大型煤炭企业供应链多目标优化研究
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摘要
在构建大型煤炭企业供应链结构的基础上,分析了煤炭供应链不确定性的因素,进而建立了大型煤炭企业供应链系统的多目标优化模型,模型以利润最大化和客户满意度最大化为目标;而且设计了广义遗传算法求解非线性多目标决策模型,并证实广义遗传算法比传统的遗传算法在求解供应链问题上更具优势.最后通过实证得出结论,模型符合大型煤炭企业实际情况.
In the construction of large-scale coal enterprise supply chain structure, analysis of the coal supply chain uncertain factors, for the purpose of research on large coal enterprise's supply chain optimization problems, we establish a multi-objective optimization model for large coal enterprise's supply chain system in this paper. The model aims to make the most profits and the maximize customer satisfaction. In this paper, designed a generalized genetic algorithm for solving nonlinear multi-objective decision-making model, and confirmed the advantages of generalized genetic algorithm than traditional genetic algorithm in solving supply chain problems. Finally, the article concluded that the model conforms to the actual situation of large coal enterprises.
In the construction of large-scale coal enterprise supply chain structure, analysis of the coal supply chain uncertain factors, for the purpose of research on large coal enterprise's supply chain optimization problems, we establish a multi-objective optimization model for large coal enterprise's supply chain system in this paper. The model aims to make the most profits and the maximize customer satisfaction. In this paper, designed a generalized genetic algorithm for solving nonlinear multi-objective decision-making model, and confirmed the advantages of generalized genetic algorithm than traditional genetic algorithm in solving supply chain problems. Finally, the article concluded that the model conforms to the actual situation of large coal enterprises.
引文
[1] Hasan Selim, Irem Ozkarahan. A supply chain distribution network design model:An interactive fuzzy goal programming-based solution approach[J]. The International Journal of Advanced Manufacturing Technology, 2008(36):401-418.
[2] Alonso-Ayuso A, Escudero L F, Garin A, Ortuno M T, Perez G. An approach for strategic supply chain planning under uncertainty based on stochastic 0-1 programming[J]. Journal of Global Optimization, 2003(26):97-124.
[3]赵天智,金以慧.基于依赖关系的供应链优化协调[J].计算机集成制造系统,2004(8):60-64.
[4]胡招娣,黄承锋,梁喜.基于客户满意度的供应链优化模型研究[J].物流技术,2010(15):97-101.
[5] Natashia Boland, Thomas Kalinowski, Hamish Waterer, Lanbo Zheng.Mixed integer programming based maintenance scheduling for the Hunter Valley coal chain[J]. Journal of Scheduling, 2012(9):118-142.
[6]彭晨,岳东.基于开放式功能体系的煤炭供应链结构研究[J].煤炭学报,2003(3):104-109.
[7]彭晨,岳东.煤炭供应链的工作流描述方法[J].南京师范大学学报(工程技术版),2004(2):50-53.
[8]武云亮,黄少鹏.我国煤炭物流网络体系优化及其政策建议[J].中国煤炭,2007, 34(1):27-33
[9]彭扬.遗传算法求解供应链协作供应问题[J].中国管理科学,2005(13):323-326.
[10]姜辉.大型煤炭企业农内部供应链的构建与优化研究[D].徐州:中国矿业大学,2009.
[11]雷英杰,张善文等.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.
[12]胡桂武.求解供应链优化问题的广义遗传算法[J].计算机工程与应用,2008, 44(28):15-21.
[2] Alonso-Ayuso A, Escudero L F, Garin A, Ortuno M T, Perez G. An approach for strategic supply chain planning under uncertainty based on stochastic 0-1 programming[J]. Journal of Global Optimization, 2003(26):97-124.
[3]赵天智,金以慧.基于依赖关系的供应链优化协调[J].计算机集成制造系统,2004(8):60-64.
[4]胡招娣,黄承锋,梁喜.基于客户满意度的供应链优化模型研究[J].物流技术,2010(15):97-101.
[5] Natashia Boland, Thomas Kalinowski, Hamish Waterer, Lanbo Zheng.Mixed integer programming based maintenance scheduling for the Hunter Valley coal chain[J]. Journal of Scheduling, 2012(9):118-142.
[6]彭晨,岳东.基于开放式功能体系的煤炭供应链结构研究[J].煤炭学报,2003(3):104-109.
[7]彭晨,岳东.煤炭供应链的工作流描述方法[J].南京师范大学学报(工程技术版),2004(2):50-53.
[8]武云亮,黄少鹏.我国煤炭物流网络体系优化及其政策建议[J].中国煤炭,2007, 34(1):27-33
[9]彭扬.遗传算法求解供应链协作供应问题[J].中国管理科学,2005(13):323-326.
[10]姜辉.大型煤炭企业农内部供应链的构建与优化研究[D].徐州:中国矿业大学,2009.
[11]雷英杰,张善文等.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.
[12]胡桂武.求解供应链优化问题的广义遗传算法[J].计算机工程与应用,2008, 44(28):15-21.