Enhancement of frequency scanning interferometry signal for non-cooperative target based on generative adversarial network

被引:3
作者
Tian, Kai [1 ]
Liu, Zhigang [1 ]
Zhang, Huakun [1 ]
Wang, Zian [1 ]
Guo, Junkang [1 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Educ Minist Modern Design & Rotor B, Xian 710049, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
non-cooperative target; enhancement; correction; adversarial generative network; DISTANCE MEASUREMENT SYSTEM; COMPENSATION; PRECISION;
D O I
10.1088/1361-6501/ac8c62
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In non-cooperative target frequency scanning interferometry, the return optical power is low, the quality of the interferometric signal is poor, and the signal-to-noise ratio (SNR) is low. Moreover, the power change accompanying the use of the frequency scanning laser modulates the interferometric signal's amplitude and shifts the amplitude centre. Traditional signal enhancement techniques, such as filtering, can only solve some of the problems affecting the measurement accuracy, and the full-factor processing of such signals is difficult. This paper proposes a non-cooperative target frequency scanning interferometry signal enhancement method based on a generative adversarial network. By learning the sample dataset, the SNR of the signal can be improved within a certain range, and the signal waveform can be corrected simultaneously. The simulation results reveal that the SNR of the non-cooperative target signal is improved and the signal waveform is satisfactorily corrected. Finally, the effectiveness of the enhancement method was experimentally confirmed.
引用
收藏
页数:10
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[31]   Ellipse cissoid-based potential function guidance for autonomous rendezvous and docking with non-cooperative target [J].
Zhang D.-W. ;
Song S.-M. ;
Pei R. ;
Duan G.-R. .
Yuhang Xuebao/Journal of Astronautics, 2010, 31 (10) :2259-2268
[32]   Resolution-enhancement and sampling error correction based on molecular absorption line in frequency scanning interferometry [J].
Pan, Hao ;
Qu, Xinghua ;
Shi, Chunzhao ;
Zhang, Fumin ;
Li, Yating .
OPTICS COMMUNICATIONS, 2018, 416 :214-220
[33]   Vision-based navigation system feature point selection method based on convex hull for non-cooperative target [J].
Ning M. ;
Zhang S. ;
Wang S. .
Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2019, 48 (03)
[34]   Rotational motion estimation of non-cooperative target in space based on the 3D point cloud sequence [J].
Xu, Xiaoang ;
Shen, Zhihao ;
Zhao, Jiuxia ;
Zou, Jianhua .
ADVANCES IN SPACE RESEARCH, 2022, 69 (03) :1528-1537
[35]   Motion and Structure Estimation of Non-Cooperative Space Target Based on Tri-EKF Algorithm and Stereo Vision [J].
Wang K. ;
Yu Z.-H. ;
Liu H. ;
Li R.-F. ;
Guo B.-S. .
Yuhang Xuebao/Journal of Astronautics, 2017, 38 (09) :936-945
[36]   A decoupled Method for Lidar-based Close-range Relative Navigation of Tumbling Non-cooperative Target [J].
Hu, Qiyang ;
Wang, Dayi .
PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, :4719-4724
[37]   Non-cooperative space target tracking based on fuzzy iterative square-root cubature Kalman filter [J].
Yue C. ;
Bo Y.-M. ;
Wu P.-L. ;
Tian M.-C. ;
Chen Z.-M. .
Zhongguo Guanxing Jishu Xuebao/Journal of Chinese Inertial Technology, 2017, 25 (03) :395-398and404
[38]   Pose Estimation for Non-cooperative Satellites Based on a Three-Dimensional Bounding Box Detection Network [J].
Chen, Liwei ;
Yi, Jianjun ;
Wu, Bin ;
Su, Lin .
SIXTEENTH INTERNATIONAL CONFERENCE ON GRAPHICS AND IMAGE PROCESSING, ICGIP 2024, 2025, 13539
[39]   Low-Resource Generation Method for Few-Shot Dolphin Whistle Signal Based on Generative Adversarial Network [J].
Wang, Huiyuan ;
Wu, Xiaojun ;
Wang, Zirui ;
Hao, Yukun ;
Hao, Chengpeng ;
He, Xinyi ;
Hu, Qiao .
JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (05)
[40]   Quasi-linear model reference tracking control of approaching non-cooperative target based on direct parametric control [J].
Duan, Guang-Ren ;
Xu, Gang .
PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, :2940-2945