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地球物理抗差估计和广义逆方法
引用本文:李平, 许厚泽. 地球物理抗差估计和广义逆方法[J]. 地球物理学报, 2000, 43(02): 233-240,
作者姓名:李平  许厚泽
作者单位:中国科学院测量与地球物理研究所,武汉430077 辽宁省地震局,沈阳110031
摘    要:
为进行观测数据误差较大的地球物理资料的反演,引人抗差估计,称作地球物理抗差估计;为使病态方程组的反演解更可靠,又结合广义逆方法进行了算法改进.首先介绍抗差最小二乘(RLS)的基本原理,然后推寻出适于广义逆反演方法的改进算式,最后举例加以讨论.分析表明,抗差估计可以有效地抑制地球物理观测异常的影响,得出正常模式下的较好估计值;而用改进后的算式和广义逆反演可以使反演解更加改善,不仅如此,改进后的方法还能直接给出解估计的可靠性评价.

关 键 词:地球物理资料   抗差最小二乘   广义逆反演   分辨分析
收稿时间:1998-11-30
修稿时间:1999-09-14

ROBUST ESTIMATION PLUS PSEUDO-INVERSE METHOD IN GEOPHYSICAL INVERSION
LI PING, XU HOU-TZE. ROBUST ESTIMATION PLUS PSEUDO-INVERSE METHOD IN GEOPHYSICAL INVERSION[J]. Chinese Journal of Geophysics (in Chinese), 2000, 43(02): 233-240,
Authors:LI PING  XU HOU-TZE
Affiliation:Institute of Geodesy and Geophysics,CAS, Wuhan 430077, China Seismological Bureau of Liaoning Provinec,Shenyang 110031, China
Abstract:
In order to invert geophysical data with large outliner to obtain a good solution. Which is called Geophysical Robust Estimation. If a linear equation system is ill conditioned, the inversion solution is not reliable. Therefore, the algorithm is improved by means of incorporating pseudo-inverse method into geophysical robust estimation. In this paper, firstly the basic principle of least square method with robust estimation (RLS) is demonstrated in detail. And then an improved algorithm for pseudo-inverse method is derived. Finally, tWo examples are shown and the method proves to be effective through the illustration of them. The results indicate that robust estimation is able to reduce the effects of large observational errors on geophysical data to obtain a good solution of a normal model. And the improved method by combining pseudo-inverse method with robust estimation not only upgrades the precision of the inversion solution, but also can be used directly to assess the reliability of the inversion solution.
Keywords:Geophysical data  Least square method with robust estimation  Pseudo- inverse method  Resolution analysis
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