Investigation of the Tikhonov Regularization Method in Regional Gravity Field Modeling by Poisson Wavelets Radial Basis Functions

被引:0
|
作者
Yihao Wu [1 ]
Bo Zhong [2 ,3 ]
Zhicai Luo [1 ]
机构
[1] MOE Key Laboratory of Fundamental Physical Quantities Measurement,School of Physics,Huazhong University of Science and Technology
[2] School of Geodesy and Geomatics,Wuhan University
[3] Key Laboratory of Geospace Environment and Geodesy,Ministry of Education,Wuhan University
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
regional gravity field modeling; Poisson wavelets radial basis functions; Tikhonov regularization method; L-curve; variance component estimation(VCE);
D O I
暂无
中图分类号
P631.1 [重力勘探];
学科分类号
0818 ; 081801 ; 081802 ;
摘要
The application of Tikhonov regularization method dealing with the ill-conditioned problems in the regional gravity field modeling by Poisson wavelets is studied. In particular, the choices of the regularization matrices as well as the approaches for estimating the regularization parameters are investigated in details. The numerical results show that the regularized solutions derived from the first-order regularization are better than the ones obtained from zero-order regularization. For cross validation, the optimal regularization parameters are estimated from L-curve, variance component estimation(VCE) and minimum standard deviation(MSTD) approach, respectively, and the results show that the derived regularization parameters from different methods are consistent with each other. Together with the firstorder Tikhonov regularization and VCE method, the optimal network of Poisson wavelets is derived, based on which the local gravimetric geoid is computed. The accuracy of the corresponding gravimetric geoid reaches 1.1 cm in Netherlands, which validates the reliability of using Tikhonov regularization method in tackling the ill-conditioned problem for regional gravity field modeling.
引用
收藏
页码:1349 / 1358
页数:10
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