首页 | 本学科首页   官方微博 | 高级检索  
     

基于PIWOA的绿色闭环供应链网络多目标模糊优化设计
引用本文:董海,吴瑶.基于PIWOA的绿色闭环供应链网络多目标模糊优化设计[J].工业工程,2021,24(4):27-35.
作者姓名:董海  吴瑶
作者单位:沈阳大学 应用技术学院,辽宁 沈阳 110044;沈阳大学 机械工程学院,辽宁 沈阳 110044
基金项目:国家自然科学基金资助项目(71672117);国家社会科学基金资助项目(16BZX024)
摘    要:针对闭环供应链网络优化设计问题,建立了一种基于Me测度的闭环供应链网络多目标优化设计模型,以此降低供应链网络设计中不确定性因素在求解时的影响。首先,针对多层级闭环供应链网络,建立以成本最小、CO2排放量最小以及社会效益最大为目标的优化函数,并采用Me测度和三角模糊数对模型及相关约束进行模糊处理,得到不确定性闭环供应链网络优化模型;其次,在原有鲸鱼算法的基础上,引入变异收敛因子,增强其搜索能力,并将Pareto引入改进后的鲸鱼算法求解所建模型;最后,通过数值实例和仿真分析验证算法在搜索能力、时间以及优化目标函数值等方面具有较强的优势和性能。

关 键 词:闭环供应链网络设计  模糊优化  三角模糊数  鲸鱼算法  不确定性模型
收稿时间:2020-03-09

Green Closed-loop Supply Chain Network Based on PIWOA Multi-objective Fuzzy Optimal Design
DONG Hai,WU Yao.Green Closed-loop Supply Chain Network Based on PIWOA Multi-objective Fuzzy Optimal Design[J].Industrial Engineering Journal,2021,24(4):27-35.
Authors:DONG Hai  WU Yao
Affiliation:1. School of Applied Technology;2. School of Mechanical Engineering, Shenyang University, Shenyang 110044, China
Abstract:Aiming at the optimization design of closed-loop supply chain network, a multi-objective optimization design model of closed-loop supply chain network based on Me measure is established to reduce the influence of uncertainty factors in the solution of supply chain network design. Firstly, based on the multi-level closed-loop supply chain network, an optimization function with minimum cost, minimum CO2 emission and maximum social benefit is established. The Me measure and triangular fuzzy number are used to conduct fuzzy processing of the model and related constraints, and the uncertain closed-loop supply chain network optimization model obtained. Secondly, on the basis of the original whale algorithm, variable convergence factor is introduced to enhance its search ability, and Pareto introduced into the improved whale algorithm to solve the established model. Finally, numerical examples and simulation analysis verify that the algorithm has strong advantages and performance in search capability, time and optimization objective function value.
Keywords:design of closed-loop supply chain network  fuzzy optimization  triangular fuzzy number  whale algorithm  uncertainty model  
本文献已被 CNKI 万方数据 等数据库收录!
点击此处可从《工业工程》浏览原始摘要信息
点击此处可从《工业工程》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号