Axe 2 : Aide à la décision prise dans les systèmes complexes
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This paper addresses the limitations of current satellite payload architectures, which are predominantly hardware-driven and lack the flexibility to adapt to...
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This paper tackles a complex variant of the unit commitment (UC) problem at Hydro-Quebec, referred to as the transient stability constrained unit commitmen...
référence BibTeX\(\texttt{solar}\): A solar thermal power plant simulator for blackbox optimization benchmarking
This work introduces solar, a collection of ten optimization problem instances for benchmarking blackbox optimization solvers. The instances present differ...
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L'objectif de cet article est d'analyser la conséquence de l’utilisation de stratégies d’adapta-tion sur les accords internationaux pour la protection de l’e...
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Integer (linear) programs are a standard way of formalizing a vast array of optimization problems in industry, services, management, science, and technology....
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Heterogeneous datasets emerge in various machine learning or optimization applications that feature different data sources, various data types and complex re...
référence BibTeXA general error analysis for randomized low-rank approximation with application to data assimilation
Randomized algorithms have proven to perform well on a large class of numerical linear algebra problems. Their theoretical analysis is critical to provide gu...
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Les méthodes de lagrangien augmenté (AL) forment une classe bien connue d’algorithmes pour les problèmes d’optimisation sous contraintes. Elles ont été é...
référence BibTeXJoint optimization of electric bus scheduling and fast charging infrastructure location planning
Transit authorities are rapidly replacing conventional buses with electric ones because of the increasing concerns about air quality, greenhouse gas emission...
référence BibTeXCesogen: Cellular solid generator
Cellular solids are structures which have applications in mechanical engineering to make lightweight structures and heat exchangers, in biomedical engineer...
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This paper describes a planning problem faced by a fast-growing petroleum company in West Africa. The problem is a complex variant of the petrol station repl...
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Efficiently solving a vehicle routing problem (\(\mathcal{VRP}\)
) in a practical runtime is a critical challenge for delivery management companies. This pa...
This poster conceptually lays out recent advances in trustworthy machine learning (ML) that are of great interest for power systems applications like virtu...
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The truck loading and inventory routing problems are the two most important decisions made by companies replenishing petrol stations. This paper investigates...
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Nous présentons une analyse de la borne de complexité dans le pire des cas pour les méthodes de région de confiance en présence d'approximations du Hessien...
référence BibTeXCorrigendum: A proximal quasi-Newton trust-region method for nonsmooth regularized optimization
The purpose of the present note is to bring clarifications to certain concepts and surrounding notation of Aravkin et al. (2022). All results therein contin...
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We develop a trust-region method for minimizing the sum of a smooth term \(f\)
and a nonsmooth term \(h\)
, both of which can be nonconvex.
Each iteratio...
An interior-point trust-region method for nonsmooth regularized bound-constrained optimization
Nous développons une méthode de points intérieurs pour l'optimisation non lisse régularisée avec contraintes de bornes. Notre méthode résout de manière ité...
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In this work, we study a class of two-player deterministic finite-horizon difference games with coupled inequality constraints, where both players have two t...
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The fine-tuning of Large Language Models (LLMs) has enabled them to recently achieve milestones in natural language processing applications. The emergenc...
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