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Han's method without solving QP

Authors: P. Spellucci;

Han's method without solving QP

Abstract

Using an appropriate active set strategy Han's method for solving a general differentiable nonlinear programming problem can be modified such that only equality constrained quadratic subproblems (i.e. linear equations) have to be solved in order to find a descent direction of the Zangwill-Pietrzykowski penalty function of the problem. The present paper gives a complete description of a correponding algorithm along with proofs of convergence and rate of convergence results. A crucial assumption concerns the linear independence of the gradients of active constraints which makes return to the feasible set possible whenever desirable. Under this assumption every cluster point of the sequence generated is a Kuhn-Tucker point. If the sequence comes near to a Kuhn-Tucker point where second order sufficiency holds with strict complementary slackness, convergence is Q-superlinear in the primal and the dual variables, if one uses consistent approximations of the Hessian of the Lagrangian. If second order derivatives are used, convergence is second order of course.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
4
Average
Top 10%
Average
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