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The usual approach to developing and analyzing first-order methods for smooth convex optimization assumes that the gradient of the objective function is uniformly smooth with some Lipschitz constant $L$. However, in many settings the…

最优化与控制 · 数学 2017-10-11 Haihao Lu , Robert M. Freund , Yurii Nesterov

The multiscale complexity of modern problems in computational science and engineering can prohibit the use of traditional numerical methods in multi-dimensional simulations. Therefore, novel algorithms are required in these situations to…

数值分析 · 数学 2021-06-15 Cale Harnish , Luke Dalessandro , Karel Matous , Daniel Livescu

In this paper, we study a class of bilevel optimization program (BP), where the feasible set of the lower level program is independent of the upper level variable. For bilevel programs it is known that the first order approach requires the…

最优化与控制 · 数学 2026-02-27 Kuang Bai , Wei Yao , Jane J. Ye , Jin Zhang

In this work we provide an Aleksandrov-Bakelman-Pucci type estimate for a certain class of fully nonlinear elliptic integro-differential equations, the proof of which relies on an appropriate generalization of the convex envelope to a…

偏微分方程分析 · 数学 2012-04-05 Nestor Guillen , Russell Schwab

We introduce the notion of \delta-viscosity solutions for fully nonlinear uniformly parabolic PDE on bounded domains. We prove that \delta-viscosity solutions are uniformly close to the actual viscosity solution. As a consequence we obtain…

偏微分方程分析 · 数学 2016-03-07 Olga Turanova

In this paper, we present new techniques for solving a large variety of partial differential equations. The proposed method reduces the PDEs to first order differential equations known as classical equations such as Bernoulli, Ricatti and…

偏微分方程分析 · 数学 2023-05-19 Noureddine Mhadhbi , Sameh Gana , Hamad Khalid Alharbi

In this paper, we propose simple numerical algorithms for partial differential equations (PDEs) defined on closed, smooth surfaces (or curves). In particular, we consider PDEs that originate from variational principles defined on the…

数值分析 · 数学 2017-12-27 Jay Chu , Richard Tsai

We analyze monotone difference schemes for strongly degenerate convection-diffusion equations in one spatial dimension. These nonlinear equations are well-posed within a class of (discontinuous) entropy solutions. We prove that the L1…

偏微分方程分析 · 数学 2013-04-16 Kenneth H. Karlsen , Nils Henrik Risebro , Erlend B. Storrøsten

We establish a comparison principle for viscosity solutions of a class of nonlinear partial differential equations posed on the space of nonnegative finite measures, thereby extending recent results for PDEs defined on the Wasserstein space…

概率论 · 数学 2026-05-05 Ibrahim Ekren , Xihao He , Tianxu Lan , Xiaolu Tan

Let $\textbf{A}$ be a symmetric convex quadratic form on $\mathbb{R}^{Nn}$ and $\Omega\Subset \mathbb{R}^n$ a bounded convex domain. We consider the problem of existence of solutions $u: \Omega \subset \mathbb{R}^n \longrightarrow…

偏微分方程分析 · 数学 2015-04-15 Nikos Katzourakis

In the 2nd version of this note we introduce the notion of viscosity solution for a type of fully nonlinear parabolic path-dependent partial differential equations (P-PDE). We then prove the comparison theorem (or maximum principle) of this…

概率论 · 数学 2012-02-21 Shige Peng

A new directional derivative and a new subdifferential for set-valued convex functions are constructed, and a set-valued version of the so-called 'max-formula' is proven. The new concepts are used to characterize solutions of convex…

最优化与控制 · 数学 2012-07-24 Andreas H. Hamel , Carola Schrage

This paper is devoted to studying the first-order variational analysis of non-convex and non-differentiable functions that may not be subdifferentially regular. To achieve this goal, we entirely rely on two concepts of directional…

最优化与控制 · 数学 2022-04-22 Ashkan Mohammadi

We consider a partially overdetermined problem for the $p$-Laplace equation in a convex cone $\mathcal{C}$ intersected with the exterior of a smooth bounded domain $\overline{\Omega}$ in $\mathbb{R}^n$($n\geq2$). First, we establish the…

偏微分方程分析 · 数学 2023-10-10 Hui Ma , Mingxuan Yang , Jiabin Yin

This paper studies formulations of second-order elliptic partial differential equations in nondivergence form on convex domains as equivalent variational problems. The first formulation is that of Smears \& S\"uli [SIAM J.\ Numer.\ Anal.\…

数值分析 · 数学 2017-01-17 Dietmar Gallistl

This work addresses the occupation measure relaxation of calculus of variations problems, which is an infinite-dimensional linear programming relaxation amenable to numerical approximation by a hierarchy of semidefinite optimization…

最优化与控制 · 数学 2023-03-07 Didier Henrion , Milan Korda , Martin Kružík , Rodolfo Rios-Zertuche

We introduce generalised finite difference methods for solving fully nonlinear elliptic partial differential equations. Methods are based on piecewise Cartesian meshes augmented by additional points along the boundary. This allows for…

数值分析 · 数学 2017-06-26 Brittany D. Froese , Tiago Salvador

In this paper, we study existence and uniqueness to multidimensional Reflected Backward Stochastic Differential Equation in an open convex domain, allowing for oblique directions of reflection. In a Markovian framework, combining \emph{a…

概率论 · 数学 2018-07-18 Jean-François Chassagneux , Adrien Richou

This study focuses on linear partial differential equation (PDE) systems that arise in topology optimization where the thickness of a structure is constrained. The thickness derived from the PDE is a fictitious one, and the key challenge of…

偏微分方程分析 · 数学 2024-10-01 Atsushi Nakayasu , Takayuki Yamada

In this paper, we consider the nonlinear constrained optimization problem (NCP) with constraint set $\{x \in \mathcal{X}: c(x) = 0\}$, where $\mathcal{X}$ is a closed convex subset of $\mathbb{R}^n$. Building upon the forward-backward…

最优化与控制 · 数学 2025-10-28 Xiaoyin Hu , Xin Liu , Kim-Chuan Toh , Nachuan Xiao