6533b7d5fe1ef96bd1264557

RESEARCH PRODUCT

A Note on the Nonlinear Landweber Iteration

Martin Hanke

subject

Nonlinear systemControl and OptimizationPower iterationSignal ProcessingMathematical analysisNoise levelResidualRegularization (mathematics)AnalysisLandweber iterationMultipleComputer Science ApplicationsMathematics

description

We reconsider the Landweber iteration for nonlinear ill-posed problems. It is known that this method becomes a regularization method in the case when the iteration is terminated as soon as the residual drops below a certain multiple of the noise level in the data. So far, all known estimates of this factor are greater than two. Here we derive a smaller factor that may be arbitrarily close to one depending on the type of nonlinearity of the underlying operator equation.

https://doi.org/10.1080/01630563.2014.884586