期刊論文
學年 | 97 |
---|---|
學期 | 2 |
出版(發表)日期 | 2009-05-01 |
作品名稱 | Solving a vehicle routing problem with time windows by a decomposition technique and a genetic algorithm |
作品名稱(其他語言) | |
著者 | Cheng, Chi-Bin; Wang, Keng-Pin |
單位 | 淡江大學資訊管理學系 |
出版者 | Kidlington: Pergamon |
著錄名稱、卷期、頁數 | Expert Systems With Applications 36(4), pp.7758-7763 |
摘要 | The present study investigates the cost concerns of distribution centers and formulates a vehicle routing problem with time window constraints accordingly. Based on the embedded structure of the original problem, a decomposition technique is employed to decompose the original problems to a clustering problem (main problem) and a set of traveling salesman problems (sub-problems) with time window constraints. This decomposition not only reduces the problem size but also enable the use of simpler solution procedures. A genetic algorithm is developed to solve the clustering problem, while a simple heuristic algorithm is formulated to solve the set of traveling salesman problems. The solution of the original problem is obtained through iterative interactions between the main problem and the set of sub-problems. The performance of the proposed approach is compared with the well-known insertion method and a manual scheduling of a distribution center. |
關鍵字 | Vehicle routing problem with time windows; Problem decomposition; Traveling salesman problem with time windows; Genetic algorithm; Insertion method; Heuristics |
語言 | en_US |
ISSN | 0957-4174 |
期刊性質 | 國外 |
收錄於 | SCI EI |
產學合作 | |
通訊作者 | Cheng, Chi-Bin |
審稿制度 | |
國別 | GBR |
公開徵稿 | |
出版型式 | 紙本 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/55163 ) |