Multi-objective Dual-Sale Channel Supply Chain Network Design Based on NSGA-II
學年 102
學期 2
出版(發表)日期 2014-03-01
作品名稱 Multi-objective Dual-Sale Channel Supply Chain Network Design Based on NSGA-II
作品名稱(其他語言)
著者 Liao, Shu-hsien
單位 淡江大學管理科學學系
出版者 Springer International Publishing
著錄名稱、卷期、頁數 Lecture Notes in Artificial Intelligence 8481, p.479–489
摘要 In this study, we propose a two-echelon multi-objective dual-sale channel supply chain network (DCSCN) model. The goal is to determine (i) the set of installed DCs, (ii) the set of customers the DC should work with, how much inventory each DC should order and (iv) the distribution routes for physical retailers or online e-tailers (all starting and ending at the same DC). Our model overcomes the drawback by simultaneously tackling location and routing decisions. In addition to the typical costs associated with facility location and the inventory-related costs, we explicitly consider the pivotal routing costs between the DCs and their assigned customers. Therefore, a multiple objectives location-routing model involves two conflicting objectives is initially proposed so as to permit a comprehensive trade-off evaluation. To solve this multiple objectives programming problem, this study integrates genetic algorithms, clustering analysis, Non-dominated Sorting Genetic Algorithm II (NSGA-II). NSGA-II searches for the Pareto set. Several experiments are simulated to demonstrate the possibility and efficacy of the proposed approach.
關鍵字 Supply chain management;Integrated supply chain design;Dual sale channel;Multiple objective evolutionary algorithm;NSGA-II
語言 en
ISSN
期刊性質 國外
收錄於 EI
產學合作
通訊作者 Hsieh, Chia-Lin
審稿制度
國別 CHE
公開徵稿
出版型式 ,紙本
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