Comparison of methods for a 3-D density inversion from airborne gravity gradiometry | |
Ye, Zhourun1,2; Tenzer, Robert3; Sneeuw, Nico4 | |
刊名 | STUDIA GEOPHYSICA ET GEODAETICA
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2018 | |
卷号 | 62期号:1页码:1-16 |
关键词 | density structure airborne gravity gradiometry Tikhonov's regularization wavelet compression |
ISSN号 | 0039-3169 |
DOI | 10.1007/s11200-016-0492-6 |
英文摘要 | In this study, we apply Tikhonov's regularization algorithm for a 3-D density inversion from the gravity-gradiometry data. To reduce the non-uniqueness of the inverse solution (carried out without additional information from geological evidence), we implement the depth-weighting empirical function. However, the application of an empirical function in the inversion equation brings the bias problem of the regularization factor when a traditional Tikhonov's algorithm is applied. To solve the bias problem of regularization factor selection, we present a standardized solution that comprises two parts for solving a 3-D constrained inversion equation, specifically the linear matrix transformation and Tikhonov's regularization algorithm. Since traditional regularization techniques become numerically inefficient when dealing with large number of data, we further apply methods which include the Simultaneous Iterative Reconstruction Technique (SIRT) and the wavelet compression combined with Least Squares QR-decomposition (LSQR). In our simulation study, we demonstrate that SIRT as well as the wavelet compression plus LSQR algorithm improve the computation efficiency, while provide results which closely agree with that obtained from applying Tikhonov's regularization. In particular, the algorithm of wavelet compression plus LSQR shows the best computing efficiency, because it combines the advantages of coefficients compression of big matrix and fast solution of sparse matrix. Similar findings are confirmed from the vertical gravity gradient data inversion for detecting potential deposits at the Kauring (near Perth, Western Australia) testing site. |
资助项目 | China Scholarship Council (CSC) |
WOS研究方向 | Geochemistry & Geophysics |
语种 | 英语 |
出版者 | SPRINGER |
WOS记录号 | WOS:000424035200001 |
内容类型 | 期刊论文 |
源URL | [http://202.127.146.157/handle/2RYDP1HH/4546] ![]() |
专题 | 中国科学院武汉植物园 |
通讯作者 | Tenzer, Robert |
作者单位 | 1.Hefei Univ Technol, Inst Geomat Engn, Sch Civil Engn, Hefei Shi, Anhui Sheng, Peoples R China 2.Chinese Acad Sci, Inst Geodesy & Geophys, Wuhan, Hubei, Peoples R China 3.Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, 181 Chatham Rd South, Kowloon, Hong Kong, Peoples R China 4.Univ Stuttgart, Inst Geodesy, Geschwister Scholl Str 24-D, Stuttgart, Germany |
推荐引用方式 GB/T 7714 | Ye, Zhourun,Tenzer, Robert,Sneeuw, Nico. Comparison of methods for a 3-D density inversion from airborne gravity gradiometry[J]. STUDIA GEOPHYSICA ET GEODAETICA,2018,62(1):1-16. |
APA | Ye, Zhourun,Tenzer, Robert,&Sneeuw, Nico.(2018).Comparison of methods for a 3-D density inversion from airborne gravity gradiometry.STUDIA GEOPHYSICA ET GEODAETICA,62(1),1-16. |
MLA | Ye, Zhourun,et al."Comparison of methods for a 3-D density inversion from airborne gravity gradiometry".STUDIA GEOPHYSICA ET GEODAETICA 62.1(2018):1-16. |
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