An implicit Landweber method for nonlinear ill-posed operator equations

Abstract

In this paper, we are interested in the solution of nonlinear inverse problems of the form F ( x ) = y . We propose an implicit Landweber method, which is similar to the third-order midpoint Newton method in form, and consider the convergence behavior of the implicit Landweber method. Using the discrepancy principle as a stopping criterion, we obtain a regularization method for ill-posed problems. We conclude with numerical examples confirming the theoretical results, including comparisons with the classical Landweber iteration and presented modified Landweber methods.