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研究生:張哲旗
研究生(外文):Che-Chi Chang
論文名稱:以混合啟發式演算法求解具模糊時窗限制車輛途程問題
論文名稱(外文):A Hybrid Meta-Heuristic for Vehicle Routing Problem with Fuzzy Time Window
指導教授:周昌筧
指導教授(外文):Chang-Chien Chou
學位類別:碩士
校院名稱:龍華科技大學
系所名稱:商學與管理研究所
學門:商業及管理學門
學類:一般商業學類
論文種類:學術論文
論文出版年:2009
畢業學年度:97
語文別:中文
論文頁數:61
中文關鍵詞:模擬退火法模楜時窗車輛途程問題啟發式演算法
外文關鍵詞:simulated annealingshortest pathvehicle routing problemfuzzy time window
相關次數:
  • 被引用被引用:11
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  • 下載下載:147
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隨著經濟的發展,為了滿足專業分工的需求,配銷通路已有極大的改變,現代的物流配送過程中,車輛所佔的地位極為重要,如果能在派車前將路線經計算後再指派路徑,將可大幅減少車輛運輸成本。因顧客水準逐漸提高,對於貨品送達時間要求也相對提高。因此,具時窗車輛途程問題(Vehicle Routing Problem with Time Window, VRPTW)的相關研究,也應運而生。
在以往的相關研究中,VRPTW的時間變數(時間窗),通常被視為明確的數值,但在現實生活中,時間變數時常變動且不易確定,例如:交通號誌、車潮眾多等等,皆會影響到抵達時間,因此本研究將針對具模糊時窗車輛途程問題(Vehicle Routing Problem with Fuzzy Time Window, VRPFTW)進行探討,將時間變數轉換為模糊型態,並利用本研究所構建的演算法,求得較佳的車輛路徑。
本研究所構建之模式係以車輛最少、距離最短為目標,演算法分為3個階段,第一階段運用插入法來求得起始解。第二階段為了減少車輛數量,運用??interchange 1-0節點交換法,改善起始解。第三階段以模擬退火法跳脫區域最佳解,祈能產生較佳的改善解。
最後,利用Solomon分類標竿試題,測試演算法的效率,並與先前學者研究具硬時窗限制的VRPTW最佳解比較,研究發現,本研究提出之演算法皆與國內外學者接近或更好,並具能在短時間內,求得較佳解。另一方面,VRPFTW的結果顯示,服務水準係數的高低,會影響目標成本與顧客滿意程度,係數越高,顧客滿意程度越好,但需花費較多成本;係數越低,顧客滿意程度越差,所需花費成本較少。本研究所建構之VRPFTW模式及其演算法可幫助決策者依照不同顧客的性質,來調整服務水準係數,以產生較佳之車輛途程規畫。
This paper proposes a new hybrid meta-heuristic algorithm for the vehicle routing problem with fuzzy time window(VRPFTW). In the transportation business, time windows are uncertain and the deviation of service time from the customer-specific time window determines the customer’s satisfaction level. The proposed algorithm consists of an initial module with fuzzy and defuzzy operation on the time windows, a car-reducing module, and a distance reduction module. The objective function of the proposed algorithm is to find the minimum number of vehicles and then the shortest total routing distance. The insertion method, the λ-interchange, and the simulated annealing algorithm are introduced in the initial, the car-reducing, and the distance reduction modules respectively.
Experiments are compared with the world classic Solomon’s problems. The empirical results on VRPTW have shown the proposed algorithm has near best-solution performance with quick computing time. Moreover, the model of VRPFTW is established and analyzed. This new hybrid meta-heuristic algorithm can help the managers to determine, a cost-effective routing plan for VRPFTW, that is essential in the field of modern supply chain delivery.
目 錄
摘 要 i
ABSTRACT ii
誌 謝 iii
目 錄 iv
表目錄 vi
圖目錄 vii
1. 緒論 1
1.1 研究背景與動機 1
1.2 研究目的 3
1.3 研究範圍 3
1.4 研究流程 4
2. 文獻探討 7
2.1 車輛途程問題(Vehicle Routing Problem, VRP) 7
2.2 具時窗限制之車輛途程問題(Vehicle Routing Problem with Time Window, VRPTW) 10
2.2.1 時間窗 10
2.2.2 VRPTW的基本模式 11
2.3 模糊時窗限制之車輛途程問題(Vehicle Routing Problem with Fuzzy Time Window, VRPFTW) 13
2.3.1 模糊理論 13
2.3.2 模糊運算 14
2.3.3 時間窗模糊化 15
2.4 VRP求解方法 15
2.4.1 簡單啟發式解法 16
2.4.2 路線交換法 19
2.4.3 巨集啟發式解法 21
2.5 文獻小結 28
3. 研究方法 29
3.1 問題定義與假設 29
3.2 數學模式之建構 30
3.3 模糊與解模糊 32
3.3.1 模糊化 32
3.3.2 解模糊化 33
3.4 起始解建構模組 34
3.5 車輛縮減建構模組 36
3.6 路線改善模組 38
3.6.1 模擬退火法(Simulated Annealing,SA) 38
3.6.2 路線交換法 41
4. 結果與分析 42
4.1 測試例題說明 42
4.2 實驗環境 43
4.3 參數設定 43
4.4 實驗結果 44
4.4.1 本研究起始解 44
4.4.2 VRPTW最佳解 45
4.4.3 VRPFTW最佳解 48
5. 結論 50
參考文獻 51
附錄 56
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