| 研究生: |
吳國豪 Ng, Kuok-Hou |
|---|---|
| 論文名稱: |
以禁忌搜尋法求解隨機性貨車回程問題 A Tabu Search Method for the Stochastic Backhaul Routing Problem |
| 指導教授: |
林東盈
Lin, Dung-Ying |
| 學位類別: |
碩士 Master |
| 系所名稱: |
管理學院 - 交通管理科學系 Department of Transportation and Communication Management Science |
| 論文出版年: | 2012 |
| 畢業學年度: | 100 |
| 語文別: | 英文 |
| 論文頁數: | 66 |
| 中文關鍵詞: | 禁忌搜尋法 、回程途程問題 、貨運合作 、減排 |
| 外文關鍵詞: | Tabu Search, backhaul routing, freight transport collaboration, carbon reduction |
| 相關次數: | 點閱:75 下載:0 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
本論文主要研究貨運業者如何利用合作關係以達到營運最佳化,而貨運業者需要在其他潛在合作者需求未確定下決定是否與其合作;當兩者之間的合約簽定時,業者必須滿足已簽訂合約公司的需求。研究主要分為兩個目標,首先為利潤最大化, 針對一個貨運問題建構兩階段隨機規劃的數學模型;第二個目標則為排碳量最小化。由於所提出的數學模型屬於NP-hard問題,無法利用套裝軟體在有限時間內求解,因此本研究相應提出一結合蒙地卡羅限界法作為停止條件的禁忌搜尋法,作為本研究的求解演算法。本演算法首先展開原問題為一大型混合整數問題,而後利用禁忌搜尋法求出現行解,最後以蒙地卡羅限界法判定該現行解是否落入最佳解之信賴區間中。而所提出的研究方法於實證研究上可以證明,貨運業者在與其他業者合作的情況下,利潤能夠有效提升4%,而貨運的整體碳排放量也能夠降低3%至20%。
In this paper, we investigate the carrier collaboration problem in the trucking industry, and we analyze the approach a carrier employs to determine whether it should sign a contract with its collaborators and deliver their unknown delivery requests with backhaul routes. We also study carbon emission trading between freight companies and investigate a collaboration problem. The problems are formulated as a 2-stage stochastic program with recourse. The resulting stochastic multi-vehicle routing problem is difficult to solve because of its combinatorial nature and NP-hard complexity. We therefore present a novel algorithm that combines the Tabu Search method and Monte Carlo bounding techniques as an approach to this problem. In the algorithm, we first expand the stochastic model to an equivalent large-scale mixed-integer programming problem and determine the incumbent solutions using the Tabu Search method. Monte Carlo bounding techniques are then applied to evaluate the quality of the obtained incumbent solution and to provide an effective upper bound for this stochastic programming problem. The suggested method is empirically applied to real-world freight networks, and the numerical results provide evidence that the collaborative model presented in this thesis can effectively increase profit by at least 4% and reduce total emissions in a freight network by 3%–20%.
Agarwal, R., & Ergun, O. (2010), "Network Design and Allocation Mechanisms for Carrier Alliances in Liner Shipping,"Operations Research, 58(6) pp.1726-1742.
Alberola, E., Chevallier, J., & Cheze, B. (2008), "The EU emissions trading scheme: The effects of industrial production and CO2 missions on carbon prices,"Economie internationale, 4 pp.93-125.
Arcelus, F. J., Eiselt, H. A., & Lin, E. Y. H. (1998), "Minimizing Empty Hauls in Multi-day, Multi-depot Trucking,"International Transactions in Operational Research, 5(3) pp.201-210.
Bailey, E., Unnikrishnan, A., & Lin, D. Y. (2011), "Models for Minimizing Backhaul Costs Through Freight Collaboration,"Transportation Research Record (Accepted).
Ball, M. O., Golden, B. L., Assad, A. A., & Bodin, L. D. (1983), "Planning for Truck Fleet Size in the Presence of a Common- Carrier Option,"Decision Sciences, 14(1) pp.103-120.
Ban-Weiss, G. A., Lunden, M. M., Kirchstetter, T. W., & Harley, R. A. (2009), "Measurement of Black Carbon and Particle Number Emission Factors from Individual Heavy-Duty Trucks,"Environmental Science & Technology, 43(5) pp.1419-1424.
Bard, J. F., Jarrah, A. I., & Zan, J. (2010), "Validating vehicle routing zone construction using Monte Carlo simulation,"European Journal of Operational Research, 206(1) pp.73-85.
Bengtsson, M., & Kock, S. (1999), "Cooperation and competition in relationships between competitors in business networks,"Journal of Business & Industrial Marketing, 14(3) pp.178-194.
Berger, S., & Bierwirth, C. (2010), "Solutions to the request reassignment problem in collaborative carrier networks,"Transportation Research Part E: Logistics and Transportation Review, 46(5) pp.627-638.
Bo, D., & Haoxun, C. (2009, 6-9 July 2009). Mathematical model and solution approach for collaborative logistics in less than truckload (LTL) transportation. Paper presented at the Computers & Industrial Engineering, 2009. CIE 2009. International Conference on.
Borken, J., Steller, H., Meretei, T., & Vanhove, F. (2007), "Global and Country Inventory of Road Passenger and Freight Transportation: Fuel Consumption and Emissions of Air Pollutants in Year 2000,"Transportation Research Record: Journal of the Transportation Research Board(Volume 2011 / 2007) pp.127-136.
Brandenburger, A., & Nalebuff, B. (1996). Co-Opetition: A Revolution Mindset That Combines Competition and Cooperation. New York: Doubleday Book.
Choy, K. L., Lee, W. B., & Lo, V. (2003), "Design of an intelligent supplier relationship management system: a hybrid case based neural network approach,"Expert Systems with Applications, 24(2) pp.225-237.
Chu, C.-W. (2005), "A heuristic algorithm for the truckload and less-than-truckload problem,"European Journal of Operational Research, 165(3) pp.657-667.
Clarke, G., & Wright, J. W. (1964), "Scheduling of Vehicles from a Central Depot to a Number of Delivery Points,"Operations Research, 12(4) pp.568-581.
Crainic, T. G. (2000), "Service network design in freight transportation,"European Journal of Operational Research, 122(2) pp.272-288.
Crainic, T. G., & Laporte, G. (1997), "Planning models for freight transportation,"European Journal of Operational Research, 97(3) pp.409-438.
Dill, J. (2004), "Estimating emissions reductions from accelerated vehicle retirement programs,"Transportation Research Part D: Transport and Environment, 9(2) pp.87-106.
Dreher, D. B., & Harley, R. A. (1998), "A fuel-based inventory for heavy-duty diesel truck emissions,"Journal of the Air & Waste Management Association, 48(4) pp.352-358.
Duhamel, C., Potvin, J.-Y., & Rousseau, J.-M. (1997), "A Tabu Search Heuristic for the Vehicle Routing Problem with Backhauls and Time Windows,"Transportation Science, 31(1) pp.49-59.
Ergun, O., Kuyzu, G., & Savelsbergh, M. (2007), "Reducing truckload transportation costs through collaboration,"Transportation Science, 41(2) pp.206-221.
Ergun, Ö., Kuyzu, G., & Savelsbergh, M. (2007), "Shipper collaboration,"Computers & Operations Research, 34(6) pp.1551-1560.
Facanha, C., & Horvath, A. (2006), "Environmental Assessment of Freight Transportation in the U.S. (11 pp),"The International Journal of Life Cycle Assessment, 11(4) pp.229-239.
Facanha, C., & Horvath, A. (2007), "Evaluation of life-cycle air emission factors of freight transportation,"Environmental Science & Technology, 41(20) pp.7138-7144.
Fahrion, R., & Wrede, M. (1990), "On a Principle of Chain-Exchange for Vehicle-Routing Problems,"Journal of the Operational Research Society, 41(9) pp.821-827.
Figliozzi, M. A. (2006), "Analysis and Evaluation of Incentive Compatible Dynamic Mechanisms for Carrier Collaboration,"Transportation Research Record 1966 pp.34-40.
Gendreau, M., Laporte, G., & Séguin, R. (1996a), "Stochastic vehicle routing,"European Journal of Operational Research, 88(1) pp.3-12.
Gendreau, M., Laporte, G., & Séguin, R. (1996b), "A Tabu Search Heuristic for the Vehicle Routing Problem with Stochastic Demands and Customers,"Operations Research, 44(3) pp.469-477.
Glover, F. (1990), "Tabu Search: A Tutorial,"Interfaces, 20(4) pp.74-94.
Gurnani, H., Erkoc, M., & Luo, Y. (2007), "Impact of product pricing and timing of investment decisions on supply chain co-opetition,"European Journal of Operational Research, 180(1) pp.228-248.
Hernandez, S., & Peeta, S. (2010). Less-than-Truckload Static Single-Carrier Collaboration Problem. Paper presented at the Transportation Research Board 89th Annual Meeting, Washington, D.C.
Hertwich, E. G., & Peters, G. P. (2009), "Carbon Footprint of Nations: A Global, Trade-Linked Analysis,"Environmental Science & Technology, 43(16) pp.6414-6420.
Hintermann, B. (2010), "Allowance price drivers in the first phase of the EU ETS,"Journal of Environmental Economics and Management, 59(1) pp.43-56.
Houghtalen, L., Ergun, O., & Sokol, J. (2011), "Designing Mechanisms for the Management of Carrier Alliances,"Transportation Science, 45(4) pp.465-482.
Jordan, W. C. (1987), "Truck backhauling on networks with many terminals,"Transportation Research Part B: Methodological, 21(3) pp.183-193.
Juan, A., Faulin, J., Grasman, S., Riera, D., Marull, J., & Mendez, C. (2011), "Using safety stocks and simulation to solve the vehicle routing problem with stochastic demands,"Transportation Research Part C: Emerging Technologies, 19(5) pp.751-765.
Kamakaté, F., & Schipper, L. (2009), "Trends in truck freight energy use and carbon emissions in selected OECD countries from 1973 to 2005,"Energy Policy, 37(10) pp.3743-3751.
Kim, N. S., Janic, M., & Van Wee, B. (2010), "Trade-Off Between Carbon Dioxide Emissions and Logistics Costs Based on Multiobjective Optimization,"Transportation Research Record: Journal of the Transportation Research Board(Volume 2139 / 2009) pp.107-116.
Krajewska, M. A., Kopfer, H., Laporte, G., Ropke, S., & Zaccour, G. (2008), "Horizontal cooperation among freight carriers: request allocation and profit sharing,"Journal of the Operational Research Society, 59(11) pp.1483-1491.
Laporte, G. (1992), "The vehicle routing problem: An overview of exact and approximate algorithms,"European Journal of Operational Research, 59(3) pp.345-358.
Mak, W.-K., Morton, D. P., & Wood, R. K. (1999), "Monte Carlo bounding techniques for determining solution quality in stochastic programs,"Operations Research Letters, 24(1–2) pp.47-56.
Matthews, H. S., Weber, C., & Hendrickson, C. T. (2008). Estimating Carbon Footprints with Input-Output Models. Paper presented at the The 2008 International Input-Output Meeting on Managing the Environment, Seville.
Mendoza, J. E., Castanier, B., Guéret, C., Medaglia, A. L., & Velasco, N. (2010), "A memetic algorithm for the multi-compartment vehicle routing problem with stochastic demands,"Computers & Operations Research, 37(11) pp.1886-1898.
Mitra, S. (2005), "An algorithm for the generalized vehicle routing problem with backhauling,"Asia-Pacific Journal of Operational Research, 22(2) pp.153-169.
Nagurney, A. (2000), "Congested urban transportation networks and emission paradoxes,"Transportation Research Part D: Transport and Environment, 5(2) pp.145-151.
Noland, R. B., & Quddus, M. A. (2006), "Flow improvements and vehicle emissions: Effects of trip generation and emission control technology,"Transportation Research Part D: Transport and Environment, 11(1) pp.1-14.
Ozener, O. O., & Ergun, O. (2008), "Allocating costs in a collaborative transportation procurement network,"Transportation Science, 42(2) pp.146-165.
Payne, A., & Frow, P. (2005), "A Strategic Framework for Customer Relationship Management,"Journal of Marketing, 69(4) pp.Journal of Marketing.
Perdan, S., & Azapagic, A. (2011), "Carbon trading: Current schemes and future developments,"Energy Policy, 39(10) pp.6040-6054.
Rei, W., Gendreau, M., & Soriano, P. (2010), "A Hybrid Monte Carlo Local Branching Algorithm for the Single Vehicle Routing Problem with Stochastic Demands,"Transportation Science, 44(1) pp.136-146.
Süral, H., & Bookbinder, J. H. (2003), "The single-vehicle routing problem with unrestricted backhauls,"Networks, 41(3) pp.127-136.
Secomandi, N. (2001), "A rollout policy for the vehicle routing problem with stochastic demands,"Operations Research, 49(5) pp.796-802.
Shen, Z., Ordòñez, F., & Dessouky, M. M. (2009). The Stochastic Vehicle Routing Problem for Minimum Unmet Demand -- Optimization and Logistics Challenges in the Enterprise. In W. Chaovalitwongse, K. C. Furman & P. M. Pardalos (Eds.), (Vol. 30, pp. 349-371): Springer US.
Song, D.-W., & Panayides, P. M. (2002), "A conceptual application of cooperative game theory to liner shipping strategic alliances,"Maritime Policy & Management, 29(3) pp.285-301.
Song, J., & Regan, A. (2004). An Auction Based Collaborative Carrier Network. Paper presented at the Proceedings of the 83rd Annual Meeting of the Transportation Research Board, Washington, D.C.
Spitzley, D. V., Grande, D. E., Keoleian, G. A., & Kim, H. C. (2005), "Life cycle optimization of ownership costs and emissions reduction in US vehicle retirement decisions,"Transportation Research Part D: Transport and Environment, 10(2) pp.161-175.
Tillman, F. A. (1969), "The Multiple Terminal Delivery Problem with Probabilistic Demands,"Transportation Science, 3(3) pp.192-204.
Tsai, W. P. (2002), "Social structure of "coopetition" within a multiunit organization: Coordination, competition, and intraorganizational knowledge sharing,"Organization Science, 13(2) pp.179-190.
Vanek, F. M., & Morlok, E. K. (2000), "Improving the energy efficiency of freight in the United States through commodity-based analysis: justification and implementation,"Transportation Research Part D: Transport and Environment, 5(1) pp.11-29.
校內:2017-09-11公開