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云制造环境下设备资源云服务组合优选 被引量:2
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作者 赵宏轩 吉卫喜 +1 位作者 姜一啸 刘野 《组合机床与自动化加工技术》 北大核心 2023年第6期181-187,共7页
在云制造环境下,设备资源数量众多、质量各不相同,难以实现资源需求方与资源提供方之间的快速有效匹配。针对该问题,提出一种面向设备资源的云服务组合优选方法。首先,引入技术性能指标建立云服务能力指标体系,以时间最短、成本最低、... 在云制造环境下,设备资源数量众多、质量各不相同,难以实现资源需求方与资源提供方之间的快速有效匹配。针对该问题,提出一种面向设备资源的云服务组合优选方法。首先,引入技术性能指标建立云服务能力指标体系,以时间最短、成本最低、质量最高和性能最佳建立了多目标组合优选模型;其次,在基于参考点选择的非支配排序遗传算法的基础上,采用一种动态邻域搜索策略来扩大算法的搜索范围,同时提出一种精英个体选择机制来优化算法后期的解集质量;最后,对优选模型进行求解得到一组可接受的服务方案,结合资源需求方的偏好要求确定最终的组合服务链。通过实际算例分析表明所提优选方法的可行性,通过算例分析和算法对比验证了算法改进的有效性与优越性。 展开更多
关键词 云制造 多目标优化模型 nsga--ns算法 动态邻域搜索 精英个体选择机制
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Air Route Network Generation Based on Traffic Assignment 被引量:2
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作者 WANG Shijin LIN Jingjing HAN Yunxuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2020年第2期223-231,共9页
Air route network is the carrier of air traffic flow,and traffic assignment is a method to verify the rationality of air route network structure.Therefore,air route network generation based on traffic assignment has b... Air route network is the carrier of air traffic flow,and traffic assignment is a method to verify the rationality of air route network structure.Therefore,air route network generation based on traffic assignment has been becoming the research focus of airspace programming technology.Based on link prediction technology and optimization theory,a bi-level programming model is established in the paper.The model includes an upper level of air route network generation model and a lower level of traffic assignment model.The air route network structure generation incorporates network topology generation algorithm based on link prediction technology and optimal path search algorithm based on preference,and the traffic assignment adopts NSGA-Ⅲalgorithm.Based on the Python platform NetworkX complex network analysis library,a network of 57 airports,383 nodes,and 635 segments within China Airspace Beijing and Shanghai Flight Information Regions and 187975 sorties of traffic are used to simulate the bilevel model.Compared with the existing air route network,the proposed air route network can decrease the cost by 50.624%,lower the flight conflict coefficient by 33.564%,and reduce dynamic non-linear coefficient by 7.830%. 展开更多
关键词 air route network link prediction traffic assignment bi-level programming nsga- algorithm
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