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-  2018 

A family of global convergent inexact secant methods for nonconvex constrained optimization

DOI: 10.1177/1748301818762497

Keywords: Constrained optimization,secant methods,nonconvex optimization,inexact method,global convergence

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Abstract:

We present a family of new inexact secant methods in association with Armijo line search technique for solving nonconvex constrained optimization. Different from the existing inexact secant methods, the algorithms proposed in this paper need not compute exact directions. By adopting the nonsmooth exact penalty function as the merit function, the global convergence of the proposed algorithms is established under some reasonable conditions. Some numerical results indicate that the proposed algorithms are both feasible and effective

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