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Optimization tools for inverse problems using the nonlinear L-and A-curve

机译:使用非线性L和曲线的逆问题优化工具

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We consider a new idea for solving TSikhonov regularized discretized ill-posed problems. The optimization problem is formulated as a nonlinear least squares problems containing the TIkhonov regularization parameter lambda . IN order to find the size of the regularization parameter and attain good convergence in the optimization method we use the nonlinear L-and a-curve. The nonlinear L-curve is a direct generalization of the linear L-curve and can be used to find a good regularized solution. The a-curve is the Tikhonov function as a function of the regularization parameter and is most usful in monitoring the global convergence of the method.
机译:我们考虑解决Tsikhonov规则定期的令人虐待问题的新想法。优化问题被制定为包含Tikhonov正则化参数Lambda的非线性最小二乘问题。为了找到正则化参数的大小并在优化方法中获得良好的收敛性,我们使用非线性L和A曲线。非线性L曲线是线性L曲线的直接泛化,可用于找到良好的正则化解决方案。 A-Curve是Tikhonov函数作为正则化参数的函数,并且在监控方法的全局融合方面是最为巧合的。

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