Table of Contents
Fetching ...

Aubin Property and Strong Regularity Are Equivalent for Nonlinear Second-Order Cone Programming

Liang Chen, Ruoning Chen, Defeng Sun, Junyuan Zhu

TL;DR

The paper resolves the open problem of whether the Aubin property of the perturbed KKT solution map ${{\mathbb S}}_{\rm KKT}$ and the strong regularity of the KKT system are equivalent for nonlinear SOCP at a locally optimal solution, without assuming convexity or strict complementarity. It introduces a reduction based on the Mordukhovich criterion and a cone-alternative lemma to replace the S-lemma, and proves that Aubin property is equivalent to strong regularity for the corresponding generalized equation, ultimately deriving the strong second-order sufficient condition. The authors provide a detailed coderivative analysis of second-order cones, construct a dimension-reduction framework via a sequence of matrices ($\Theta$, $H$, $R_i$, $T_i$), and show that the resulting SSOSC holds under the Aubin property, establishing a robust equivalence with broad implications. As a byproduct, the work extends the Dontchev–Rockafellar result from conventional nonlinear programming to nonlinear SOCP with $C^2$-cone reducible constraints and discusses consequences such as nondegeneracy, full stability, and nonsingularity of Clarke-type Jacobians. These results advance our understanding of variational properties in nonpolyhedral conic programming and suggest potential extensions to more general conic settings.

Abstract

This paper solves a fundamental open problem in variational analysis on the equivalence between the Aubin property and the strong regularity for nonlinear second-order cone programming (SOCP) at a locally optimal solution. We achieve this by introducing a reduction approach to the Aubin property characterized by the Mordukhovich criterion and a lemma of alternative choices on cones to replace the S-lemma used in Outrata and Ramírez [SIAM J. Optim. 21 (2011) 789-823] and Opazo, Outrata, and Ramírez [SIAM J. Optim. 27 (2017) 2141-2151], where the same SOCP was considered under the strict complementarity condition except for possibly only one block of constraints. As a byproduct, we also offer a new approach to the well-known result of Dontchev and Rockafellar [SIAM J. Optim. 6 (1996) 1087-1105] on the equivalence of the two concepts in conventional nonlinear programming.

Aubin Property and Strong Regularity Are Equivalent for Nonlinear Second-Order Cone Programming

TL;DR

The paper resolves the open problem of whether the Aubin property of the perturbed KKT solution map and the strong regularity of the KKT system are equivalent for nonlinear SOCP at a locally optimal solution, without assuming convexity or strict complementarity. It introduces a reduction based on the Mordukhovich criterion and a cone-alternative lemma to replace the S-lemma, and proves that Aubin property is equivalent to strong regularity for the corresponding generalized equation, ultimately deriving the strong second-order sufficient condition. The authors provide a detailed coderivative analysis of second-order cones, construct a dimension-reduction framework via a sequence of matrices (, , , ), and show that the resulting SSOSC holds under the Aubin property, establishing a robust equivalence with broad implications. As a byproduct, the work extends the Dontchev–Rockafellar result from conventional nonlinear programming to nonlinear SOCP with -cone reducible constraints and discusses consequences such as nondegeneracy, full stability, and nonsingularity of Clarke-type Jacobians. These results advance our understanding of variational properties in nonpolyhedral conic programming and suggest potential extensions to more general conic settings.

Abstract

This paper solves a fundamental open problem in variational analysis on the equivalence between the Aubin property and the strong regularity for nonlinear second-order cone programming (SOCP) at a locally optimal solution. We achieve this by introducing a reduction approach to the Aubin property characterized by the Mordukhovich criterion and a lemma of alternative choices on cones to replace the S-lemma used in Outrata and Ramírez [SIAM J. Optim. 21 (2011) 789-823] and Opazo, Outrata, and Ramírez [SIAM J. Optim. 27 (2017) 2141-2151], where the same SOCP was considered under the strict complementarity condition except for possibly only one block of constraints. As a byproduct, we also offer a new approach to the well-known result of Dontchev and Rockafellar [SIAM J. Optim. 6 (1996) 1087-1105] on the equivalence of the two concepts in conventional nonlinear programming.
Paper Structure (8 sections, 16 theorems, 121 equations)

This paper contains 8 sections, 16 theorems, 121 equations.

Key Result

Lemma 2.1

\newlabellemtech0 Let ${\mathcal{M}}:{\mathcal{E}}\to{\mathcal{E}}$ be a self-adjoint linear operator and $Q \subseteq{\mathcal{E}}$ be a closed convex cone with ${\sf int} Q \neq\emptyset$. Assume that $\langle {\pmb u}, {\mathcal{M}} {\pmb u}\rangle > 0$ for all ${\pmb u}\in {\sf bdry} Q\setmin

Theorems & Definitions (29)

  • Lemma 2.1
  • Proof 1
  • Lemma 2.2
  • Lemma 2.3
  • Lemma 2.4
  • Lemma 2.5
  • Lemma 3.1
  • Lemma 3.2
  • Proof 2
  • Definition 4.1
  • ...and 19 more