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We study the equivalence of several well-known sufficient optimality conditions for a general quadratically constrained quadratic program (QCQP). The conditions are classified in two categories. The first one is for determining an optimal…

最优化与控制 · 数学 2023-03-14 Sunyoung Kim , Masakazu Kojima

In this paper we study an optimal control problem with nonsmooth mixed state and control constraints. In most of the existing results, the necessary optimality condition for optimal control problems with mixed state and control constraints…

最优化与控制 · 数学 2015-12-04 An Li , Jane Ye

This paper is devoted to the study of second order optimality conditions for strong local minimizers in the frameworks of unconstrained and constrained optimization problems in finite dimensions via subgradient graphical derivative. We…

最优化与控制 · 数学 2019-03-15 Nguyen Huy Chieu , Le Van Hien , Tran T. A. Nghia , Ha Anh Tuan

Higher order necessary conditions for a minimizer of an optimal control problem are generally obtained for systems whose dynamics is at least continuously differentiable in the state variable. Here, by making use of the notion of set-valued…

最优化与控制 · 数学 2025-03-07 Francesca Angrisani , Franco Rampazzo

In this paper we study constraint qualifications and optimality conditions for bilevel programming problems. We strive to derive checkable constraint qualifications in terms of problem data and applicable optimality conditions. For the…

最优化与控制 · 数学 2019-10-10 Jane J. Ye

Fourier-Motzkin elimination is a projection algorithm for solving finite linear programs. We extend Fourier-Motzkin elimination to semi-infinite linear programs which are linear programs with finitely many variables and infinitely many…

最优化与控制 · 数学 2014-04-30 Amitabh Basu , Kipp Martin , Chris Ryan

In this paper, a robust sequential quadratic programming method for constrained optimization is generalized to problem with an {expectation} objective function {and} deterministic equality and inequality constraints. A stochastic line…

最优化与控制 · 数学 2024-10-07 Songqiang Qiu , Vyacheslav Kungurtsev

In this paper, we develop a unified framework able to certify both exponential and subexponential convergence rates for a wide range of iterative first-order optimization algorithms. To this end, we construct a family of parameter-dependent…

最优化与控制 · 数学 2018-02-26 Mahyar Fazlyab , Alejandro Ribeiro , Manfred Morari , Victor M. Preciado

Strong variational sufficiency is a newly proposed property, which turns out to be of great use in the convergence analysis of multiplier methods. However, what this property implies for non-polyhedral problems remains a puzzle. In this…

最优化与控制 · 数学 2024-02-20 Shiwei Wang , Chao Ding , Yangjing Zhang , Xinyuan Zhao

We provide a generalization of first-order necessary conditions of optimality for infinite-dimensional optimization problems with a finite number of inequality constraints and with a finite number of inequality and equality constraints. Our…

最优化与控制 · 数学 2020-01-22 Hasan Yilmaz

In this paper we consider a nonconvex optimization problem with nonlinear equality constraints. We assume that both, the objective function and the functional constraints, are locally smooth. For solving this problem, we propose a…

最优化与控制 · 数学 2024-12-02 Lahcen El Bourkhissi , Ion Necoara

Composite minimization involves a collection of functions which are aggregated in a nonsmooth manner. It covers, as a particular case, smooth approximation of minimax games, minimization of max-type functions, and simple composite…

最优化与控制 · 数学 2025-03-04 Yassine Nabou , Ion Necoara

We consider an optimization problem subject to an abstract constraint and finitely many nonlinear constraints. Using the recently introduced concept of $n$-polyhedricity, we are able to provide second-order optimality conditions under weak…

最优化与控制 · 数学 2019-02-22 Gerd Wachsmuth

In this paper, we consider optimization problems over closed embedded submanifolds of $\mathbb{R}^n$, which are defined by the constraints $c(x) = 0$. We propose a class of constraint dissolving approaches for these Riemannian optimization…

最优化与控制 · 数学 2022-10-18 Nachuan Xiao , Xin Liu , Kim-Chuan Toh

Approximate stationarity conditions provide necessary optimality conditions without requiring additional assumptions by demanding that a perturbed stationarity system possesses solutions as the involved perturbations tend to zero. Together…

最优化与控制 · 数学 2026-05-11 Isabella Käming , Patrick Mehlitz

Configurable Markov Decision Processes (Conf-MDPs) have recently been introduced as an extension of the traditional Markov Decision Processes (MDPs) to model the real-world scenarios in which there is the possibility to intervene in the…

机器学习 · 计算机科学 2024-02-22 Alberto Maria Metelli

We introduce a deep learning-based framework for weakly enforcing boundary conditions in the numerical approximation of partial differential equations. Building on existing physics-informed neural network and deep Ritz methods, we propose…

数值分析 · 数学 2024-11-15 Charalambos G. Makridakis , Aaron Pim , Tristan Pryer

We consider weak optimal problems (possibly entropically penalized) incorporating both soft and hard (including the case of the martingale condition) moment constraints. Even in the special case of the martingale optimal transport problem,…

最优化与控制 · 数学 2026-01-07 Guillaume Carlier , Hugo Malamut , Maxime Sylvestre

In this paper, the mathematical programs with vanishing constraints or MPVC are considered. We prove that an MPVC-tailored penalty function, introduced in [5], is still exact under a very weak and new constraint qualification. Most…

最优化与控制 · 数学 2018-06-11 Triloki Nath , Abeka Khare

In this paper, we give an overview on optimality conditions and exact penalization for the mathematical program with switching constraints (MPSC). MPSC is a new class of optimization problems which has some important applications. It is…

最优化与控制 · 数学 2021-03-23 Yan-Chao Liang , Jane J. Ye