Approximate Newton Methodsfor Nonsmooth Equations 1
نویسندگان
چکیده
We develop general approximate Newton methods for solving Lips-chitz continuous equations by replacing the iteration matrix with a consistently approximated Jacobian thereby reducing the computation in the generalized Newton method. Locally superlinear convergence results are presented under moderate assumptions. To construct a consistently approximated Jacobian, we introduce two main methods: the classic diierence approximation method and the-generalized Jacobian method. The former can be applied to problems with speciic structures while the latter is expected to work well for general problems. Numerical tests show the two methods are eecient. Finally, a norm-reducing technique for the global convergence of the generalized Newton method is brieey discussed. 1 The authors are grateful to the referee and D. Q. Mayne for their insightful comments and constructive suggestions. Thanks go to L. Qi and M. Kojima for providing some helpful references and S. Leyyer for many helpful discussions.
منابع مشابه
A uniform approximation method to solve absolute value equation
In this paper, we propose a parametric uniform approximation method to solve NP-hard absolute value equations. For this, we uniformly approximate absolute value in such a way that the nonsmooth absolute value equation can be formulated as a smooth nonlinear equation. By solving the parametric smooth nonlinear equation using Newton method, for a decreasing sequence of parameters, we can get the ...
متن کاملSmoothing-Nonsmooth Reformulations of Variational Inequality Problems
It has long been known that variational inequality problems can be reformulated as nonsmooth equations. Recently, locally high-order convergent nonsmooth Newton methods for nonsmooth equations have been well established via the concept of semismoothness. In this paper, we focus our discussions on a way of globalizing nonsmooth Newton methods based on a smoothing-nonsmooth reformulation of nonsm...
متن کاملApproximate Newton Methods for Nonsmooth Equations
We develop general approximate Newton methods for solving Lipschitz continuous equations by replacing the iteration matrix with a consistently approximated Jacobian, thereby reducing the computation in the generalized Newton method. Locally superlinear convergence results are presented under moderate assumptions. To construct a consistently approximated Jacobian, we introduce two main methods: ...
متن کاملPseudo-Transient Continuation for Nonsmooth Nonlinear Equations
Pseudo-transient continuation is a Newton-like iterative method for computing steady-state solutions of differential equations in cases where the initial data is far from a steady state. The iteration mimics a temporal integration scheme, with the time step being increased as steady state is approached. The iteration is an inexact Newton iteration in the terminal phase. In this paper we show ho...
متن کاملA parameterized Newton method and a quasi-Newton method for nonsmooth equations
This paper presents a parameterized Newton method using generalized Jacobians and a Broyden-like method for solving nonsmooth equations. The former ensures that the method is well-deened even when the generalized Jacobian is singular. The latter is constructed by using an approximation function which can be formed for nonsmooth equations arising from partial diierential equations and nonlinear ...
متن کامل