KKT reformulation and necessary conditions for optimality in nonsmooth bilevel optimization

Dempe, Stephan and Zemkoho, Alain B. (2014) KKT reformulation and necessary conditions for optimality in nonsmooth bilevel optimization. SIAM Journal on Optimization, 24 (4), 1639-1669. (doi:10.1137/130917715).

Record type: Article

Abstract

For a long time, the bilevel programming problem has essentially been considered as a special case of mathematical programs with equilibrium constraints (MPECs), in particular when the so-called KKT reformulation is in question. Recently though, this widespread believe was shown to be false in general. In this paper, other aspects of the difference between both problems are revealed as we consider the KKT approach for the nonsmooth bilevel program. It turns out that the new inclusion (constraint) which appears as a consequence of the partial subdifferential of the lower-level Lagrangian (PSLLL) places the KKT reformulation of the nonsmooth bilevel program in a new class of mathematical program with both set-valued and complementarity constraints. While highlighting some new features of this problem, we attempt here to establish close links with the standard optimistic bilevel program. Moreover, we discuss possible natural extensions for C-, M-, and S-stationarity concepts. Most of the results rely on a coderivative estimate for the PSLLL that we also provide in this paper.

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