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The penalization method is a popular technique to provide particle swarm optimizers with the ability to handle constraints. The downside is the need of penalization coefficients whose settings are problem-specific. While adaptive…

神经与进化计算 · 计算机科学 2021-01-28 Mauro S. Innocente , Johann Sienz

This paper proposes a new algorithm for solving constrained global optimization problems where both the objective function and constraints are one-dimensional non-differentiable multiextremal Lipschitz functions. Multiextremal constraints…

最优化与控制 · 数学 2011-07-27 Yaroslav D. Sergeyev

We study global optimization of non-convex functions through optimal control theory. Our main result establishes that (quasi-)optimal trajectories of a discounted control problem converge globally and practically asymptotically to the set…

最优化与控制 · 数学 2025-11-17 Yuyang Huang , Dante Kalise , Hicham Kouhkouh

Optimal Dirichlet boundary control for a fractional/normal evolution with a final observation is considered. The unique existence of the solution and the first-order optimality condition of the optimal control problem are derived. The…

数值分析 · 数学 2020-07-20 Qin Zhou , Binjie Li

We survey some representative results on fuzzy fractional differential equations, controllability, approximate controllability, optimal control, and optimal feedback control for several different kinds of fractional evolution equations.…

最优化与控制 · 数学 2018-04-20 Ravi P. Agarwal , Dumitru Baleanu , Juan J. Nieto , Delfim F. M. Torres , Yong Zhou

We address optimal control of semilinear evolution equations on Banach spaces with finitely many control channels, a framework encompassing a broad class of infinite-dimensional dynamical systems, arising in many applications. For this…

最优化与控制 · 数学 2026-03-18 Roman Chertovskih , Nikolay Pogodaev , Maxim Staritsyn , A. Pedro Aguiar

The aim of global optimization is to find the global optimum of arbitrary classes of functions, possibly highly multimodal ones. In this paper we focus on the subproblem of global optimization for differentiable functions and we propose an…

神经与进化计算 · 计算机科学 2018-06-18 Louis Faury , Flavian Vasile , Clément Calauzènes , Olivier Fercoq

The Variation Evolving Method (VEM), which seeks the optimal solutions with the variation evolution principle, is further developed to be more flexible in solving the Optimal Control Problems (OCPs) with terminal constraint. With the…

系统与控制 · 计算机科学 2018-02-01 Sheng Zhang , Kai-Feng He , Fei Liao

We propose a primal--dual technique that applies to infinite dimensional equality constrained problems, in particular those arising from optimal control. As an application of our general framework, we solve a control-constrained double…

最优化与控制 · 数学 2023-11-14 Regina S. Burachik , C. Yalçın Kaya , Xuemei Liu

In this work, we introduce a novel strategy for tackling constrained optimization problems through a modified penalty method. Conventional penalty methods convert constrained problems into unconstrained ones by incorporating constraints…

最优化与控制 · 数学 2024-09-05 Shilin Ma , Yukun Yue

We develop a rigorous framework for global non-convex optimization by reformulating the minimization problem as a discounted infinite-horizon optimal control problem. For non-convex, continuous, and possibly non-smooth objective functions…

最优化与控制 · 数学 2026-03-31 Yuyang Huang , Dante Kalise , Hicham Kouhkouh

The full-dimensional (metric, Euclidean, least squares) multidimensional scaling stress loss function is combined with a quadratic external penalty function term. The trajectory of minimizers of stress for increasing values of the penalty…

统计计算 · 统计学 2024-07-24 Jan de Leeuw

In many problems in optimal control, one seeks to minimise an objective function subject to constraints on the velocity of the system. Imposing these constraints directly -- the ``hard-constrained'' approach -- is often analytically and…

最优化与控制 · 数学 2026-04-27 Rufus Lawrence , Aleš Wodecki , Johannes Aspman , Jakub Mareček

We obtain an integral representation for certain functionals arising in the context of optimal design and damage evolution problems under non-standard growth conditions and perimeter penalisation. Under our hypotheses, the integral…

偏微分方程分析 · 数学 2021-04-13 Ana Cristina Barroso , Elvira Zappale

This paper provides a theoretical and numerical investigation of a penalty decomposition scheme for the solution of optimization problems with geometric constraints. In particular, we consider some situations where parts of the constraints…

最优化与控制 · 数学 2023-03-23 Matteo Lapucci , Christian Kanzow

The paper is devoted to the relaxation and integral representation in the space of functions of bounded variation for an integral energy arising from optimal design problems. The presence of a perimeter penalization is also considered in…

泛函分析 · 数学 2014-09-26 Graca Carita , Elvira Zappale

We consider the general nonlinear optimization problem where the objective function has an additional term defined by the $ \ell_0 $-quasi-norm in order to promote sparsity of a solution. This problem is highly difficult due to its…

最优化与控制 · 数学 2023-12-27 Christian Kanzow , Felix Weiß

We examine a class of stochastic differential inclusions involving multiscale effects designed to solve a class of generalized variational inequalities. This class of problems contains constrained convex non-smooth optimization problems,…

最优化与控制 · 数学 2026-01-23 D. Russell Luke , Johannes-Carl Schnebel , Mathias Staudigl , Juan Peypouquet , Siqi Qu

Enlightened from the inverse consideration of the stable continuous-time dynamics evolution, the Variation Evolving Method (VEM) analogizes the optimal solution to the equilibrium point of an infinite-dimensional dynamic system and solves…

系统与控制 · 计算机科学 2018-01-08 Sheng Zhang , Bo Liao , Fei Liao

We propose and study a version of the DCA (Difference-of-Convex functions Algorithm) using the $\ell_1$ penalty function for solving nonsmooth DC optimization problems with nonsmooth DC equality and inequality constraints. The method…

最优化与控制 · 数学 2024-04-23 M. V. Dolgopolik