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...
- 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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oai:repositorio.escuelaing.edu.co:001/634 |
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Repositorio Institucional ECI |
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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 |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.content.spa.fl_str_mv |
Text |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/masterThesis |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/TM |
status_str |
publishedVersion |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.escuelaing.edu.co/handle/001/634 |
dc.identifier.doi.spa.fl_str_mv |
http://catalogo.escuelaing.edu.co/cgi-bin/koha/opac-detail.pl?biblionumber=20817 |
url |
https://repositorio.escuelaing.edu.co/handle/001/634 http://catalogo.escuelaing.edu.co/cgi-bin/koha/opac-detail.pl?biblionumber=20817 |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.rights.spa.fl_str_mv |
Derechos Reservados - Escuela Colombiana de Ingeniería Julio Garavito |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.uri.spa.fl_str_mv |
https://creativecommons.org/licenses/by-nc/4.0/ |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.creativecommons.spa.fl_str_mv |
Atribución-NoComercial 4.0 Internacional (CC BY-NC 4.0) |
rights_invalid_str_mv |
Derechos Reservados - Escuela Colombiana de Ingeniería Julio Garavito https://creativecommons.org/licenses/by-nc/4.0/ Atribución-NoComercial 4.0 Internacional (CC BY-NC 4.0) http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.mimetype.spa.fl_str_mv |
application/pdf |
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 |
bitstream.url.fl_str_mv |
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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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2017.pdf.jpgRamírez Pico, Cristian David - 2017.pdf.jpgGenerated Thumbnailimage/jpeg6998https://repositorio.escuelaing.edu.co/bitstream/001/634/14/Ram%c3%adrez%20Pico%2c%20Cristian%20David%20-%202017.pdf.jpg8c437d0f010bbe177014ed87347005aeMD514open accessAutorización .pdf.jpgAutorización .pdf.jpgGenerated Thumbnailimage/jpeg12983https://repositorio.escuelaing.edu.co/bitstream/001/634/16/Autorizaci%c3%b3n%20.pdf.jpg94686c0939560de2b595afe495d45c0cMD516metadata only access001/634oai:repositorio.escuelaing.edu.co:001/6342021-10-01 17:39:21.001open accessRepositorio Escuela Colombiana de Ingeniería Julio Garavitorepositorio.eci@escuelaing.edu.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 |