A review of recent advances in global optimization

CA Floudas, CE Gounaris - Journal of Global Optimization, 2009 - Springer
This paper presents an overview of the research progress in deterministic global
optimization during the last decade (1998–2008). It covers the areas of twice continuously …

Semi-infinite programming, duality, discretization and optimality conditions

A Shapiro - Optimization, 2009 - Taylor & Francis
The aim of this article is to give a survey of some basic theory of semi-infinite programming.
In particular, we discuss various approaches to derivations of duality, discretization, and first …

Semi-infinite programming

M López, G Still - European journal of operational research, 2007 - Elsevier
A semi-infinite programming problem is an optimization problem in which finitely many
variables appear in infinitely many constraints. This model naturally arises in an abundant …

Fast convex optimization for two-layer relu networks: Equivalent model classes and cone decompositions

A Mishkin, A Sahiner, M Pilanci - … Conference on Machine …, 2022 - proceedings.mlr.press
We develop fast algorithms and robust software for convex optimization of two-layer neural
networks with ReLU activation functions. Our work leverages a convex re-formulation of the …

Fixed-order H∞ controller design for nonparametric models by convex optimization

A Karimi, G Galdos - Automatica, 2010 - Elsevier
A new approach for robust fixed-order H∞ controller design by convex optimization is
proposed. Linear time-invariant single-input single-output systems represented by …

A combined first-principles and data-driven approach to model building

A Cozad, NV Sahinidis, DC Miller - Computers & Chemical Engineering, 2015 - Elsevier
We address a central theme of empirical model building: the incorporation of first-principles
information in a data-driven model-building process. By enabling modelers to leverage all …

Optimality conditions and duality for multiobjective semi-infinite programming problems on Hadamard manifolds using generalized geodesic convexity

BB Upadhyay, A Ghosh, P Mishra… - RAIRO-Operations …, 2022 - rairo-ro.org
This paper deals with multiobjective semi-infinite programming problems on Hadamard
manifolds. We establish the sufficient optimality criteria of the considered problem under …

H∞ controller design for spectral MIMO models by convex optimization

G Galdos, A Karimi, R Longchamp - Journal of Process Control, 2010 - Elsevier
A new method for robust fixed-order H∞ controller design by convex optimization for
multivariable systems is investigated. Linear Time-Invariant Multi-Input Multi-Output (LTI …

Efficiency conditions and duality for multiobjective semi-infinite programming problems on Hadamard manifolds

BB Upadhyay, A Ghosh, S Treanţă - Journal of Global Optimization, 2024 - Springer
This paper is devoted to the study of a class of multiobjective semi-infinite programming
problems on Hadamard manifolds (in short,(MOSIP-HM)). We derive some alternative …

An interval full-infinite mixed-integer programming method for planning municipal energy systems–a case study of Beijing

Y Zhu, GH Huang, YP Li, L He, XX Zhang - Applied Energy, 2011 - Elsevier
In this study, an interval full-infinite mixed-integer municipal-scale energy model (IFMI-MEM)
is developed for planning energy systems of Beijing. IFMI-MEM is based on an integration of …