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REGULARIZATION PARAMETER SELECTION IN DISCRETE ILL-POSED PROBLEMS - THE USE OF THE U-CURVE

机译:离散不适定问题中的调整参数选择-U曲线的使用

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To obtain smooth solutions to ill-posed problems, the standard Tikhonov regularization method is most often used. For the practical choice of the regularization parameter α we can then employ the well-known L-curve criterion, based on the L-curve which is a plot of the norm of the regularized solution versus the norm of the corresponding residual for all valid regularization parameters. This paper proposes a new criterion for choosing the regularization parameter α, based on the so-called U-curve. A comparison of the two methods made on numerical examples is additionally included.
机译:为了获得不适定问题的平滑解决方案,最常用的是标准的Tikhonov正则化方法。为了实际选择正则化参数α,我们可以基于L曲线采用众所周知的L曲线准则,该曲线是所有有效正则化的正则化解范数与相应残差范数的曲线图参数。本文基于所谓的U曲线提出了一种选择正则化参数α的新准则。此外,还包括在数值示例上对这两种方法的比较。

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