Two-stage stochastic facility location model with quantile criterion and choosing reliability level
Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie, Tome 14 (2021) no. 3, pp. 5-17
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A two-stage discrete model for the location of facilities is considered. At the first stage, a set of facilities to be opened is selected. At the second stage, additional facilities may be opened due to the realization of random demand for products. Customers preferences are taken into account in choosing the facility in which they will be served. The quantile of losses (income with the opposite sign) is used as a criterion function of the model. Several optimization problems are stated. In the first problem, a set of facilities to be opened is selected for a given value of the reliability level. In the second problem, along with the set of facilities to be opened, the reliability level of the quantile criterion is selected. At the same time, restrictions on the level of reliability and the value of the quantile criterion are introduced. Two approaches to setting these constraints are proposed. To solve the problems stated, the method of sample approximations is used. A theorem on sufficient conditions for the convergence of the proposed method is proved. We formulate mathematical programming problems, the solutions of which under certain conditions are solutions to the obtained approximating problems. Numerical results are presented.
Keywords:
facility location, stochastic programming, sample approximation.
Mots-clés : quantile criterion
Mots-clés : quantile criterion
@article{VYURU_2021_14_3_a0,
author = {S. V. Ivanov and V. N. Akmaeva},
title = {Two-stage stochastic facility location model with quantile criterion and choosing reliability level},
journal = {Vestnik \^U\v{z}no-Uralʹskogo gosudarstvennogo universiteta. Seri\^a, Matemati\v{c}eskoe modelirovanie i programmirovanie},
pages = {5--17},
publisher = {mathdoc},
volume = {14},
number = {3},
year = {2021},
language = {en},
url = {http://geodesic.mathdoc.fr/item/VYURU_2021_14_3_a0/}
}
TY - JOUR AU - S. V. Ivanov AU - V. N. Akmaeva TI - Two-stage stochastic facility location model with quantile criterion and choosing reliability level JO - Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie PY - 2021 SP - 5 EP - 17 VL - 14 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VYURU_2021_14_3_a0/ LA - en ID - VYURU_2021_14_3_a0 ER -
%0 Journal Article %A S. V. Ivanov %A V. N. Akmaeva %T Two-stage stochastic facility location model with quantile criterion and choosing reliability level %J Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie %D 2021 %P 5-17 %V 14 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/item/VYURU_2021_14_3_a0/ %G en %F VYURU_2021_14_3_a0
S. V. Ivanov; V. N. Akmaeva. Two-stage stochastic facility location model with quantile criterion and choosing reliability level. Vestnik Ûžno-Uralʹskogo gosudarstvennogo universiteta. Seriâ, Matematičeskoe modelirovanie i programmirovanie, Tome 14 (2021) no. 3, pp. 5-17. http://geodesic.mathdoc.fr/item/VYURU_2021_14_3_a0/