检索规则说明:AND代表“并且”;OR代表“或者”;NOT代表“不包含”;(注意必须大写,运算符两边需空一格)
检 索 范 例 :范例一: (K=图书馆学 OR K=情报学) AND A=范并思 范例二:J=计算机应用与软件 AND (U=C++ OR U=Basic) NOT M=Visual
机构地区:[1]海军航空工程学院信息融合技术研究所,山东烟台264001
出 处:《信号处理》2012年第7期963-972,共10页Journal of Signal Processing
基 金:国家自然科学基金资助项目(No.61002045;61179017);航空科学基金项目(No.20095184004)
摘 要:利用海杂波的循环平稳特性,提出了一种基于奇异值分解的纹理分量抑制算法,并对其性能进行了分析。首先结合海杂波的循环平稳模型,推导了循环均值和循环自相关函数的封闭表达式。利用海杂波强度数据构造Hankle矩阵并进行奇异值分解,由于奇异值分解后得到的奇异值主要成分是与纹理分量谐波频率对应的特征量,而循环均值在纹理分量谐波频点处出现峰值,因此可以通过抑制奇异值主要成分实现循环均值的峰值抑制。奇异值抑制后,通过矩阵重构和数据恢复,最终实现纹理分量的抑制。最后,分析了Hankle矩阵维数对抑制性能的影响,并分别采用仿真数据和实测数据验证了算法的有效性。A method for the suppression of texture component based on singular value decomposition is presented accord- ing to the cyclostationary property of sea clutter and its performance is analyzed. Firstly, the closed form expression for cy- clic mean and cyclic correlation function is derived with the cyclostationary model. Then, Hankle matrix is formed by using sea clutter intensity data, and the main components of the singular values, calculated by singular value decomposition, are the characteristic values corresponding with the harmonic frequencies of the texture component. In the meanwhile, the cyclic mean peaks at the harmonic frequencies of the texture component, so the peaks of the cyclic mean can be suppressed by suppressing the main components of singular values. After the suppression of singular values, texture component can be sup- pressed by matrix restructure and data restore. Finally, the influence of Hankle matrix dimension on the suppression capaci- ty is investigated and the effectiveness of the proposed method is verified with both simulated data and measured sea clutter data.
关 键 词:海杂波 循环平稳特性 Hankle矩阵 奇异值分解
分 类 号:TN953[电子电信—信号与信息处理]
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在链接到云南高校图书馆文献保障联盟下载...
云南高校图书馆联盟文献共享服务平台 版权所有©
您的IP:216.73.216.49