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研究生: 黃建文
Huang, Chien-Wen
論文名稱: 封閉式供應鏈之隨機最佳化模型
Stochastic Optimization Modeling of Closed-Loop Supply Chain
指導教授: 蘇哲平
口試委員: 廖崇碩
吳政鴻
學位類別: 碩士
Master
系所名稱: 工學院 - 工業工程與工程管理學系
Department of Industrial Engineering and Engineering Management
論文出版年: 2012
畢業學年度: 100
語文別: 中文
論文頁數: 118
中文關鍵詞: 再製造封閉式供應鏈隨機最佳化
外文關鍵詞: remanufacturing, closed-loop supply chain, stochastic optimization
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  • 本研究以動態隨機最佳化來探討封閉式供應鏈。核心元件的主要回收來源為新產品與再製品市場,回收來的核心元件會因為新舊的不同程度而有了品質上的差異,因此具有不確定性。在每一期,企業必須要決定生產多少新產品和再製品以及新舊市場核心元件的回收數量。因此本研究採用連續決策過程(Sequential Decision)來建構整個數學模式,並採用數值迭代法(Value Iteration Algorithm)來進行求解,整個求解的目標是銷售利潤最大化。而整個模型的穩態解可以用來探討庫存水準和各決策之間的關係。最後我們會把動態模型拿來和目前常用的策略進行比較,而動態模型的結果會顯示出在哪些情況下比較好。另外我們會針對不同的參數如何影響決策來進行探討。


    This paper presents a stochastic optimization model for a closed-loop supply chain. The core component can be recycled from either new or used market. The quality of recycled core component is uncertain. In each period, the manager has to decide how many new products to produce, how many used products to remanufacture, and how many core components to recycle from new and used market. The objective is to maximize the profit.

    An efficient value iteration algorithm is developed to solve the problem. The stationary solutions provide relationships between values of decision variables and inventory levels. The performance of dynamic policy is compared with two common practices. The result shows that dynamic policy is desirable in certain conditions. Managerial insights regarding how parameters impact decision variables are discussed.

    摘要 ii ABSTRACT iii 第一章 緒論 1 1.1研究動機 1 1.2研究目的 3 1.3研究方法與流程 3 1.4研究架構 5 第二章 文獻探討 6 2.1 產品回收管理與再製造議題 7 2.2 產品銷售與營運管理議題 9 2.3 小結 10 第三章 問題描述與模式建構 11 3.1 問題描述與假設 11 3.2 問題模式之參數與決策變數 13 3.3 數學模式建構 15 3.4 求解數學模式之演算法 18 第四章 模型驗證分析與比較 20 4.1 執行系統環境與邏輯 20 4.2 實驗設計 22 4.2.1 無蠶食效應 22 4.2.2 具有蠶食效應 24 4.3 程式驗證與模擬比較 27 4.3.1 eM-plant 模型建立 27 4.3.2 無蠶食效應模型正確性驗證 28 4.3.3 蠶食效應模型正確性驗證 28 4.4 動態規劃與Base Stock Level 比較 29 4.5 模型績效表現與分析 31 4.5.1 無蠶食效應模型 31 4.5.2 蠶食效應模型 33 4.6 小結 36 第五章 問題描述與模式建構 38 5.1 無蠶食效應模型 38 5.1.1 回收短缺數期望值相等,變異數增加 38 5.1.2 回收短缺數變異數相等,期望值增加 45 5.2 蠶食效應模型 50 5.2.1 回收短缺數期望值相等,變異數增加 50 5.2.2 回收短缺數變異數相等,期望值增加 56 5.3 小結 61 第六章 結論與未來研究 64 6.1 結論 64 6.1 未來研究 65 參考資料 66 附錄A. 69 附錄B 75

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