Integration of sub-task scheduling and logistics in cloud manufacturing systems under setup time and different task arrival times

计算机科学 云制造 云计算 调度(生产过程) 任务(项目管理) 软件 工业工程 分布式计算 响应时间 实时计算 运筹学 系统工程 工程类 运营管理 操作系统
作者
Ali Salmasnia,Zohre Kiapasha
出处
期刊:International Journal of Computer Integrated Manufacturing [Informa]
卷期号:36 (7): 985-1008 被引量:9
标识
DOI:10.1080/0951192x.2022.2162595
摘要

With the development of new technologies, cloud manufacturing system allows users to request different services by providing a customer-oriented structure with the possibility of access to distributed manufacturing resources. By departing from literature, this study relaxes the unreasonable assumption that all tasks are available at the first moment of scheduling. In addition, two factors are considered to get the model closer to reality: (1) The time/cost of sub-tasks transfer among different services of enterprises in diverse geographical locations; and (2) Service setup time/cost to perform diverse sub-tasks on a given service consecutively. Taking into account these characteristics, a model including three objects of cost imposed on the cloud manufacturing system, task completion time and service quality is developed. The results confirm the importance of considering task arrival time, logistics time/cost and setup time/cost to get more realistic solutions. GAMS software is employed to solve the problems with small and medium scales while a solution approach method based on a genetic algorithm is developed to solve the problems on a large scale. And finally, a sensitivity analysis is undertaken to gain insight into the impact of time, cost and user's requirements on the final solution.
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