Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling

Yufei Ma; Dongli Yuan; Jianguo Yan; Yaohong Qu

doi:10.1109/GNCC42960.2018.9018859

Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling

Yufei Ma, Dongli Yuan, Jianguo Yan, Yaohong Qu

School of Automation

Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

In order to improve the passive tracking situation of receiver aircraft for drogue during the docking phase of AAR (autonomous aerial refueling), a strategy of AAR predictive guidance scheme based on NAR (Nonlinear Auto Regressive) neural network model is proposed. The NAR neural network model is used to predict the future position of the drogue as the target point of receiver aircraft. The simulation is carried out by Monte Carlo target test. The simulation results indicate that the proposed algorithm possesses high prediction precision and significantly enhances the success rate of AAR, which is of crucial importance in achievement of AAR technique.

Original language	English
Title of host publication	2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781538611715
DOIs	https://doi.org/10.1109/GNCC42960.2018.9018859
State	Published - Aug 2018
Event	2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018 - Xiamen, China Duration: 10 Aug 2018 → 12 Aug 2018

Publication series

Name	2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018

Conference

Conference	2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018
Country/Territory	China
City	Xiamen
Period	10/08/18 → 12/08/18

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10.1109/GNCC42960.2018.9018859

Cite this

Ma, Y., Yuan, D., Yan, J., & Qu, Y. (2018). Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling. In 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018 Article 9018859 (2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/GNCC42960.2018.9018859

@inproceedings{c3e33bfed8e94d60a15016c2f834b7fe,

title = "Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling",

abstract = "In order to improve the passive tracking situation of receiver aircraft for drogue during the docking phase of AAR (autonomous aerial refueling), a strategy of AAR predictive guidance scheme based on NAR (Nonlinear Auto Regressive) neural network model is proposed. The NAR neural network model is used to predict the future position of the drogue as the target point of receiver aircraft. The simulation is carried out by Monte Carlo target test. The simulation results indicate that the proposed algorithm possesses high prediction precision and significantly enhances the success rate of AAR, which is of crucial importance in achievement of AAR technique.",

author = "Yufei Ma and Dongli Yuan and Jianguo Yan and Yaohong Qu",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018 ; Conference date: 10-08-2018 Through 12-08-2018",

year = "2018",

month = aug,

doi = "10.1109/GNCC42960.2018.9018859",

language = "英语",

series = "2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018",

}

Ma, Y, Yuan, D, Yan, J & Qu, Y 2018, Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling. in 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018., 9018859, 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018, Institute of Electrical and Electronics Engineers Inc., 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018, Xiamen, China, 10/08/18. https://doi.org/10.1109/GNCC42960.2018.9018859

Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling. / Ma, Yufei; Yuan, Dongli; Yan, Jianguo et al.
2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018. Institute of Electrical and Electronics Engineers Inc., 2018. 9018859 (2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling

AU - Ma, Yufei

AU - Yuan, Dongli

AU - Yan, Jianguo

AU - Qu, Yaohong

PY - 2018/8

Y1 - 2018/8

N2 - In order to improve the passive tracking situation of receiver aircraft for drogue during the docking phase of AAR (autonomous aerial refueling), a strategy of AAR predictive guidance scheme based on NAR (Nonlinear Auto Regressive) neural network model is proposed. The NAR neural network model is used to predict the future position of the drogue as the target point of receiver aircraft. The simulation is carried out by Monte Carlo target test. The simulation results indicate that the proposed algorithm possesses high prediction precision and significantly enhances the success rate of AAR, which is of crucial importance in achievement of AAR technique.

AB - In order to improve the passive tracking situation of receiver aircraft for drogue during the docking phase of AAR (autonomous aerial refueling), a strategy of AAR predictive guidance scheme based on NAR (Nonlinear Auto Regressive) neural network model is proposed. The NAR neural network model is used to predict the future position of the drogue as the target point of receiver aircraft. The simulation is carried out by Monte Carlo target test. The simulation results indicate that the proposed algorithm possesses high prediction precision and significantly enhances the success rate of AAR, which is of crucial importance in achievement of AAR technique.

UR - http://www.scopus.com/inward/record.url?scp=85082478053&partnerID=8YFLogxK

U2 - 10.1109/GNCC42960.2018.9018859

DO - 10.1109/GNCC42960.2018.9018859

M3 - 会议稿件

AN - SCOPUS:85082478053

T3 - 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018

BT - 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2018 IEEE CSAA Guidance, Navigation and Control Conference, CGNCC 2018

Y2 - 10 August 2018 through 12 August 2018

ER -

Predictive Guidance Scheme with NAR Neural Network for Autonomous Aerial Refueling

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