A simple algorithm to find the L-curve corner in the regularisation of ill-posed inverse problems

Alessandro Cultrera, L. Callegaro
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引用次数: 33

Abstract

We propose a simple algorithm to locate the ‘corner’ of an L-curve, a function often used to select the regularisation parameter for the solution of ill-posed inverse problems. The algorithm involves the Menger curvature of a circumcircle and the golden section search method. It efficiently finds the regularisation parameter value corresponding to the maximum positive curvature region of the L-curve. The algorithm is applied to some commonly available test problems and compared to the typical way of locating the l-curve corner by means of its analytical curvature. The application of the algorithm to the data processing of an electrical resistance tomography experiment on thin conductive films is also reported.
不适定逆问题正则化中l曲线拐角的一个简单算法
我们提出了一种简单的算法来定位l曲线的“角”,这是一个经常用于选择病态逆问题求解的正则化参数的函数。该算法涉及到圆的门格尔曲率和黄金分割搜索法。它能有效地求出l曲线最大正曲率区域对应的正则化参数值。将该算法应用于一些常见的测试问题,并与利用解析曲率定位l曲线拐角的典型方法进行了比较。本文还报道了该算法在导电薄膜电阻层析成像实验数据处理中的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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