Regularized kernel-based BRDF model inversion method for ill-posed land surface parameter retrieval
Wang, Yanfei; Li, Xiaowen; Nashed, Zuhair; Zhao, Feng; Yang, Hua; Guan, Yanning; Zhang, Hao
刊名REMOTE SENSING OF ENVIRONMENT
2007-11-15
卷号111期号:1页码:36-50
关键词kernel-based BRDF model ill-posed problems inversion regularization numerically truncated SVD
ISSN号0034-4257
DOI10.1016/j.rse.2007.03.007
文献子类Article
英文摘要In this paper, we consider the direct solution of the kernel-based bidirectional reflectance distribution function (BRDF) models for the retrieval of land surface albedos. This is an ill-posed problem due to nonuniqueness of the solution and the instability induced by error/noise and small singular values of the linearized system or the linear BRDF model. A robust inversion algorithm is critical for the BRDF/albedo retrieval from the limited number of satellite observations. We propose a promising algorithm for resolving this kind of ill-posed problem encountered in BRDF model inversion using remote sensing data.
WOS关键词A-PRIORI KNOWLEDGE ; BIDIRECTIONAL REFLECTANCE ; OUTER INVERSES ; FOREST CANOPY ; DISTRIBUTIONS ; CONVERGENCE
WOS研究方向Environmental Sciences & Ecology ; Remote Sensing ; Imaging Science & Photographic Technology
语种英语
出版者ELSEVIER SCIENCE INC
WOS记录号WOS:000250243500004
内容类型期刊论文
源URL[http://ir.iggcas.ac.cn/handle/132A11/68342]  
专题中国科学院地质与地球物理研究所
通讯作者Wang, Yanfei
作者单位1.Chinese Acad Sci, Inst Geol & Geophys, Beijing 100029, Peoples R China
2.Chinese Acad Sci, Inst Remote Sensing Applicat, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
3.Beijing Normal Univ, Res Ctr Remotr Sensing & GIS, Beijing 100875, Peoples R China
4.Univ Cent Florida, Dept Math, Orlando, FL 32816 USA
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Wang, Yanfei,Li, Xiaowen,Nashed, Zuhair,et al. Regularized kernel-based BRDF model inversion method for ill-posed land surface parameter retrieval[J]. REMOTE SENSING OF ENVIRONMENT,2007,111(1):36-50.
APA Wang, Yanfei.,Li, Xiaowen.,Nashed, Zuhair.,Zhao, Feng.,Yang, Hua.,...&Zhang, Hao.(2007).Regularized kernel-based BRDF model inversion method for ill-posed land surface parameter retrieval.REMOTE SENSING OF ENVIRONMENT,111(1),36-50.
MLA Wang, Yanfei,et al."Regularized kernel-based BRDF model inversion method for ill-posed land surface parameter retrieval".REMOTE SENSING OF ENVIRONMENT 111.1(2007):36-50.
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