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  • 學位論文

和聲搜尋法於巨大廢棄物回收網路設計之探討

Applying Harmony Search to the Bulky Waste Recycling Network Design Problem

指導教授 : 張美香

摘要


巨大廢棄物包含廢棄的家具、腳踏車、修剪的樹枝和裝潢廢棄物等。不同種類的巨大廢棄物需要不同的處理流程來處理,主要的處理方式為修繕和拆解、破碎。本研究延用Chang and Wu (2009) 之巨大廢棄物隨機網路設計模式。此外,因為隨機網路設計問題為NP-hard問題,所以本研究發展一啟發式演算法—和聲搜尋法以求解此問題。並利用案例測試此演算法的有效性並且跟基因演算法之求解比較其差異性。在參數分析中,尋找並設定合適的參數,以改善和聲搜尋法的求解速度與求解品質。敏感度分析中,測試不同的參數變化對於隨機網路問題求解的影響。最後,根據本研究的案例測試結果,提出研究的結論與建議。

並列摘要


Bulky waste includes disused furniture, old bicycles, lopping, and waste upholstery etc. Disintegrating, crumbling and repairing are the main disposition of bulky waste. It depends on the kinds of bulky waste to dispose them. This thesis extends the research about the stochastic network design of bulky waste recovery by Chang and Wu (2009). Because this problem is NP-hard, this study develops a meta-heuristic algorithm based on harmony search to solve it. Several numerical examples are utilized to demonstrate the validness of the developed algorithm and to compare with genetic algorithm. The parameter analysis of this harmony search-based algorithm is done to increase the quality and the speed of searching processes. Sensitivity analysis is performed to understand the influence of different parameters on the stochastic network design problem. Finally, some conclusions and suggestions are provided according to the testing results.

參考文獻


25. 吳冠勳 (2008) ,應用基因演算法於巨大廢棄物處理廠之隨機區位選擇問題,私立中原大學土木工程學系碩士論文。
3. Fleischmann, M., Bloemhof-Ruwaard, J.M., Dekker, R., van Der Laan, E., van Nunen, J.A.E.E., and van Wassenhove, L.N. (1997). “Invited Review, Quantitative Models for Reverse Logistics: A Review,” European Journal of Operational Research, Vol. 103, pp. 1-17.
4. Fleischmann, M., Krikke, H.R., Dekker, R., and Flapper, S.D.P. (2000). “A Characterization of Logistics Networks for Product Recovery,” Omega, Vol. 28, No. 6, pp. 653-666.
5. Geem, Z.W., Kim, J.H., and Loganathan, G.V. (2001). “A New Heuristic Optimization Algorithm: Harmony Search,” Simulation, Vol. 76, No. 2, pp. 60-68.
8. Geem, Z.W. (2008). “Novel Derivative of Harmony Search Algorithm for Discrete Design Variables,” Applied Mathematics and Computation, Vol. 199, pp. 223-230.

被引用紀錄


顧庭禎(2011)。和聲搜尋演算法應用於不等面積設施佈置問題〔碩士論文,中原大學〕。華藝線上圖書館。https://doi.org/10.6840/cycu201100125
李偉菁(2011)。可用資源成本之專案排程問題求解 - 和聲搜尋基礎之啟發式演算法應用〔碩士論文,中原大學〕。華藝線上圖書館。https://doi.org/10.6840/CYCU.2011.00066
張瑜庭(2011)。應用和弦演算法於投資組合最佳化問題之研究〔碩士論文,元智大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0009-2801201414582767
高啟倫(2011)。應用和聲搜尋法於設施佈置問題之研究〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0006-3006201118344000

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