Retrieval of the aerosol particle size distribution function by incorporating a priori information
文献类型:期刊论文
作者 | Wang, Yanfei; Fan, Shufang; Feng, Xue |
刊名 | JOURNAL OF AEROSOL SCIENCE
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出版日期 | 2007-08-01 |
卷号 | 38期号:8页码:885-901 |
关键词 | aerosol particle size distribution inversion regularization a priori l(1) and l(2) norm damped Gauss-Newton iteration |
ISSN号 | 0021-8502 |
DOI | 10.1016/j.jaerosci.2007.06.005 |
文献子类 | Article |
英文摘要 | The determination of the aerosol particle size distribution function using the particle spectrum extinction equation is an ill-posed integral equation of the first kind. To overcome the ill-posedness, regularization techniques such as Phillips-Twomey's regularization, Tikhonov's smooth regularization as well as some iterative methods were developed. However, most of the literature focuses on improving the solvability of the problem without introducing some useful a priori information, which are essential to ill-posed inverse problems, since it is known that, we are often faced with limited/insufficient observations in remote sensing. Therefore, we restudy this problem. We first formulate the problem in 11 space and solve a nonnegative constrained problem to obtain a useful a priori solution, then we use this solution to reformulate the problem in 12 space and solve a regularized problem. Numerical results are based on the remotely sensed data by Sun-photometer CE 318 for Poyang lake region of Jiangxi Province and are performed to show the efficiency and feasibility of the proposed algorithms. (c) 2007 Elsevier Ltd. All rights reserved. |
WOS关键词 | SPECTRAL ATTENUATION ; INTEGRAL EQUATIONS ; NUMERICAL SOLUTION ; LIGHT-SCATTERING ; FIRST KIND ; INVERSION ; ALGORITHM ; MOMENTS ; LIDAR |
WOS研究方向 | Engineering ; Environmental Sciences & Ecology ; Meteorology & Atmospheric Sciences |
语种 | 英语 |
WOS记录号 | WOS:000249745300007 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
源URL | [http://ir.iggcas.ac.cn/handle/132A11/67864] ![]() |
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, Beijing 100101, Peoples R China 4.Liaocheng Unic, Dept Math, Shandong 252059, Peoples R China 5.Beijing Normal Univ, Sch Geog, Beijing 100875, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Yanfei,Fan, Shufang,Feng, Xue. Retrieval of the aerosol particle size distribution function by incorporating a priori information[J]. JOURNAL OF AEROSOL SCIENCE,2007,38(8):885-901. |
APA | Wang, Yanfei,Fan, Shufang,&Feng, Xue.(2007).Retrieval of the aerosol particle size distribution function by incorporating a priori information.JOURNAL OF AEROSOL SCIENCE,38(8),885-901. |
MLA | Wang, Yanfei,et al."Retrieval of the aerosol particle size distribution function by incorporating a priori information".JOURNAL OF AEROSOL SCIENCE 38.8(2007):885-901. |
入库方式: OAI收割
来源:地质与地球物理研究所
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