Adaptive leakage suppression based on recurrent wavelet neural network

被引:0
|
作者
Xiong, ZL [1 ]
Shi, XQ [1 ]
机构
[1] Nanjing Univ Sci & Technol, Nanjing 210094, Jiangsu, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel adaptive leakage suppression method based on recurrent wavelet neural network (RWNN) in phase-coded modulation continuous wave (PCM-CW) radar is proposed in this paper. In the proposed model, the orthogonalized received signals do cross multiplication with the orthogonal local reference signals. Based on the characteristics of trigonometric function, the differencing output of the two channels effectively suppresses the leakage from transmitter while retains the interested target echoes. Considering rigorous requirements in military, blind channel equalization based on RWNN is applied to compensate the inequality in the two channels in phase property and amplitude gain to achieve suppression ratio higher than MO. The small size and high efficiency of RWNN make it is well suited to be utilized in the real time leakage suppression. The results of theoretical analysis and simulation on the detecting performance of the radar both show the validity and practicability of the proposed method.
引用
收藏
页码:508 / 511
页数:4
相关论文
共 50 条
  • [22] Wind speed forecasting based on wavelet transformation and recurrent neural network
    Pradhan, Prangya Parimita
    Subudhi, Bidyadhar
    INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2020, 33 (01)
  • [23] Predictive Control of the VAV System Based on Recurrent Wavelet Neural Network
    Li, Jiejia
    Wang, Ben
    Guo, Xiaoyan
    Sun, Lulu
    MATERIALS, MECHATRONICS AND AUTOMATION, PTS 1-3, 2011, 467-469 : 928 - +
  • [24] TARGET THREAT ASSESSMENT BASED ON FUZZY RECURRENT WAVELET NEURAL NETWORK
    Chen, Xia
    Shi, Kun
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2016, 12 (03): : 885 - 898
  • [25] Recurrent neural network adaptive equalizers based on data communication
    Jiang, HR
    Kwak, KS
    JOURNAL OF COMMUNICATIONS AND NETWORKS, 2003, 5 (01) : 7 - 18
  • [26] A New Recurrent Wavelet Neural Networks for Adaptive Equalization
    Sun Yi
    Chen Yang
    Luo Xiao-liang
    Xiangli Lin
    Lu Jin
    INTERNATIONAL SYMPOSIUM ON PHOTOELECTRONIC DETECTION AND IMAGING 2011: ADVANCES IN INFRARED IMAGING AND APPLICATIONS, 2011, 8193
  • [27] Time Adaptive Recurrent Neural Network
    Kag, Anil
    Saligrama, Venkatesh
    2021 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2021, 2021, : 15144 - 15153
  • [28] Research on noise suppression of magnetotelluric signal based on recurrent neural network
    Han Ying
    An ZhiGuo
    Di QingYun
    Wang ZhongNing
    Kang LiLi
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2023, 66 (10): : 4317 - 4331
  • [29] Position detection of BLDC rotor based on adaptive wavelet neural network
    李永红
    陈家斌
    赵圣飞
    岳凤英
    Journal of Measurement Science and Instrumentation, 2012, (01) : 26 - 30
  • [30] Adaptive Wavelet Neural Network Based Wind Speed Forecasting Studies
    Chandra, D. Rakesh
    Kumari, M. Sailaja
    Sydulu, M.
    Grimaccia, F.
    Mussetta, M.
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2014, 9 (06) : 1812 - 1821