Front-view Sonar Imaging Method Based on Sparse Reconstruction
(1. College of Electronic Information and Artificial Intelligence, Shaanxi University of Science and Technology, Xi’an 710021, China; 2. National Institute of Metrology, Beijing 100029, China; 3. School of Marine Science and Technology, Northwestern Polytechnical University, Xi’an 710072, China; 4. School of Electrical and Electronic Engineering, Xi’an Aeronautical Institute, Xi’an 710077, China)
XU Yun-yan1, ZHENG Wei2, LIU Jian-guo3, BI Yang4, GUO Tuo1. Front-view Sonar Imaging Method Based on Sparse Reconstruction[J]. Computer and Modernization, 2024, 0(02): 20-28.
[1] LIU M Q, LIU Z L, LU W D, et al. Distributed few-shot learning for intelligent recognition of communication jamming[J]. IEEE Journal of Selected Topics in Signal Processing, 2022,16(3):395-405.
[2] 鄢社锋,马远良. 传感器阵列波束优化设计及应用[M]. 北京:科学出版社, 2009:5-20.
[3] YIN Z Y, LIN Y, ZHANG Y J, et al. Collaborative multiagent reinforcement learning aided resource allocation for UAV anti-jamming communication[J]. IEEE Internet of Things Journal, 2022,9(23):23995-24008.
[4] 侯自强,李贵斌. 声呐信号处理:原理与设备[M]. 北京:海洋出版社, 1986:1-7.
[5] CRUZA J F, CAMACHO J, SERRANO-IRIBARNEGARAY
L, et al. New method for real-time dynamic focusing through interfaces[J]. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 2013,60(4):739-751.
[6] MONZINGO R A, MILLER T W. Introduction to Adaptive Arrays[M]. New York: John Wiley & Sons, 1980.
[7] SCHMIDT R. Multiple emitter location and signal parameter estimation[J]. IEEE Transactions on Antennas and Propagation, 1986,34(3):276-280.
[8] ROY R, KAILATH T. ESPRIT-estimation of signal parameters via rotational invariance techniques[J]. IEEE Transactions on Acoustics, Speech, and Signal Processing, 1989,37(7):984-995.
[9] 孙磊,王华力,许广杰,等. 基于稀疏贝叶斯学习的高效DOA估计方法[J]. 电子与信息学报, 2013,35(5):1196-1201.
[10] 王秀红. 基于稀疏表示的波达方向估计方法研究[D]. 哈尔滨:哈尔滨工业大学, 2017.
[11] 冯西安,寇思玮,谭伟杰,等. 水声信号处理中的稀疏表示理论及应用[J]. 电子学报, 2021,49(9):1840-1851.
[12] MALLAT S G, ZHANG Z F. Matching pursuits with time-frequency dictionaries[J]. IEEE Transactions on Signal Processing, 1993,41(12):3397-3415.
[13] PATI Y C, REZAIIFAR R, KRISHNAPRASAD P S. Orthogonal matching pursuit: Recursive function approximation with applications to wavelet decomposition[C]// Proceedings of 27th Asilomar Conference on Signals, Systems and Computers. 1993:40-44.
[14] NEEDELL D, VERSHYNIN R. Signal recovery from incomplete and inaccurate measurements via regularized orthogonal matching pursuit[J]. IEEE Journal of Selected Topics in Signal Processing, 2010,4(2):310-316.
[15] MALIOUTOV D, CETIN M, WILLSKY A S. A sparse signal reconstruction perspective for source localization with sensor arrays[J]. IEEE Transactions on Signal Processing, 2005,53(8):3010-3022.
[16] ZHENG J, KAVEH M, TSUJI H. Sparse spectral fitting for Direction Of Arrival and power estimation[C]// 2009 IEEE/SP 15th Workshop on Statistical Signal Processing. 2009:429-432.
[17] 刘天娇. 稀疏贝叶斯学习理论及其在水声阵列信号处理中的应用[D]. 哈尔滨:哈尔滨工程大学, 2019.
[18] DAI J S, SO H C. Real-valued sparse bayesian learning for DOA estimation with arbitrary linear arrays[J]. IEEE Transactions on Signal Processing, 2021,69:4977-4990.
[19] 谭鹏,胡博,张友文,等. 交叉验证多路径匹配追踪水声矢量阵稀疏方位估计[J]. 声学学报, 2022,47(5):557-567.
[20] 马诗卉. 浅海多径效应下基于二维解卷积的目标方位估计方法研究[D]. 杭州:浙江大学, 2021.
[21] CVXR. CVX: Matlab Software for Disciplined Convex Programming[EB/OL].[2023-07-23]. http: //cvxr.com/cvx.
[22] ZHENG J M, KAVEH M. Sparse spatial spectral estimation: A covariance fitting algorithm, performance and regularization[J]. IEEE Transactions on Signal Processing, 2013,61(11):2767-2777.
[23] PAIK J W, HONG W Y, AHN J, et al. Statistics on noise covariance matrix for covariance fitting-based compressive sensing direction-of-arrival estimation algorithm: For use with optimization via regularization[J]. The Journal of the Acoustical Society of America, 2018,143(6):3883-3890.
[24] ZHAO S K, TUNA C, NGUYEN T N T, et al. Large-region acoustic source mapping using a movable array and sparse covariance fitting[J]. The Journal of the Acoustical Society of America, 2017,141(1):357-372.
[25] 李庆武, 霍冠英, 周妍. 声呐图像处理[M]. 北京:科学出版社, 2015.
[26] 周平. 多波束测深条带拼接区误差处理方法研究[D]. 抚州:东华理工大学, 2017.
[27] 张伟民. 多波束成像声呐仿真及成像分析研究[D]. 呼和浩特:内蒙古大学, 2019.
[28] 侯进,陈鑫强. 基于几何序列分解与稀疏重构的DOA估计[J]. 通信学报, 2023,44(1):153-163.
[29] LIU B Y, MATSUSHITA S, XU L. DOA estimation with small snapshots using weighted mixed norm based on spatial filter[J]. IEEE Transactions on Vehicular Technology, 2020,69(12):16183-16187.
[30] GUO T, BI Y, FENG X, et al. Sparse spatial spectral fitting with nonuniform noise covariance matrix estimation based on semidefinite optimization[J]. Wireless Communications and Mobile Computing, 2022,2022(12):1-9.