中国造纸2025，Vol.44Issue(3)：152-160,9.DOI:10.11980/j.issn.0254-508X.2025.03.019
云制造环境下的导向辊制造服务组合优化方法
Service Composition Optimization Method of Guide Roller in Cloud Manufacturing Environment
摘要
Abstract
To enhance the production efficiency of guide rollers in cloud manufacturing environment,this study proposed a service composition op-timization method for guide roller manufacturing based on an improved NSGA-Ⅱ algorithm.First,the composition and production processes of guide rollers were analyzed to identify required manufacturing resource services.An evaluation index system for manufacturing service composition was established based on quality-of-service(QoS)metrics and flexibility indicators.Second,the bi-level programming concept was introduced into the field of manufacturing service composition optimization,and a mathematical model for guide roller manufacturing service composition optimiza-tion was formulated.Finally,improvements to the NSGA-Ⅱ algorithm were implemented from two aspects:population initialization and genetic operations,to solve the model.The performance advantages of the proposed method were systematically verified compared with traditional optimi-zation methods by two sets of experiments.The results showed that the proposed method greatly improved the population diversity and convergence speed,and significantly improved the solving efficiency of the service composition optimization problem of guide roller manufacturing.关键词
云制造/导向辊/组合优化/造纸类机械/改进NSGA-ⅡKey words
cloud manufacturing/guide roller/composition optimization/papermaking machinery/improved NSGA-Ⅱ分类
轻工纺织引用本文复制引用
朱浪泽,刘善慧,曹杨振,杨红恩,王远洋..云制造环境下的导向辊制造服务组合优化方法[J].中国造纸,2025,44(3):152-160,9.基金项目
国家重点研发计划项目(2023YFB3308800) （2023YFB3308800）
渭南市重点研发计划项目(2024ZDYFJH-767). （2024ZDYFJH-767）
