摘要
云制造是一种实现制造资源和能力流通的先进制造模式,而云制造服务组合是云制造中的一个关键问题。云制造平台上的部分高端制造服务具有稀缺性,在面向复杂重型装备的制造服务中尤其如此。同时,云制造过程中由于生产环境的波动而导致的产品质量损失不可忽略。考虑上述情况,在基于帕累托包络的选择算法(PESA2)的基础上,提出一个改进的双目标云制造服务组合模型及基于距离的自适应PESA2算法(DA-PESA2)。该模型考虑制造服务的稀缺性,并将产品质量损失和生产过程中的可持续性过程指标纳入模型。在DA-PESA2算法中,基于距离的自适应机制能更好地兼顾服务质量和可持续性两个目标。实验的结果及各项指标均表明,DA-PESA2算法在寻找高质量的服务组合解方面具有良好的性能。
Cloud manufacturing(CMfg)is an advanced manufacturing paradigm that enables the transactions of manufacturing resources and capabilities,and Service composition is a critical issue in CMfg.Some advanced manufacturing services for complex heavy equipment on cloud manufacturing platforms are scarce.In addition,due to the fluctuation of production environment,product quality loss that occurs to products produced in CMfg process is indispensable.Considering these issues,an improved bi-objective CMfg service composition model was proposed,as well as an algorithm called DA-PESA2.The processing capacity of CMfg service providers,product quality loss and sustainability evaluation were all incorporated into the model.In DA-PESA2,distance-based adaptive mechanism contributes to better trade-off between quality of service and sustainability.Computational results demonstrated the decent performance of DA-PESA2 in finding high quality service composition solutions.
作者
胡杨
吴锋
王红涛
HU Yang;WU Feng;WANG Hongtao(School of Management, Xi'an Jiaotong University, Xi'an 710049, China;Key Laboratory of Process Control and Efficiency Engineering, Ministry of Education, Xi'an Jiaotong University, Xi'an 710049,China;China National Heavy Machinery Research Institute,Xi'an 710032, China)
出处
《计算机集成制造系统》
EI
CSCD
北大核心
2021年第12期3639-3650,共12页
Computer Integrated Manufacturing Systems
基金
国家重点研发计划资助项目(2018YFB1703001)
陕西省软科学研究计划重点资助项目(2017KRM023)。
关键词
云制造
服务组合
服务质量
可持续性
质量损失
cloud manufacturing
service composition
quality of service
sustainability
quality loss
作者简介
胡杨(1995-),男,江苏常州人,博士研究生,研究方向:云制造、机器学习,E-mail:m13861023575@163.com;通讯作者:吴锋(1964-),男,安徽望江人,教授,博士生导师,研究方向:智能制造、智能制造管理,E-mail:fengwu@mail.xjtu.edu.cn;王红涛(1981-),男,天津人,高级工程师,E-mail:hongtao0922@163.com。
