The Retail Location Problem Under Uncertain Demand

We study the problem of a retailer facing uncertainty on the demand. The main objective is to maximize his pro t by optimizing the inventory policy and sales, also considering the option to open new selling points. We propose an integrated framework to jointly optimize the strategic and tactical dec...

Full description

Autores:
Ramírez Pico, Cristian David
Tipo de recurso:
Fecha de publicación:
2017
Institución:
Escuela Colombiana de Ingeniería Julio Garavito
Repositorio:
Repositorio Institucional ECI
Idioma:
spa
OAI Identifier:
oai:repositorio.escuelaing.edu.co:001/634
Acceso en línea:
https://repositorio.escuelaing.edu.co/handle/001/634
http://catalogo.escuelaing.edu.co/cgi-bin/koha/opac-detail.pl?biblionumber=20817
Palabra clave:
Programación estocástica
Programación dinamica
Programación lineal
Stochastic programming
Dynamic programming
Linear programming
Rights
openAccess
License
Derechos Reservados - Escuela Colombiana de Ingeniería Julio Garavito
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dc.title.spa.fl_str_mv The Retail Location Problem Under Uncertain Demand
title The Retail Location Problem Under Uncertain Demand
spellingShingle The Retail Location Problem Under Uncertain Demand
Programación estocástica
Programación dinamica
Programación lineal
Stochastic programming
Dynamic programming
Linear programming
title_short The Retail Location Problem Under Uncertain Demand
title_full The Retail Location Problem Under Uncertain Demand
title_fullStr The Retail Location Problem Under Uncertain Demand
title_full_unstemmed The Retail Location Problem Under Uncertain Demand
title_sort The Retail Location Problem Under Uncertain Demand
dc.creator.fl_str_mv Ramírez Pico, Cristian David
dc.contributor.advisor.spa.fl_str_mv De Lara, Michel (dir)
Guerrero R, William J. (dir)
dc.contributor.author.spa.fl_str_mv Ramírez Pico, Cristian David
dc.subject.spa.fl_str_mv Programación estocástica
Programación dinamica
Programación lineal
topic Programación estocástica
Programación dinamica
Programación lineal
Stochastic programming
Dynamic programming
Linear programming
dc.subject.keywords.spa.fl_str_mv Stochastic programming
Dynamic programming
Linear programming
description We study the problem of a retailer facing uncertainty on the demand. The main objective is to maximize his pro t by optimizing the inventory policy and sales, also considering the option to open new selling points. We propose an integrated framework to jointly optimize the strategic and tactical decisions. First, we formulate a deterministic optimization problem (with demand known in advance) and we analyze its outcomes. The optimal solution is not satisfying because it suffers from being anticipative. Secondly, multi-stage stochastic optimization is considered. We formulate the problem in three different versions with increasing complexity. The fi rst version considers a single retailer (SRLP) and ignores the strategic decision for opening a new selling point. We solve it by stochastic dynamic programming and we discuss results. Second and third versions are: a N-retailer (NRLP) case where transshipments between retailers are possible; a case where opening decisions of retailers might be made only at the beginning of the time span. Here we propose a new resolution method gathering Stochastic Dual Dynamic Programming and Progressive Hedging algorithms.
publishDate 2017
dc.date.accessioned.spa.fl_str_mv 2017-08-31T16:51:19Z
dc.date.available.spa.fl_str_mv 2017-08-31T16:51:19Z
dc.date.issued.spa.fl_str_mv 2017
dc.date.accessioned.none.fl_str_mv 2021-10-01T16:47:05Z
dc.date.available.none.fl_str_mv 2021-10-01T16:47:05Z
dc.type.spa.fl_str_mv Trabajo de grado - Maestría
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
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url https://repositorio.escuelaing.edu.co/handle/001/634
http://catalogo.escuelaing.edu.co/cgi-bin/koha/opac-detail.pl?biblionumber=20817
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dc.rights.spa.fl_str_mv Derechos Reservados - Escuela Colombiana de Ingeniería Julio Garavito
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https://creativecommons.org/licenses/by-nc/4.0/
Atribución-NoComercial 4.0 Internacional (CC BY-NC 4.0)
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dc.publisher.spa.fl_str_mv Escuela Colombiana de Ingeniería Julio Garavito
dc.publisher.program.spa.fl_str_mv Maestría en Ingeniería Industrial
institution Escuela Colombiana de Ingeniería Julio Garavito
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spelling De Lara, Michel (dir)6b9132b83a9428b518e2fb4a1e1b0697300Guerrero R, William J. (dir)901987c6f73764579d8a79ce31544b91300Ramírez Pico, Cristian David15847cbf4ca1c780c2551e3bf882b4f76002017-08-31T16:51:19Z2021-10-01T16:47:05Z2017-08-31T16:51:19Z2021-10-01T16:47:05Z2017https://repositorio.escuelaing.edu.co/handle/001/634http://catalogo.escuelaing.edu.co/cgi-bin/koha/opac-detail.pl?biblionumber=20817We study the problem of a retailer facing uncertainty on the demand. The main objective is to maximize his pro t by optimizing the inventory policy and sales, also considering the option to open new selling points. We propose an integrated framework to jointly optimize the strategic and tactical decisions. First, we formulate a deterministic optimization problem (with demand known in advance) and we analyze its outcomes. The optimal solution is not satisfying because it suffers from being anticipative. Secondly, multi-stage stochastic optimization is considered. We formulate the problem in three different versions with increasing complexity. The fi rst version considers a single retailer (SRLP) and ignores the strategic decision for opening a new selling point. We solve it by stochastic dynamic programming and we discuss results. Second and third versions are: a N-retailer (NRLP) case where transshipments between retailers are possible; a case where opening decisions of retailers might be made only at the beginning of the time span. Here we propose a new resolution method gathering Stochastic Dual Dynamic Programming and Progressive Hedging algorithms.Estudiamos el problema de un minorista que se enfrenta a incertidumbre en la demanda. El objetivo principal es maximizar la utilidad generada optimizando las decisiones asociadas a las políticas de inventario y ventas, además de considerar la posible apertura de nuevos puntos de venta. Proponemos un marco que integra la optimización de decisiones tanto estratégicas como tácticas. En primera instancia, se presenta el problema de optimización determinístico (demanda conocida con anticipación) y se analizan sus resultados. Logramos evidenciar que la solución no satisface las condiciones dadas en situaciones reales debido a que la demanda puede ser anticipada. Posteriormente, presentamos un modelo estocástico multi etapa, formulando el problema en 3 diferentes versiones las cuales incrementan su complejidad de una a otra. La primera formulación considera un único punto de venta excluyendo decisiones de localización (SRLP por sus siglas en inglés Single Retail Location problem). El modelo es resuelto utilizando programación estocástica dinámica y los resultados obtenidos son discutidos. La segunda y tercera versión consideran: múltiples retailers e inclusión de decisiones de localización de nuevos puntos de venta, respectivamente. En esta etapa proponemos un nuevo método de solución utilizando algoritmos existentes en la literatura como Programación Estocástica Dinámica Dual y algoritmo "Progressive Hedging".MaestríaMagíster en Ingeniería Industrialapplication/pdfspaEscuela Colombiana de Ingeniería Julio GaravitoMaestría en Ingeniería IndustrialDerechos Reservados - Escuela Colombiana de Ingeniería Julio Garavitohttps://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccessAtribución-NoComercial 4.0 Internacional (CC BY-NC 4.0)http://purl.org/coar/access_right/c_abf2Programación estocásticaProgramación dinamicaProgramación linealStochastic programmingDynamic programmingLinear programmingThe Retail Location Problem Under Uncertain DemandTrabajo de grado - Maestríainfo:eu-repo/semantics/publishedVersionTextinfo:eu-repo/semantics/masterThesishttp://purl.org/redcol/resource_type/TMhttp://purl.org/coar/version/c_970fb48d4fbd8a85ORIGINALRamírez Pico, Cristian David - 2017.pdfThe RLP Under Uncertain Demandapplication/pdf786425https://repositorio.escuelaing.edu.co/bitstream/001/634/1/Ram%c3%adrez%20Pico%2c%20Cristian%20David%20-%202017.pdfc9caa6fdd9afd990816af369acd4ca1bMD51open accessAutorización .pdfAutorización publicaciónapplication/pdf931694https://repositorio.escuelaing.edu.co/bitstream/001/634/2/Autorizaci%c3%b3n%20.pdffdca2910ca9ac0c6db5a0275713baa13MD52metadata only accessLICENSElicense.txttext/plain1881https://repositorio.escuelaing.edu.co/bitstream/001/634/3/license.txt5a7ca94c2e5326ee169f979d71d0f06eMD53open access1_license.txttext/plain1881https://repositorio.escuelaing.edu.co/bitstream/001/634/4/1_license.txt5a7ca94c2e5326ee169f979d71d0f06eMD54open accessTEXTThe_RLP_Under_Uncertain_Demand.pdf.txtExtracted texttext/plain83479https://repositorio.escuelaing.edu.co/bitstream/001/634/5/The_RLP_Under_Uncertain_Demand.pdf.txt8bf7b3608f2594522c148bad96d27857MD55open accesscombinepdf.pdf.txtExtracted texttext/plain3708https://repositorio.escuelaing.edu.co/bitstream/001/634/6/combinepdf.pdf.txtf4211baea89aadf46f2cf0123ce44aeeMD56open accessED - 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