU, Dongjing CAO and Shixiang CAO |Show fewer author(s)
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  • Beijing Institute of Space Mechanics & Electricity, Beijing 100094, China
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    • Table 1. [in Chinese]

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      Table 1. [in Chinese]

      模型$E_{\mathrm{AD}} $$E_{\mathrm{D,min}} $$E_{\mathrm{D,max}} $$E_{\mathrm{FD}} $
      Transformer-Encoder-LSTM0.220 7130.057 2630.473 7770.290 907
      CNN-LSTM-Attention0.355 4000.092 5200.755 9550.532 699
      LSTM0.498 2730.171 4050.921 0700.595 819
      Transformer0.594 8110.189 3161.148 4550.797 651
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    Mingyang LI, Zhijun LU, Dongjing CAO, Shixiang CAO. A Predictive Aircraft Trajectory Prediction Method Based on Transformer Encoder and LSTM[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(2): 163

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    Paper Information

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    Received: Nov. 22, 2023

    Accepted: --

    Published Online: May. 29, 2024

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    DOI:10.3969/j.issn.1009-8518.2024.02.016

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