New targets number estimation method under colored noise background
New targets number estimation method under colored noise background作者机构:College of Marine Engineering Northwestern Polytechnical University Xi'an 710072 E R. China
出 版 物:《Journal of Systems Engineering and Electronics》 (系统工程与电子技术(英文版))
年 卷 期:2012年第23卷第6期
页 面:831-837页
核心收录:
学科分类:0711[理学-系统科学] 12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 07[理学] 08[工学] 080401[工学-精密仪器及机械] 0804[工学-仪器科学与技术] 080402[工学-测试计量技术及仪器]
基 金:supported by the National Natural Science Foundation of China (61001153) the Fundamental Research Program of Northwestern Polytechnical University (JC20100223)
主 题:colored noise auxiliary vector multiple targets detec-tion spatial smoothing Gerschgorin radii.
摘 要:A multiple targets detection method based on spatial smoothing (MTDSS) is proposed to solve the problem of the source number estimation under the colored noise background. The forward and backward smoothing based on auxiliary vectors which are received data on some specific elements is computed. By the spatial smoothing with auxiliary vectors, the correlated signals are decorrelated, and the colored noise is partially alleviated. The correlation matrix formed from the cross correlations between subarray data and auxiliary vectors is computed. By exploring the second-order statistics property of the covariance matrix, a threshold based on Gerschgorin radii of the smoothing correlation matrix is set to estimate the number of sources. Simulations and experimental results validate that MTDSS has an effective performance under the condition of the colored noise background and coherent sources, and MTDSS is robust with the correlated factor of signals and noise.