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題名:應用類神經網路於物流中心區位及車輛排程問題之探討
書刊名:工業工程學刊
作者:池文海 引用關係傅家啟劉興鴻
作者(外文):Chih, WenhaiFu, JachihLiu, Shinhong
出版日期:2000
卷期:17:1
頁次:頁25-39
主題關鍵詞:物流中心區位-車隊規模-排程整合模式霍普菲爾-坦克類神經網路Distribution centerLocation fleet-size routing modelHopfield-tank neural network
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(0) 博士論文(0) 專書(0) 專書論文(0)
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  • 共同引用共同引用:3
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     隨著工商業的競爭越形激烈,業界漸漸體會到,物流是企業體本身保持競爭優勢並且永續生存的重要因素之一,本研究針對物流中心整體規劃中的區位問題,加入車輛及排程因素的考量,形成一個區位一車隊規模一排程整合模式,並應用類神經網路中的霍普菲— 坦克類神經網路(Hopfield-Tank Neural Network)加以求解,其中必須進行能量函數、運動方程式等的修正,使之符合此區位整合模式的特性;然後以實驗設計的方法,分析網路中主要參數之間的範圍及最適參數組合,並對其顯著性項目進行敏感度分析。在實例驗證中,霍普菲爾—坦克類神經網路,對於最佳區位之選擇,展現了高達100%的正判率,同時也節省了大量的運算時間。
     Choosing the right location for distribution centers is crucial to the long-term competitiveness of enterprises ranging from distribution services to large-scale manufacturers. This paper presents a neural network based method for the integrated planning of distribution centers which considers the location, fleet size, and routing factors. The network is based on the Hopfield-Tank model, with the energy function and equation of motion tailored to the location integrated model. The practical use of the network is demonstrated by giving it various combinations of input values in several example problems. The output is used to analyze the range of problem solutions and perform sensitivity analysis. In all of example problems, the Hopfield-Tank Neural network executed rapidly and yielded good practical solutions.
期刊論文
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2.Aikens, C. H.(1985)。Facility Location Models for Distribution Planning。European Journal of Operational Research,22(3),263-279。  new window
3.Klincewicz, J. G.、Luss, H.、Pilcher, M. G.(1990)。Fleet Size Planning when Outside Carrier Service Are Available。Transportation Science,24,169-182。  new window
4.Hopfield, J. J.、Tank, D. W.(1985)。Neural' computation of decisions in optimization problems。Biological Cybernetics,52,141-152。  new window
5.Geoffrion, A. M.、Graves, G. W.(1974)。Multicommodity Distribution System Design by Benders Decomposition。Management Science,20(5),822-844。  new window
6.蔡輝昇(1985)。配送中心位置和運輸路線問題聯立最佳解之研究。運輸計劃季刊,14(1),117-128。new window  延伸查詢new window
7.Wilson, G. V.、Pawley, G. S.(1988)。On the stability of the traveling salesman problem algorithm of Hopfield and Tank。Biological Cybernetics,57,63-70。  new window
8.Wang, Jun、Chankong, V.(1992)。Recurrent neural networks for linear programming: analysis and design principles。Computers & Operations Research,19(3),297-311。  new window
9.Verter, V.、Dincer, M. C.(1995)。Facility location and capacity acquisition: an integrated approach。Navel Research Logistics,42,1141-1160。  new window
10.Daskin, M. S.、Perl, J.(1985)。A Warehouse Location-routing Problem。Transportation Research, Part B: Methodological,19(5),381-396。  new window
11.Austin, M.、Burns, J. R.、Lin, Y.(1992)。An intelligent algorithm for mixed-integer programming models。Computers & Operations Research,19(6),461-468。  new window
12.Yu, C. S.、Luss, H.、Klincewicz, J. G.(1988)。A large-scale multilocation capacity planning model。European Journal of Operational Research,35,237-250。  new window
13.Luss, H.、Klincewicz, J. G.(1986)。A Lagrangian Relaxation Heuristic for Capacitated Facility Location with Single-source Constraints。Journal of the Operational Research Society,37(5),495-500。  new window
14.Kamgar-Parsi, B.(1990)。On problem solving with Hopfield neural networks。Biological Cybernetics,62,415-423。  new window
15.Robinson, E. P.、Gao, L. L.(1994)。Uncapacitated facility location: general solution procedure and computational experience。European Journal of Operational Research,76(3),410-427。  new window
16.Benjamin, C. O.、Gaber, M. T.(1992)。Classifying U. S. manufacturing plant locations using an artificial neural network。Computers and Industrial Engineering,23(2),101-104。  new window
17.Erlenkotter, D.(1978)。A dual-based procedure for uncapacitated facility location。Operations Research,26(6),992-1009。  new window
18.Charnes, A.、Cooper, W. W.(1959)。Chance constrained programming。Management Science,5(3),73-79。  new window
19.Burke, L. I.、Ignizio, J. P.(1992)。Neural networks and operations research: an overview。Computers & Operations Research,19(3),179-189。  new window
20.Wolfe, P.、Baumol, W. J.(1958)。Warehouse location。Operations Research,6,252-263。  new window
21.Benjamin, C. O.、Riordan, C. A.、Gaber, T.、Chi, S. C.(1995)。Comparing BP and ART neural network classifiers for facility location。Computers and Industrial Engineering,28(1),43-50。  new window
會議論文
1.張光華、張添盛、詹弘康(1995)。多重迴圈物流配送路徑之啟發式規劃方法。沒有紀錄。771-780。  延伸查詢new window
學位論文
1.邱明琦(1991)。都市貨運聯合轉運中心可行性之研究,臺南。  延伸查詢new window
2.郭振峰(1992)。配送中心區位選擇之研究,臺南。  延伸查詢new window
3.陳坤能(1990)。應用類神經網路於超大型積體電路之佈圖壓縮,臺南。  延伸查詢new window
圖書
1.張世富(1990)。數值分析。數值分析。臺北。  延伸查詢new window
2.趙義隆(1991)。物流中心的策略定位。物流中心的策略定位。臺北。  延伸查詢new window
3.周政宏(1996)。神經網路-理論與實務。神經網路-理論與實務。臺北。  延伸查詢new window
4.Nemhauser, G. L.、Cornuejols, G.、Wolsey, L. A.(1990)。The Uncapacitated Facility Location Problem。Discrete Location Theory。New York, NY。  new window
 
 
 
 
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