现代制造工程Issue(6):69-74,6.DOI:10.16731/j.cnki.1671-3133.2024.06.009
工业互联网环境下基于协作度的制造服务组合推荐方法6
Manufacturing service composition recommendation method based on collaboration under industrial internet environment
摘要
Abstract
Under industrial internet environment,a manufacturing task usually consists of multiple manufacturing services,each of which is not completed independently,and the effectiveness of their collaboration is one of the key factors for success of the service composition.Firstly,based on the number of historical service invocations in the industrial internet platform,the collabo-ration is defined;secondly,the service cost and time measures are improved based on the collaboration;finally,manufacturing service composition recommendation method based on collaboration is proposed and the Non-dominated Sorting Genetic AlgorithmⅡ(NSGA-Ⅱ)is used to recommend the manufacturing service composition scheme with service quality optimization for users.The practicality and effectiveness of this algorithm are verified by comparison with three heuristic algorithms.关键词
工业互联网/制造服务/非支配遗传算法/服务推荐Key words
industrial internet/manufacturing service/Non-dominated Sorting Genetic Algorithm Ⅱ(NSGA-Ⅱ)/service recom-mendation分类
信息技术与安全科学引用本文复制引用
袁东维,凤飞龙..工业互联网环境下基于协作度的制造服务组合推荐方法6[J].现代制造工程,2024,(6):69-74,6.基金项目
国家自然科学基金项目(11774212) (11774212)
陕西自然科学基金项目(2022JM-403) (2022JM-403)
西北政法大学军民融合研究院项目(JM-202111) (JM-202111)