An extended convergence framework applied to complementarity systems with degenerate and nonisolated solutions
Research output: Contribution to journal › Research article › Contributed › peer-review
Contributors
Abstract
Borne classes of nonlinear complementarity systems, like optimality conditions for generalized Nash equilibrium problems, typically have nonisolated solutions. A reformulation of those systems as a constrained or unconstrained system of equations is often dorre by means of a nonsmooth complementarity function. Degenerate solutions then lead to points where the reformulated system is nonsmooth. Newton-type methods can have difficulties close to a nonisolated
and degenerate solution. For this case, it is known that the LP-Newton method
or a constrained Levenberg-Marquardt method may show local superlinear convergence provided that the complementarity function is piecewise linear. These
results rely on error bounds for active pieces of the reformulation. We prove
that a related result can be obtained for the Fischer-Burmeister complementar
ity function on the basis of a somewhat different Index Error Bound Condition.
To this end, a new convergence framework is developed that allows significantly
larger steps. Then, by a sophisticated analysis of the constrained LevenbergMarquardt method and a corresponding choice of the regularization parameter,
local superlinear convergence to a solution with an R-order of 4/3 is shown.
and degenerate solution. For this case, it is known that the LP-Newton method
or a constrained Levenberg-Marquardt method may show local superlinear convergence provided that the complementarity function is piecewise linear. These
results rely on error bounds for active pieces of the reformulation. We prove
that a related result can be obtained for the Fischer-Burmeister complementar
ity function on the basis of a somewhat different Index Error Bound Condition.
To this end, a new convergence framework is developed that allows significantly
larger steps. Then, by a sophisticated analysis of the constrained LevenbergMarquardt method and a corresponding choice of the regularization parameter,
local superlinear convergence to a solution with an R-order of 4/3 is shown.
Details
Original language | English |
---|---|
Pages (from-to) | 1039-1054 |
Journal | Pure and applied functional analysis |
Volume | 8 |
Issue number | 4 |
Publication status | Published - 2023 |
Peer-reviewed | Yes |
External IDs
ORCID | /0000-0003-0953-3367/work/145224044 |
---|