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題名:以適應性重置門檻接受法求解多車種固定車隊車輛路線問題之研究
書刊名:運輸學刊
作者:韓復華 引用關係方建皓朱佑旌
作者(外文):Han, Anthony F.Fang, Chien-haoChu, Yu-ching
出版日期:2014
卷期:26:3
頁次:頁411-433
主題關鍵詞:多車種固定車隊車輛路線問題重置門檻接受法巨集啟發式方法Heterogeneous fixed fleet vehicle routing problemRestart threshold acceptingMetaheuristics
原始連結:連回原系統網址new window
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多車種固定車隊車輛路線問題(Heterogeneous Fixed Fleet Vehicle Routing Problem, HFFVRP)為傳統車輛路線問題(Vehicle Routing Problem, VRP)所發展出的相關問題。有別於VRP,HFFVRP考慮、多種車種的車隊進行服務,車隊大小有固定限制,而不同車種間的變動使用成本亦有不同,較能符合供應鏈物流配送的實務情況。本研究求解流程共有三個步驟,首先,利用先排程後分群(route first-cluster second)之方法以GENIUS(GENeralized Insertion procedure, Unstring and String)建立巨網,接以考慮最經濟之車種進行車輛路線分割指派構建起始解;鄰域搜尋改善則採用cross exchange、2-opt*、US(Unstring and String)、2-opt與Or-opt進行改善;最後使用重置門檻接受法(restart threshold accepting)加強求解時搜尋的廣度並跳脫局部最佳解之束縛。本研究所提出之方法論以HFFVRP國際標竿例題進行測試,18例題中發現平手5題,整體平均誤差為0.75%。
The Heterogeneous Fixed Fleet Vehicle Routing Problem (HFFVRP) is a variant of the conventional Vehicle Routing Problem (VRP). Compared with VRP, HFFVRP considers a fixed size of fleet with different types and variable costs of vehicles. There are three steps in our proposed metaheuristics. At first, we adopted the route-first cluster-second method considering average cost of used full loading vehicle types to construct the initial solution. And then used cross exchange, 2-opt* US, 2-opt and Or-opt to improve the initial solution. Finally, we applied restart threshold accepting to escape the constraint of local optimal solution. We compared our best results with Best Known Solutions (BKS) of HFFVRP benchmark instances. It showed that our proposed methods have generated 5 solutions reaching BKS. The average deviation of all the tested instances is 0.75%.
期刊論文
1.Brandao, J.(2011)。A Tabu Search Algorithm for the Heterogeneous Fixed Fleet Vehicle Routing Problem。Computers and Operations Research,38(1),140-151。  new window
2.Braysy, O.、Berger, J.、Barkaoui, M.、Dullaert, W.(2003)。A Threshold Accepting Metaheuristic for the Vehicle Routing Problem with Time Windows。Central European Journal of Operations Research,11(4),369-387。  new window
3.Duhamel, C.、Lacomme, P.、Prodhon, C.(2012)。A Hybrid Evolutionary Local Search with Depth First Search Split Procedure for the Heterogeneous Vehicle Routing Problems。Engineering Applications of Artificial Intelligence,25(2),345-358。  new window
4.Gendreau, M.、Hertz, A.、Laporte, G.(1992)。New Insertion and Postoptimization Procedures for the Traveling Salesman Problem。Operations Research,40(6),1086-1094。  new window
5.Penna, P. H. V.、Subramanian, A.、Ochi, L. S.(2013)。An Iterated Local Search Heuristic for the Heterogeneous Fleet Vehicle Routing Problem。Journal of Heuristics,19(2),201-232。  new window
6.Prins, C.(2009)。Two Memetic Algorithms for Heterogeneous Fleet Vehicle Routing problems。Engineering Applications of Artificial Intelligence,22(6),916-928。  new window
7.Savelsbergh, M. W. P.(1992)。The Vehicle Routing Problem with Time Windows: Minimizing Route Duration。ORSA Journal on Computing,4(2),146-154。  new window
8.Subramanian, A.、Penna, P. H. V.、Uchoa, E.、Ochi, L. S.(2012)。A Hybrid Algorithm for the Heterogeneous Fleet Vehicle Routing Problem。European Journal of Operational Research,221(2),285-295。  new window
9.Tarantilis, C. D.、Kiranoudis, C. T.(2001)。A Meta-heuristic Algorithm for the Efficient Distribution of Perishable Foods。Journal of Food Engineering,50(1),1-9。  new window
10.Tarantilis, C.、Kiranoudis, C.、Vassiliadis, V.(2004)。A Threshold Accepting Metaheuristic for the Heterogeneous Fixed Fleet Vehicle Routing Problem。European Journal of Operational Research,152(1),148-158。  new window
11.Dueck, G.、Scheuer, T.(1990)。Threshold Accepting: A General Purpose Optimization Algorithm Appearing Superior to Simulated Annealing。Journal of Computational Physics,90(1),161-175。  new window
12.Lin, S.、Kernighan, B. W.(1973)。An effective heuristic algorithm for the traveling salesman problem。Operations Research,21(2),498-516。  new window
13.Taillard, É. B.、Badeau, P.、Gendreau, M.、Guertin, F.、Potvin, J. Y.(1997)。A Tabu Search Heuristic for the Vehicle Routing Problem with Soft Time Windows。Transportation Science,31(2),170-186。  new window
14.韓復華、楊智凱、卓裕仁(19970600)。應用門檻接受法求解車輛路線問題之研究。運輸計劃,26(2),253-280。new window  延伸查詢new window
15.Potvin, J. Y.、Roussean, J. M.(1993)。A Parallel Route Building Algorithm for the Vehicle Routing and Scheduling Problem with Time Windows。European Journal of Operational Research,66,331-340。  new window
16.Golden, B.、Assad, A.、Levy, L.、Gheysens, F.(1984)。The fleet size and mix vehicle routing problem。Computers & Operations Research,11(1),49-66。  new window
17.Taillard, E. D.(1999)。A Heuristic Column Generation Method for the Heterogeneous Fleet VRP。RAIRO - Operations Research,33(1),1-14。  new window
18.Li, F.、Golden, B.、Wasil, E.(2007)。A Record-to-record Travel Algorithm for Solving the Heterogeneous Fleet Vehicle Routing Problem。Computers & Operations Research,34(9),2734-2742。  new window
19.Tarantilis, C.、Kiranoudis, C.、Vassiliadis, V.(2003)。A List Based Threshold Accepting Metaheuristic for the Heterogeneous Fixed Fleet Vehicle Routing Problem。Journal of the Operational Research Society,54(1),65-71。  new window
會議論文
1.韓復華、吳宗勳(2012)。多車種固定車隊車輛路線問題之啟發式解法研究。中華民國運輸學會101年學術論文研討會。  延伸查詢new window
2.廖昱傑、韓復華、卓裕仁(2007)。應用可回溯式門檻接受法結合GENIUS 求解VRP 問題之研究。東華大學。1-10。  延伸查詢new window
學位論文
1.Or, I.(1976)。Traveling Salesman-type Combinatorial Problems and Their Relation to the Logistics of Regional Blood Banking(博士論文)。Northwestern University,Evanston, IL。  new window
 
 
 
 
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