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2021 Articolo in rivista open access

Solving nonlinear systems of equations via spectral residual methods: stepsize selection and applications

Meli E. ; Morini B. ; Porcelli M. ; Sgattoni C.

Spectral residual methods are derivative-free and low-cost per iteration procedures for solving nonlinear systems of equations. They are generally coupled with a nonmonotone linesearch strategy and compare well with Newton-based methods for large nonlinear systems and sequences of nonlinear systems. The residual vector is used as the search direction and choosing the steplength has a crucial impact on the performance. In this work we address both theoretically and experimentally the steplength selection and provide results on a real application such as a rolling contact problem.

Nonlinear systems of equations Spectral gradient methods Steplength selection Approximate norm descent methods