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Routing optimization of fourth party logistics with reliability constraints based on Messy GA
dc.contributor.author | Li, Jia |
dc.contributor.author | Liu, Yanqiu |
dc.contributor.author | Hu, Zhongjun |
dc.date.accessioned | 2015-04-08T15:08:38Z |
dc.date.available | 2015-04-08T15:08:38Z |
dc.date.issued | 2014-12 |
dc.identifier.citation | Li, Jia; Liu, Yanqiu; Hu, Zhongjun. Routing optimization of fourth party logistics with reliability constraints based on Messy GA. "Journal of Industrial Engineering and Management", Desembre 2014, vol. 7, núm. 2, p. 1097-111. |
dc.identifier.issn | 2013-0953 |
dc.identifier.uri | http://hdl.handle.net/2099/16290 |
dc.description.abstract | Purpose: The purpose of this paper is to choose a optimal routing in fourth party logistics (4PL) with the objective of transportation cost minimization under reliability level constraint. Design/methodology/approach: Reliability theory is applied to routing optimization problem. A mathematical model of the 4PL routing optimization problem with reliability constraints is built, which aims to find a route at the minimum cost. Due to the 4PL routing problem is NP-hard, two algorithms are designed: Messy Genetic Algorithm (Messy GA) and Enumeration Algorithm (EA). Findings: Through the model and algorithm, 4PL company can obtain the optimal solution quickly and effectively, according to customer’s reliability requirements. Practical implications: We give an example for test the effectiveness of the method and the algorithm. Originality/value: In this paper, we put objective factors that cause disturbances of transportation time into consideration, and reliability theory is applied to 4PL routing optimization problem. A Messy GA with double arrays encoding method is designed to solve the problem. |
dc.format.extent | 15 p. |
dc.language.iso | eng |
dc.publisher | OmniaScience |
dc.rights | Attribution-NonCommercial 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Economia i organització d'empreses::Direcció d’operacions::Modelització de transports i logística |
dc.subject.lcsh | Business logistics--Mathematical models |
dc.subject.lcsh | Computer algorithms |
dc.subject.other | Fourth party logistics |
dc.subject.other | Routing optimization |
dc.subject.other | Reliability constraints |
dc.subject.other | Messy Genetic Algorithm |
dc.subject.other | Enumeration algorithm |
dc.title | Routing optimization of fourth party logistics with reliability constraints based on Messy GA |
dc.type | Article |
dc.subject.lemac | Logística (Indústria) -- Models matemàtics |
dc.subject.lemac | Logística (Indústria) -- Gestió |
dc.identifier.dl | B-28744-2008 |
dc.description.peerreviewed | Peer Reviewed |
dc.rights.access | Open Access |
local.citation.author | Li, Jia; Liu, Yanqiu; Hu, Zhongjun |
local.citation.publicationName | Journal of Industrial Engineering and Management |
local.citation.volume | 7 |
local.citation.number | 2 |
local.citation.startingPage | 1097 |
local.citation.endingPage | 111 |
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