CGLS算法在综合孔径微波辐射计中的应用
Application of Conjugate Gradient Least Squares Algorithm in Synthetic Aperture Microwave Radiometer
查看参考文献13篇
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文摘
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高效的反演成像算法是综合孔径微波辐射计的关键技术之一。由于综合孔径微波辐射计反演成像在数学上是病态的反问题,所以需要进行正则化处理以克服其病态特性而获得稳定的解。与直接正则化方法相比,共轭梯度最小二乘(Conjugate Gradients Least Squares,CGLS)迭代法具有无须明确正则化参数、无须对传递矩阵求逆等优点。提出将共轭梯度最小二乘法应用于综合孔径辐射计成像中,并基于全极化干涉式微波辐射计(Full Polarization Interferometric Radiometer,FPIR)系统,比较了其与经典的最小范数正则化的性能。仿真结果表明:与最小范数正则化相比,CGLS正则化算法能有效降低FPIR系统图像反演误差,以获取高精确度的观测场景的亮温分布满足 FPIR系统探测海面风场、海表面盐度和土壤湿度等应用需求。 |
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其他语种文摘
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Efficient imaging algorithm is one of the key technologies of synthetic aperture microwave radiometer. Since the inverse problem of synthetic aperture microwave radiometer is mathematically ill-posed,it needs to be regularized to overcome its ill-conditioned properties and provide a unique and stable solution. Compared with the direct regularization method, the Conjugate Gradient Least Squares (CGLS) iterative algorithm has several advantages on solving inverse problem: both the explicit regularization parameter and inversion of the transfer matrix are not required. It is proposed that the CGLS algorithm is applied to the imaging of synthetic aperture radiometer,and its performance is compared with the classical minimum norm regularization based on the Full Polarization Interferometric Radiometer (FPIR) system. The simulation results show that the CGLS regularization algorithm can effectively reduce the reconstruction error in the FPIR system,compared with minimum norm regularization. The CGLS regularization algorithm can obtain more accurately the brightness temperature distribution of the scene under observation in order to meet application requirement of detecting wind field of the ocean surface, sea surface salinity,soil moisture and so on. |
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来源
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微波学报
,2017,33(4):90-93,96 【核心库】
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DOI
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10.14183/j.cnki.1005-6122.201704020
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关键词
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综合孔径辐射计
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正则化
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共轭梯度最小二乘法
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全极化干涉式微波辐射计
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地址
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1.
浙江理工大学信息学院, 杭州, 310018
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中国科学院国家空间科学中心, 中国科学院微波遥感技术重点实验室, 北京, 100190
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语种
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中文 |
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文献类型
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研究性论文 |
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ISSN
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1005-6122 |
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学科
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自动化技术、计算机技术 |
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基金
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国家863计划
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浙江省自然科学基金
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浙江理工大学项目
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文献收藏号
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CSCD:6056824
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