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研究生:楊思駿
研究生(外文):Jimmy Yang
論文名稱:應用免疫演算法於逆物流存貨模式之研究
論文名稱(外文):Using Immune Algorithms for Inventory Model with Reverse Logistic
指導教授:丁介人丁介人引用關係
指導教授(外文):Jett Ding
學位類別:碩士
校院名稱:南台科技大學
系所名稱:工業管理研究所
學門:商業及管理學門
學類:其他商業及管理學類
論文種類:學術論文
論文出版年:2006
畢業學年度:94
語文別:中文
論文頁數:75
中文關鍵詞:逆物流存貨管理免疫演算法
外文關鍵詞:Reverse logisticInventoryImmune algorithm
相關次數:
  • 被引用被引用:11
  • 點閱點閱:527
  • 評分評分:
  • 下載下載:143
  • 收藏至我的研究室書目清單書目收藏:4
近年來環保意識的抬頭與政府法令的規定,使得逆物流漸漸成為企業界所重視的議題。透過逆物流機制,可得回收之產品經過適當的檢驗整理後重新轉換為生產的原物料,提供一般正常生產之用。如此不但可為回收品找到最大效用的處理方法,也可降低原物料採購成本、提高系統總收益。但是此種整合逆物流來源的生產程序也會影響傳統的生產系統,使得存貨管理變得複雜不易。
本研究建立考量逆物流機制之存貨管理模式。模式考量包括逆物流回收比率、回收處理時間、回收品堪用數量、回收品再製與丟棄策略、與各項回收成本等因素。這些因素將影響存貨系統中各種原物料之經濟訂購量、經濟生產批量等決策之制定。
考量存貨系統經常會受環境變化影響而需隨時調整,為能更快搜尋到最佳存貨決策,本研究利用免疫演算法中『記憶』的特性,將過去歷史最佳解資料記憶於記憶庫中。當面臨新問題(抗原)的時候,即可執行辨識程序,以迅速增生合適匹配之解(抗體),如此將可快速找到最佳解,提高系統快速反應的能力。
經由實證測試結果發現,應用免疫演算法最佳化搜尋程序,能快速制定最佳化之逆物流存貨政策,使整體供應鏈成本最低、效益最大。
Recently, reverse logistic becomes one of the important issues for all business. Through reverse logistic mechanism, the used products can be recycled from customers to manufacturer and transformed into the raw materials by certain proper inspection and process. These processes not only establish a better solution for the recovery goods, but also reduce the purchasing cost of raw materials. However, it also impacts the traditional production system such as logistic management and inventory control policy.
In this article, an inventory management system with reverse logistic was proposed, and then an inventory cost model was formed. In order to find the inventory policy quickly, we applied immune algorithms to solve these problems. Based on the memory characteristic, immune algorithms go over in solution history and distinguish the best memory in storehouse when facing a new problem. We also proposed some modifications within these processes to improve the performance.
The experimental results showed the proposed model with the immune algorithms can solve reverse logistic inventory policy in a quicker and easier manner. It also provided a more realistic model to managers.
中文摘要 I
英文摘要 II
目 次 III
圖目錄 V
表目錄 VII
第一章 緒論 1
1.1 研究動機 1
1.2 研究目的 2
1.3 研究範圍與限制 2
1.4 研究流程 3
1.5 研究大綱 4
第二章 文獻探討 5
2.1 供應鏈 5
2.2 逆物流 7
2.3 逆物流存貨模式 13
2.4 逆物流總成本存貨模式 16
2.5 遺傳演算法 20
2.6 免疫演算法 24
2.7 免疫演算法之應用 28
第三章 研究方法 30
3.1 MAC模式 30
3.2 MDCF模式 37
3.3 建置免疫演算法 39
3.4 免疫演算法流程 43
第四章 模式求解與分析 48
4.1 測試程式說明 48
4.2 參數設定 53
4.3 模式求解 54
4.4 敏感度分析 60
第五章 結論 70
5.1 結論 70
5.2 未來研究方向 71
參考文獻 72
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