routing optimization of fourth party logistics with reliability constraints based on messy ga

routing optimization of fourth party logistics with reliability constraints based on messy ga

;Li Jia;Liu Yanqiu;Hu Zhongjun
research journal of environmental toxicology 2014 Vol. 7 pp. 1097-1111
158
jia2014journalrouting

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.

Citation

ID: 254418
Ref Key: jia2014journalrouting
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0x95644003c57E6F55A65596E3D9Eac6813e3566dA
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254418
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10.3926/jiem.1126
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Scimatic Chain (ID: 481)
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