逆向物流网络建模与优化
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摘要
逆向物流是伴随着可持续发展和客户满意度提高而产生和发展的,随着环境保护重视程度的增大和废旧资源再利用价值的明显,许多企业都纷纷构建自己的逆向物流体系,回收废旧资源用以创造新的经济效益。逆向物流网络是整个逆向物流体系运作的基础和关键,经济、高效的逆向物流网络是许多企业构建的目标。因此,如何构建出合理的逆向物流网络在逆向物流领域具有实际的研究价值。
     本文正是基于以上背景,在国内外对逆向物流网络研究成果的基础上,从确定性和不确定性两个方面对逆向物流网络进行了建模和优化。文章从逆向物流的概念着手,综合了国内外对逆向物流的定义,系统地诠释了逆向物流的内涵。之后,对逆向物流网络进行了系统的分析,从八个不同的角度对逆向物流网络的类型进行了划分,为网络的构建提供了基础和前提。本文的核心部分在于逆向物流网络模型的构建,文章构建了两个模型。第一个模型研究了确定情况下,由企业主导的多产品、多层次的正、逆整合型网络模型,该模型融合了开环和闭环的两种回流模式,模型设置了回收点、再处理中心、资源再生中心和再制造厂四级处理设施,同时考虑到再制造和再循环两种类型的回流特点,并设计了相应的遗传算法求解;第二个模型研究了数量不确定情况下的单产品、开环型逆向物流网络模型,模型设置了回收点和再处理中心两级处理设施,并且设计了由遗传算法、Monte Carlo模拟、线性规划相结合的混合智能算法进行求解。两个模型均给出算例对算法的有效性进行了验证,并对比了设计算法与传统优化方法的求解结果,同时对智能优化方法的参数进行了灵敏度分析。最后,对本文的研究内容和下一步的研究方向作出了总结和展望。
Reverse logistics is developed with sustainable development and servings. With the increased environmental concerns and evident value of returns, plenty of enterprises started their reverse logistics career for gaining more profit. Reverse logistics network is the base and sticking point, economical and efficient network is the goal of most enterprises. Therefore, how to design an appropriate reverse logistics network has practical value on research.
     In the view of this, this paper design and optimize reverse logistics networks on certain and uncertain conditions. First, Chapter one and two put forward a new concept of reverse logistics, and plot out eight types of network. Second, Chapter there designs a network model with certain condition for enterprise with multi-product, multi-hierarchy and two flows of logistics, this model contains four hierarchies which is collection site, reprocessing centre, recycling centre, remanufacturing factory, and includes functions of remanufacturing and recycling, then optimize the model with Genetic Algorithms. Chapter four designs a network model with uncertain condition for open-loop network, contains two hierarchies of collection site and reprocessing centre, then optimize the model with mixed intelligent optimization composed by Genetic Algorithms, Monte Carlo simulation and linear programming. Both models give a case study, compare the result of traditional optimization and intelligent optimization, and analyze diversification on parameters. Finally, Chapter five sums up content and deficiency of paper.
引文
[1]Guiltinan J P, Nwokoye N G. Developing distribution channels and systems in the emerging recycling industries[J].International Journal of Physical Distribution, 1975,6(1):28-38
    
    [2]Harold Krikkle, Costas P .Pappos,Giannis T .Tsoulfas,Jacqueline Bloemhof. Design Principles for Closed Loop Supply Chains: OptimizingEconomic, Logistic And Enivronmental Performance[R].ERIM Report Serise Research in Management, ERS-2001-62-LIS, The Netherlans, 2001
    
    [3]Fleischmann M.Reverse Logistics Network Structures and Design[R].ERIM Report Series Research In Management,ERS-2001-52-LIS, Erasmus University Rotterdam, The Netherlands, 2001
    
    [4]De Brito M P,Dekker R. Reverse Logistics- a framework[J].Econometric Institute Report EI2002-38,Erasmus University Rotterdam, the Netherlands. 2002
    
    [5]Markus Biehl, Edmund Prater Assessing performance and uncertainty in developing carpet. reverse logistics systems [J].Computers &Operations Research,2005,3
    
    [6]Spengler T,Puchert H,Penkuhn T,et al.Environmental Intergrated Introduction and Recycling Management[J].European Journal of Operational Research, 1997,2:308-326
    
    [7]Barros, A.I., Dekker, R., and Scholten, V. (1998).A two-level network for recycling sand:a case study[J].European Journal of Operational Research,110:119-214
    
    [8]Jayaraman V,Guide V D R Jr,Srivastava R A.A Closed-loop Logistics model for remanufacturing[J].Journal of the Operational Research Society,1999,50:497-508
    
    [9]Louwers,D.,Kip,B.J.,Peters,E.,Souren,F.,and Flapper,S.D.P.(1999).A facility location allocation model for reusing carpet materials[J].Coumputer and Industrial Engineering 36:855-869
    
    [10]Shih,L.(2001).Reverse logistics system planning for recycling electrical appliances and computers in Taiwan.Resources[J],Conservation and Recycling,32:55-72
    
    [11]Tung-Lai Hu, Jiuh-I3iing Sheu, Kuan-Hsiung Huang. A reverse logistics cost minimization model for the treatment of hazardous wastes[J].Transportation Research Part E:Logistics and Transportation Review,2002,38(6): 457-473
    
    [12] Hokey Min, Hyun Jeung Ko, Chang Seong Ko. A genetic algorithm approach to developing the mufti-echelon reverse logistics network for product returns [J].The International Journal of Management Science,2004,10:56-69
    
    [13]Joaquin Bautista, Jordi Pereira.Modeling the problem of locating collection areas for urban waste management. An application to the metropolitan area of Barcelona. The International Journal of Management Science 2006(34): 617-629
    
    [14]Jiuh-Biing Sheu .A coordinated reverse logistics system for regional management of multi-source hazardous wastes [J] .Computers&Operations Research, 2007, 34:1442-1462
    
    [15] S. Kara, F. Rugrungruang, H. Kaebernick. Simulation modelling of reverse logistics networks [J].International journal of production economics, 2007,106:61-69
    
    [16] Berger T, Debaillie B.Location of disassembly centers for reuse to extend an existing distribution network [D].Master's Dissertation.Belgium: University of Leuven, 1997
    [17]Matin A,Pelegrin B.The Return Plant Location Problem:Modelling and Resolution [J].European Journal of Operational Research,1998,104:375-392
    [18]Ko Hyun-Jeung,Min Hokey.The Dynamic Design of a Reverse Logistics Network for Repair Facilities[J].UPSi and LoD1 Working Papers,2003,11
    [19]Anna Nagurney,Fuminori Toyasaki.Reverse supply chain management and electronic waste recycling:a multitered network equilibrium framework for e-cycling[J].Transportation Research,2005(41):1-18
    [20]Der-Horng Lee,Meng Dong.A heuristic approach to logistics network design for end-of-lease computer products recovery[J].Transportation research,2007,106:1-20
    [21]Matia Isabel Gomes Salema,Ana Paula Barbosa-Povoa,Augusto Q.Novais.An optimization model for the design of a capacitated mufti-product reverse logistics network with uncertainty[J].2007,179:1063-1077
    [22]朱道立,崔益明,陈朱妮.逆向物流系统和技术[J].复旦学报(自然科学版).2003,42(5):673-679
    [23]马祖军,代颖,张殿业.逆向物流网络结构与设计[J].物流技术.2004,4:12-14
    [24]达庆,黄祖庆,张钦.逆向物流系统结构研究的现状及展望[J].中国管理科学,2004,12(1):31-138
    [25]张华歆.逆向物流的网络结构和设计[J].上海海事大学学报,2004,5(4):41-46
    [26]夏绪辉,刘飞.逆向供应链物流的内涵及研究发展趋势[J].机械工程学报,2005,41(4):103-109
    [27]孙林岩,王蓓.逆向物流的研究现状和发展趋势[J].中国机械工程,2005,5(16):928-934
    [28]张贝.逆向物流网络设计复杂性分析及研究现状[J].物流技术,2005,12:41-43
    [29]刘文杰,郭彩芬,王宁生.逆向物流体系及其模型应用研究[J].机械科学与技术,2005,12(24):1455-1459
    [30]蒋洪伟,韩文秀.产品回收模型研究[J].中国机械工程,2000,11(9):1022-1023
    [31]糜仲春,苗缅云.废旧家电回收再利用的反向物流系统模型研究[J].科技进步与对策2003,10:21-24
    [32]米宁.基于逆向物流管理的产品回收网络规划研究[D].大连海事大学硕士论文,2003
    [33]岳辉.第三方逆向物流决策与网络构建[D].西南交通大学硕士学位论文,2004
    [34]李海婴,蔡长术,翟运开.浅议逆向物流网络结构及其设计-以汽车业为例[J].物流技术,2004,1169-1171
    [35]马祖军,张殿业,代颖.再制造逆向物流网络优化设计模型研究[J].交通运输工程与信息学报,2004,2(2):53-58
    [36]曹振宇.逆向物流网络中的选址问题研究[D].浙江大学硕士学位论文,2004
    [37]马丹祥.逆向物流网络设计优化模型研究[D].西南交通人学硕士学位论文,2005
    [38]代颖,马祖军.基于二阶段随机规划的制造再制造集成物流网络优化设计[J].系统工程,24(3):8-14
    [39]代颖,马祖军,刘飞.再制造闭环物流网络优化设计模型[J].中国机械工程,2006,6(8):809-814
    [40]代颖.再制造物流网络优化设计问题研究[D].西南交通大学博士学位论文,2006
    [41]岳辉.不确定环境下再利用逆向物流网络构建研究[D].西南交通大学博士学位论文,2007
    [42]J.R.Stock.Reverse Logistics.Council of Logistics Management,Oak Brook,IL,1992.
    [43]T.L.Pohlen and T.Farris.Reverse logistics in plastics recycling.International Journal of Physical Distribution&Logistics Management,22(7),1992.
    [44]J.R.Stock.Development and implementation of Reverse Logistics programs.Council of Logistics Management,Oak Brook,IL,1998
    [45]Rogers D.S.,Tibben-Lembke R.S.Going Backwars:Reverse Logistics Trends and Practices.Reverse Logistics Executive Council,1998
    [46]王长琼.逆向物流[M].北京:中国物资出版社,2007:3
    [47]汪定伟,王俊伟,王洪峰等.智能优化方法[M].北京:高等教育出版社,2007,4
    [48]丁永生.计算智能—理论、技术与应用[M].北京:科学出版社,2006,4:135-150
    [49]雷英杰,张善文,李继武等.MATLAB遗传算法工具箱及应用[M].西安:西安电子科技大学出版社,2006:4
    [50]刘宝锭,彭锦.不确定理论教程[M].北京:清华大学出版社,2005,7:21-69
    [51]Zhou J and Liu B.New stochastic models for capacitated location-allocation problem.Computers&Industrial Engineering,2003,45(1):111-125