系统工程与电子技术 ›› 2024, Vol. 46 ›› Issue (9): 2968-2979.doi: 10.12305/j.issn.1001-506X.2024.09.09
于雷1,2, 刘一品1,2,*, 位寅生1,2
收稿日期:
2023-07-10
出版日期:
2024-08-30
发布日期:
2024-09-12
通讯作者:
刘一品
作者简介:
于雷(1981—), 男, 副教授, 博士, 主要研究方向为雷达信号处理、抗干扰抗杂波、波形设计基金资助:
Lei YU1,2, Yipin LIU1,2,*, Yinsheng WEI1,2
Received:
2023-07-10
Online:
2024-08-30
Published:
2024-09-12
Contact:
Yipin LIU
摘要:
针对雷达主瓣干扰抑制问题, 提出一种基于信干噪比(signal to interference plus noise ratio, SINR)最大化的盲提取主瓣干扰抑制方法。与盲分离不同, 盲提取能够从多路混合信号中提取出感兴趣的一路分量, 这更适合在多信源多通道的复杂电磁环境下进行干扰抑制。该方法在混合信号距离域建立SINR最大化的优化模型, 采用粒子群优化(particle swarm optimization, PSO)算法进行求解并提取出目标回波信号实现主瓣干扰抑制。经仿真测试, 该方法相较于传统的盲分离干扰抑制方法, 提升了干扰抑制效果; 无需信源数目估计, 对通道数目要求更低, 在欠定场景中依然适用; 减小了计算复杂度, 更适用于复杂电磁环境。
中图分类号:
于雷, 刘一品, 位寅生. 基于信干噪比最大化的盲提取抗主瓣干扰方法[J]. 系统工程与电子技术, 2024, 46(9): 2968-2979.
Lei YU, Yipin LIU, Yinsheng WEI. Anti-mainlobe jamming method via blind extraction based on maximizing SINR[J]. Systems Engineering and Electronics, 2024, 46(9): 2968-2979.
1 |
CARDOSO J F , SOULOUMIAC A . Blind beamforming for non-Gaussian signals[J]. IEE Proceedings F (Radar and Signal Processing), 1993, 140 (6): 362- 370.
doi: 10.1049/ip-f-2.1993.0054 |
2 |
BINGHAM E , HYVARINEN A . A fast fixed-point algorithm for independent component analysis of complex valued signals[J]. International Journal of Neural Systems, 2000, 10 (1): 1- 8.
doi: 10.1142/S0129065700000028 |
3 | GE M M , CUI G L , YU X X , et al. Main lobe jamming suppression via blind source separation sparse signal recovery with subarray configuration[J]. IET Radar, Sonar & Navigation, 2020, 14 (3): 431- 438. |
4 | GAO S , YANG X P , LAN T , et al. Radar main-lobe jamming suppression and identification based on robust whitening blind source separation and convolutional neural networks[J]. IET Radar, Sonar & Navigation, 2022, 16 (3): 552- 563. |
5 |
GE M M , CUI G L , YU X X , et al. Mainlobe jamming suppression with polarimetric multi-channel radar via independent component analysis[J]. Digital Signal Processing, 2020, 106, 102806.
doi: 10.1016/j.dsp.2020.102806 |
6 |
ZHOU B L , LI R F , LIU W J , et al. A BSS-based space-time multi-channel algorithm for complex-jamming suppression[J]. Digital Signal Processing, 2019, 87, 86- 103.
doi: 10.1016/j.dsp.2019.01.007 |
7 | HINDERER S. Blind source separation of radar signals in time domain using deep learning[C]//Proc. of the IEEE 23rd International Radar Symposium, 2022: 486-491. |
8 | 赵英健, 田波, 王春阳, 等. 基于FDA-MIMO雷达的主瓣SMSP干扰空时域联合抑制方法[J]. 系统工程与电子技术, 2022, 44 (7): 2157- 2165. |
ZHAO Y J , TIAN B , WANG C Y , et al. Space-time joint suppression method of main-beam SMSP jamming based on FDA-MIMO radar[J]. Systems Engineering and Electronics, 2022, 44 (7): 2157- 2165. | |
9 | 高霞, 全英汇, 李亚超, 等. 基于BSS的FDA-MIMO雷达主瓣欺骗式干扰抑制方法[J]. 系统工程与电子技术, 2020, 42 (9): 1927- 1934. |
GAO X , QUAN Y H , LI Y C , et al. Main-lobe deceptive jamming suppression with FDA-MIMO radar based on BSS[J]. Systems Engineering and Electronics, 2020, 42 (9): 1927- 1934. | |
10 | 房津辉, 宋宝军, 朱明哲. 基于改进的盲源分离算法抗主瓣SMSP干扰[J]. 现代雷达, 2023, 45 (2): 8- 15. |
FANG J H , SONG B J , ZHU M Z . Anti-mainlobe SMSP interfe-rence based on improved blind source separation algorithm[J]. Modern Radar, 2023, 45 (2): 8- 15. | |
11 |
HAN X F , HE H F , ZHANG Q , et al. Main-lobe jamming suppression method for phased array netted radar based on MSNR-BSS[J]. IEEE Sensors Journal, 2022, 22 (23): 22972- 22984.
doi: 10.1109/JSEN.2022.3213986 |
12 | YAN Z X, GE M M, CUI G L, et al. DOA estimation with subarrays via blind source separation algorithm[C]//Proc. of the IEEE Radar Conference, 2021. |
13 | 王川川, 汪亚, 王华兵. 时变环境对信源数估计及盲源分离的影响分析[J]. 兵工自动化, 2022, 41 (3): 1- 9. |
WANG C C , WANG Y , WANG H B . Influence analysis of time-varying environment on source number estimation and blind source separation[J]. Ordnance Industry Automation, 2022, 41 (3): 1- 9. | |
14 | LU W , RAJAPAKSE J C . ICA with reference[J]. Neurocomputing, 2006, 69 (16/18): 2244- 2257. |
15 |
HUANG D S , MI J X . A new constrained independent component analysis method[J]. IEEE Trans.on Neural Networks, 2007, 18 (5): 1532- 1535.
doi: 10.1109/TNN.2007.895910 |
16 |
LIN Q H , ZHENG Y R , YIN F L , et al. A fast algorithm for one-unit ICA-R[J]. Information Sciences, 2007, 177 (5): 1265- 1275.
doi: 10.1016/j.ins.2006.09.011 |
17 |
LIU W , MANDIC D P , CICHOCKI A . Blind source extraction based on a linear predictor[J]. IET Signal Processing, 2007, 1 (1): 29- 34.
doi: 10.1049/iet-spr:20060263 |
18 | LEONG W Y, MANDIC D P, WEI L. Blind extraction of noisy events using nonlinear predictor[C]//Proc. of the IEEE Interna- tional Conference on Acoustics, Speech and Signal Processing, 2007: 657-660. |
19 | BARROS A K , CICHOCKI A . Extraction of specific signals with temporal structure[J]. Neural Computation, 2003, 13 (9): 1995- 2003. |
20 |
FAN K G , HOU H N , TANG Y F , et al. Orthogonality constrained analytic CMA for blind signal extraction improvement[J]. Signal Processing, 2023, 205, 108880.
doi: 10.1016/j.sigpro.2022.108880 |
21 | MALEK J, JANSKY J, KOUNOVSKY T, et al. Blind extraction of moving audio source in a challenging environment supported by speaker identification via X-vectors[C]//Proc. of the IEEE International Conference on Acoustics, Speech and Signal Processing, 2021: 226-230. |
22 |
OLIVEIRA P M R , GOULART J H M , FERNANDES C A R , et al. Blind source separation in persistent atrial fibrillation electrocardiograms using block-term tensor decomposition with Lowner constraints[J]. IEEE Journal of Biomedical and Health Informatics, 2022, 26 (4): 1538- 1548.
doi: 10.1109/JBHI.2021.3108699 |
23 |
TANG J L , ZHOU J , WU X , et al. Blind extraction of acoustic signals from rolling bearing composite faults based on ISCA-IMCKD[J]. Measurement Science and Technology, 2023, 34 (11): 115124.
doi: 10.1088/1361-6501/acea9c |
24 | HAN N , MHASKAR H N , CHUI C K . Theory-inspired deep network for instantaneous-frequency extraction and subsignals recovery from discrete blind-source data[J]. IEEE Trans.on Neural Networks and Learning Systems, 2022, 33 (8): 3437- 3447. |
25 | MALEK J, CMEJLA J, KOLDOVSKY Z. Blind extraction of target speech source: three ways of guidance exploiting supervised speaker embeddings[C]//Proc. of the International Workshop on Acoustic Signal Enhancement, 2022. |
26 | LI L , CHUI C K , JIANG Q T . Direct signal separation via extraction of local frequencies with adaptive time-varying parameters[J]. IEEE Trans.on Signal Processing, 2022, 70, 2321- 2333. |
27 | WANG L , ZHAO C H , DONG M X , et al. Fetal ECG signal extraction from long-term abdominal recordings based on adaptive QRS removal and joint blind source separation[J]. IEEE Sensors Journal, 2022, 22 (21): 20718- 20729. |
28 | 李广明, 胡志辉. 基于人工蜂群算法的混沌信号盲提取[J]. 物理学报, 2016, 65 (23): 230501. |
LI G M , HU Z H . Blind chaotic signal extraction based on artificial bee colony algorithm[J]. Acta Physica Sinica, 2016, 65 (23): 230501. | |
29 | 黄锦旺, 吕善翔, 李广明, 等. 基于增殖系数的混沌信号提取算法[J]. 电子学报, 2019, 47 (4): 855- 861. |
HUANG J W , LYU S X , LI G M , et al. Chaotic signal extraction algorithm based on proliferation exponent[J]. Acta Electronica Sinica, 2019, 47 (4): 855- 861. | |
30 | 赵仕良, 谷婧, 张婕, 等. 任意占空比数字信号位同步时钟盲提取的数字实现[J]. 电子科技大学学报, 2021, 50 (5): 710- 719. |
ZHAO S L , GU J , ZHANG J , et al. Digital realization of blind extraction for bit synchronized clock of digital signal with any duty cycle[J]. Journal of University of Electronic Science and Technology of China, 2021, 50 (5): 710- 719. | |
31 | KUBO Y , TAKAMUNE N , KITAMURA D , et al. Blind speech extraction based on rank-constrained spatial covariance matrix estimation with multivariate generalized Gaussian distribution[J]. IEEE/ACM Trans.on Audio, Speech, and Language Processing, 2020, 28, 1948- 1963. |
32 | HUANG G M, YANG L X. Radar signal sorting based on blind signal extraction[C]//Proc. of the International Confe-rence on Signal Processing, 2004: 2120-2123. |
33 | 饶妮妮, 王祥林, 周博, 等. 线性预测盲源提取算法应用于阵列雷达的分析[J]. 电子科技大学学报, 2010, 39 (1): 1- 5. |
RAO N N , WANG X L , ZHOU B , et al. Application analysis of blind source extraction algorithm in array radar based on li-near prediction[J]. Journal of University of Electronic Science and Technology of China, 2010, 39 (1): 1- 5. | |
34 | WANG X L, RAO N, CHENG Y F, et al. An effective BSE-ST method for radar target detection in inhomogeneous clutter/interference environments[C]//Proc. of the 9th International Conference on Signal Processing, 2008: 2322-2325. |
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