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This paper focuses on optimality conditions for $C^{1,1}$ vector optimization problems with inequality constraints. By employing the limiting second-order subdifferential and the second-order tangent set, we introduce a new type of…

Optimization and Control · Mathematics 2025-03-04 Nguyen Van Tuyen

In the present paper, we are concerned with a class of constrained vector optimization problems, where the objective functions and active constraint functions are locally Lipschitz at the referee point. Some second-order constraint…

Optimization and Control · Mathematics 2019-05-14 Yi-Bin Xiao , Nguyen Van Tuyen , Ching-Feng Wen , Jen-Chih Yao

Some necessary and sufficient optimality conditions for inequality constrained problems with continuously differentiable data were obtained in the papers [I. Ginchev and V.I. Ivanov, Second-order optimality conditions for problems with…

Optimization and Control · Mathematics 2018-05-24 Vsevolod I. Ivanov

In this paper, we study second-order necessary and sufficient optimality conditions of Karush--Kuhn--Tucker-type for locally optimal solutions in the sense of Pareto to a class of multi-objective optimal control problems with mixed…

Optimization and Control · Mathematics 2017-12-29 Bui Trong Kien , Nguyen Van Tuyen , Jen-Chih Yao

Second-order optimality conditions for vector nonlinear programming problems with inequality constraints are studied in this paper. We introduce a new second-order constraint qualification, which includes Mangasarian-Fromovitz constraint…

Optimization and Control · Mathematics 2019-06-11 Vsevolod I. Ivanov

In this paper we obtain second- and first-order optimality conditions of Kuhn-Tucker type and Fritz John one for weak efficiency in the vector problem with inequality constraints. In the necessary conditions we suppose that the objective…

Optimization and Control · Mathematics 2018-05-24 Vsevolod I. Ivanov

This paper characterizes the well-posedness of Karush-Kuhn-Tucker system for perturbed composite optimization. Using the parabolic regularity, we introduce a novel second-order variational function, shown to be the pivotal object governing…

Optimization and Control · Mathematics 2026-02-24 Boris S. Mordukhovich , Peipei Tang , Chengjing Wang

This is a tutorial and survey paper on Karush-Kuhn-Tucker (KKT) conditions, first-order and second-order numerical optimization, and distributed optimization. After a brief review of history of optimization, we start with some preliminaries…

Optimization and Control · Mathematics 2021-10-06 Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

One of the most important optimality conditions to aid to solve a vector optimization problem is the first-order necessary optimality condition that generalizes the Karush-Kuhn-Tucker condition. However, to obtain the sufficient optimality…

In this paper, we propose second-order sufficient optimality conditions for a very general nonconvex constrained optimization problem, which covers many prominent mathematical programs.Unlike the existing results in the literature, our…

Optimization and Control · Mathematics 2022-11-24 Matus Benko , Helmut Gfrerer , Jane Ye , Jin Zhang , Jinchuan Zhou

This paper focuses on second-order necessary optimality conditions for constrained optimization problems on Banach spaces. For problems in the classical setting, where the objective function is $C^2$-smooth, we show that strengthened…

Optimization and Control · Mathematics 2020-07-30 Duong Thi Viet An , Nguyen Dong Yen

Second-order optimality conditions are essential for nonsmooth optimization, where both the objective and constraint functions are Lipschitz continuous and second-order directionally differentiable. This paper provides no-gap second-order…

Optimization and Control · Mathematics 2025-11-05 Xiang Liu , Mengwei Xu , Liwei Zhang

In this paper, we introduce the second-order subdifferentials for functions which are G\^ateaux differentiable on an open set and whose G\^ateaux derivative mapping is locally Lipschitz. Based on properties of this kind of second-order…

Optimization and Control · Mathematics 2019-09-24 Nguyen Quang Huy , Bui Trong Kien , Gue Myung Lee , Nguyen Van Tuyen

In this paper, we introduce a kind of approximate Karush--Kuhn--Tucker condition (AKKT) for a smooth cone-constrained vector optimization problem. We show that, without any constraint qualification, the AKKT condition is a necessary for a…

Optimization and Control · Mathematics 2019-02-21 Nguyen Van Tuyen , Yi-Bin Xiao , Ta Quang Son

We develop refined Karush-Kuhn-Tucker (KKT) and Fritz-John (FJ)-type optimality conditions for nonsmooth, nonconvex mathematical pro\-gra\-mming problems. We pay special attention in the case that the functional constraint belongs to a…

Optimization and Control · Mathematics 2026-04-15 Felipe Lara , Alberto Ramos

Optimality conditions are central to analysis of optimization problems, characterizing necessary criteria for local minima. Formalizing the optimality conditions within the type-theory-based proof assistant Lean4 provides a precise, robust,…

Optimization and Control · Mathematics 2025-03-25 Chenyi Li , Shengyang Xu , Chumin Sun , Li Zhou , Zaiwen Wen

In the recent paper of Giorgi, Jim\'enez and Novo (J Optim Theory Appl 171:70--89, 2016), the authors introduced the so-called approximate Karush-Kuhn-Tucker (AKKT) condition for smooth multiobjective optimization problems and obtained some…

Optimization and Control · Mathematics 2018-04-16 Nguyen Van Tuyen , Jen-Chih Yao , Ching-Feng Wen

We extend in two ways the standard Karush-Kuhn-Tucker optimality conditions to problems with a convex objective, convex functional constraints, and the extra requirement that some of the variables must be integral. While the standard…

Optimization and Control · Mathematics 2014-12-09 Michel Baes , Timm Oertel , Robert Weismantel

This paper is devoted to study of optimality conditions at infinity in nonsmooth minimax programming problems and applications. By means of the limiting subdifferential and normal cone at infinity, we dirive necessary and sufficient…

Optimization and Control · Mathematics 2024-05-17 Nguyen Van Tuyen , Kwan Deok Bae , Do Sang Kim

In this paper, we present some second-order sufficient conditions in terms of the Demyanov-Pevnyi's second-order directional derivatives for efficiency of $C^1$ vector optimization problems with constraints. Our results improve and…

Optimization and Control · Mathematics 2018-08-08 Nguyen Van Tuyen , Jen-Chih Yao , Ching-Feng Wen , Yi-Bin Xiao
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