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云制造环境下基于双层规划的资源优化配置模型
引用本文:陈友玲,段克华,刘舰,王龙.云制造环境下基于双层规划的资源优化配置模型[J].计算机应用研究,2019,36(12).
作者姓名:陈友玲  段克华  刘舰  王龙
作者单位:重庆大学机械传动国家重点实验室,重庆400044;重庆大学机械传动国家重点实验室,重庆400044;重庆大学机械传动国家重点实验室,重庆400044;重庆大学机械传动国家重点实验室,重庆400044
基金项目:国家自然科学基金资助项目(71271224,71671020)
摘    要:为了解决云制造环境下制造资源的优化配置问题,综合考虑需求与服务双方以及云平台运营方的利益,提出了一种基于双层规划的资源优化配置模型。该模型以前景理论结合多约束多属性评价体系求解出的供需双方满意度作为上层规划的优化目标;以云平台资源利用率最大化为下层规划的优化目标;通过双层规划并采用改进的i-NSGA-II-JG算法对多目标制造资源配置问题进行求解。最后,通过算例仿真实验证明了该模型的可行性和优越性。

关 键 词:云制造  资源优化配置模型  双层规划  前景理论  i-NSGA-Ⅱ-JG算法
收稿时间:2018/9/10 0:00:00
修稿时间:2019/10/24 0:00:00

Manufacturing resource allocation model based on bi-level programming in cloud manufacturing
CHEN Youling,DUAN Kehu,LIU Jian and WANG Long.Manufacturing resource allocation model based on bi-level programming in cloud manufacturing[J].Application Research of Computers,2019,36(12).
Authors:CHEN Youling  DUAN Kehu  LIU Jian and WANG Long
Affiliation:Chongqing University,,,
Abstract:In order to solve the problem of manufacturing resource allocation in cloud manufacturing environment, this paper proposed an optimal resource configuration model based on bi-level programming which had been added the both interests of demand and service parties and cloud platform operators. It designed the higher-level planning of model by the both satisfaction combined with foreground theory and fixed evaluation system by multi-constraint and multi-attribute. It designed the lower-level planning of model that maximizing the utilization of resources was optimal goal. Through bi-level planning method and the improved i-NSGA-II-JG algorithm, it solved the multi-objective manufacturing resource allocation problem. Finally, it proved the feasibility and superiority of the model by numerical simulation experiment.
Keywords:cloud manufacturing  resource optimization configuration model  bi-level programming  foreground theory  i-nsga-ii-jg algorithm
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