標題: | An integrated approach to the design and operation for spare parts logistic systems |
作者: | Wu, Muh-Cherng Hsu, Yang-Kang Huang, Liang-Chuan 工業工程與管理學系 Department of Industrial Engineering and Management |
關鍵字: | Logistic network design;Bill of material;Spare parts;Genetic algorithm;Neural network;Tabu search |
公開日期: | 1-四月-2011 |
摘要: | This paper attempts to solve a comprehensive design problem for a spare part logistic system. The design factors encompass logistic network design, part vendor selection, and transportation modes selection. Two approaches to solve the problem were proposed. In Approach 1, we simultaneously considered all the design factors and proposed two algorithms (SGA-1 and TGA-1). In Approach 2, the design problem was solved in two stages. Firstly, we aimed to find a near-optimal logistic network. Secondly, with the obtained logistic network, we proposed three algorithms (SGA-2. TGA-2, and NN-GA-Tabu) to find optimal combinations for part vendor and transportation modes selection. Numerical experiments indicate that Approach 2 outperforms Approach 1, and the NN-GA-Tabu outperforms all the other four algorithms. The proposed NN-GA-Tabu might also be a good solution architecture for solving other comprehensive space search problems. (C) 2010 Elsevier Ltd. All rights reserved. |
URI: | http://dx.doi.org/10.1016/j.eswa.2010.08.088 http://hdl.handle.net/11536/9095 |
ISSN: | 0957-4174 |
DOI: | 10.1016/j.eswa.2010.08.088 |
期刊: | EXPERT SYSTEMS WITH APPLICATIONS |
Volume: | 38 |
Issue: | 4 |
起始頁: | 2990 |
結束頁: | 2997 |
顯示於類別: | 期刊論文 |