Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 2, 163(2024)
A Predictive Aircraft Trajectory Prediction Method Based on Transformer Encoder and LSTM
[1] [1] GILKS W R, RIDSON S, SPIEGELHALTER D. Markov Chain Monte Carlo in Practice[M]. CRC Press, 1995.
[2] [2] MATHEW W, RAPOSO R, MARTINS B. Predicting Future Locations with Hidden Markov Models[C]Proceedings of the 2012 ACM conference on ubiquitous computing, September 58, 2012, Pittsburgh, Pennsylvania, USA. Association f Computing Machinery, 2012: 911918.
[3] [3] LI Z, LI S H, WU X li. General Aircraft 4D Flight Trajecty Prediction Method Based on Data Fusion[C]2015 International Conference on Machine Learning Cyberics (ICMLC), July 1215, 2015, Guangzhou, China.[S.l.]: IEEE, 2015: 309315.
[6] JAVAD Z, CAI Y, MAJID Y. Comparing EKF and SPKF Algorithms for Simultaneous Localization and Mapping (SLAM)[J]. Journal of Robotics, Networking and Artificial Life, 3, 217-220(2017).
[8] XUE H, HUYNH D Q. A Location-Velocity-Temporal Attention LSTM Model for Pedestrian Trajectory Prediction[J]. IEEE Access, 44576-44589(2020).
[15] [15] NITISH S, DARSINI R, SHASHANK G, et al. Bidirectional Encoder Representation from Transfmers (BERT) Variants f Procedural LongFm Answer Extraction[C]2022 12th International Conference on Cloud Computing, Data Science & Engineering (Confluence),Jan 2728, 2022, Noida, India. [S.l.]:IEEE, 2022: 7176.
[16] ALKHOULY A, MOHAMMED A, HEFNY H. Improving the Performance of Deep Neural Networks Using Two Proposed Activation Functions[J]. IEEE Access, 82249-82271(2021).
[17] [17] GEHRING J, AULI M, GRANGIER D, et al. Convolutional Sequence to Sequence Learning[C]International Conference on Machine Learning PMLR, Aug 1115, 2017, Sydney, Australia. [S.l.]:ECCV, 2017: 12431252.
[18] [18] VASWANI A, SHAZEER N, PARMAR N, et al. Attention is All You Need[C]Proceedings of the 31st International Conference on Neural Infmation Processing Systems, Dec 49, 2017, Long Beach, Califnia, USA.[S.l.]: Curran Associates Inc, 2017: 60006010.
[19] [19] XU J, SUN X, ZHANG Z, et al. Understing Improving Layer Nmalization[C]Proceedings of the 33rd International Conference on Neural Infmation Processing Systems, Dec 814, 2019, Vancouver BC, Canada.[S.l.]: Curran Associates Inc, 2019: 43814391.
[20] GRAVES A, GRAVES A. Long Short-term Memory[J]. Neural Computation, 9, 1735-1780(1997).
Get Citation
Copy Citation Text
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
Category:
Received: Nov. 22, 2023
Accepted: --
Published Online: May. 29, 2024
The Author Email: