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Stock management in hospital pharmacy using chance-constrained model predictive control

Authors: Jurado, Isabel; Maestre Torreblanca, José María; Velarde, Pablo; Ocampo-Martínez, Carlos; Fernandez, Isabel; Isla Tejera, Beatriz; del Prado, José Ramón;

Stock management in hospital pharmacy using chance-constrained model predictive control

Abstract

One of the most important problems in the pharmacy department of a hospital is stock management. The clinical need for drugs must be satisfied with limited work labor while minimizing the use of economic resources. The complexity of the problem resides in the random nature of the drug demand and the multiple constraints that must be taken into account in every decision. In this article, chance-constrained model predictive control is proposed to deal with this problem. The flexibility of model predictive control allows taking into account explicitly the different objectives and constraints involved in the problem while the use of chance constraints provides a trade-off between conservativeness and efficiency. The solution proposed is assessed to study its implementation in two Spanish hospitals.

Keywords

:Informàtica::Automàtica i control [Àrees temàtiques de la UPC], optimisation, model predictive control, inventory management, chance constraints, Pharmacy management stockout risk, control theory, Pharmacy Management Stockout Risk, Hospital Pharmacy, Àrees temàtiques de la UPC::Informàtica::Automàtica i control, Hospital pharmacy, Classificació INSPEC::Control theory::Control system synthesis, :Control theory::Control system synthesis [Classificació INSPEC], Model predictive control, Stochastic Control, Model Predictive Control, Inventories, Hospital, Inventory management, Chance constraints, hospital pharmacy, Stochastic control, Models, Organizational, control system synthesis, Pharmacy Service, Hospital, predictive control

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
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