A Model to Select a Portfolio of Multiple Spare Parts for a Public Bus Transport Service Using NSGA II

被引:0
作者
Pires Ferreira, Rodrigo Jose [1 ]
Frej, Eduarda Asfora [1 ]
Mendonca Fernandes, Roberto Klecius [2 ]
机构
[1] Univ Fed Pernambuco, Recife, PE, Brazil
[2] Inst Fed Educ Ciencia & Tecnol Rio Grande do Nort, Natal, RN, Brazil
来源
EVOLUTIONARY MULTI-CRITERION OPTIMIZATION, PT II | 2015年 / 9019卷
关键词
Inventory management; Spare parts; Urban bus; Genetic algorithm; INVENTORY CONTROL; MAINTENANCE; ALGORITHM; OPTIMIZATION; RELIABILITY; ALLOCATION;
D O I
10.1007/978-3-319-15892-1_30
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposes a model for managing spare parts in urban passenger bus transport companies so as to support maintenance planning decisions. Spare parts play a significant role in the assets of these companies because inappropriate management of these inventories can cause significant losses to the business. A multi-objective model based on NSGA-II is developed to aid the management of spare parts in corrective maintenance. A multiple item portfolio approach is defined instead of a traditional single item approach. As a typical portfolio problem, a portfolio of multiple spare parts combines "n" items while competing for the same resources. Two criteria were considered: the level of service and the total acquisition cost. An adaptation of non-dominated sorting genetic algorithm II (NSGA II) was used to solve the problem. The model was tested in an urban passenger bus transport company in the city of Natal, Brazil.
引用
收藏
页码:448 / 457
页数:10
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