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Effect of regularization parameters on geophysical reconstruction

Effect of regularization parameters on geophysical reconstruction
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摘要 In this paper we discuss the edge-preserving regularization method in the reconstruction of physical parameters from geophysical data such as seismic and ground-penetrating radar data. In the regularization method a potential function of model parameters and its corresponding functions are introduced. This method is stable and able to preserve boundaries, and protect resolution. The effect of regularization depends to a great extent on the suitable choice of regularization parameters. The influence of the edge-preserving parameters on the reconstruction results is investigated and the relationship between the regularization parameters and the error of data is described. In this paper we discuss the edge-preserving regularization method in the reconstruction of physical parameters from geophysical data such as seismic and ground-penetrating radar data. In the regularization method a potential function of model parameters and its corresponding functions are introduced. This method is stable and able to preserve boundaries, and protect resolution. The effect of regularization depends to a great extent on the suitable choice of regularization parameters. The influence of the edge-preserving parameters on the reconstruction results is investigated and the relationship between the regularization parameters and the error of data is described.
出处 《Petroleum Science》 SCIE CAS CSCD 2009年第2期119-126,共8页 石油科学(英文版)
基金 supported in part by the National Natural Science Foundation of China under Grant-in-Aid 40574053 the Program for New Century Excellent Talents in University of China (NCET-06-0602) the National 973 Key Basic Research Development Program (No.2007CB209601)
关键词 Geophysical data INVERSION error of data REGULARIZATION regularization parameters Geophysical data, inversion, error of data, regularization, regularization parameters
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