工业工程2025，Vol.28Issue(2)：69-77,9.DOI:10.3969/j.issn.1007-7375.240134
面向生产扰动的航天制造车间鲁棒性调度方法研究
A Robust Scheduling Method for Aerospace Manufacturing Workshops with Production Disturbance
摘要
Abstract
For the typical discrete manufacturing characteristics of aerospace products with multiple varieties and variable/small batch sizes,a robust scheduling model is established with optimization objectives of minimizing deviation time at the start of a process,order delivery deviation time,robustness indices,and maximum completion time efficiency,with consideration of production disturbance such as emergency order insertion,process change and process deviation.A robust evaluation model is developed to evaluate the robustness of scheduling schemes with production disturbance.A master-apprentice evolutionary algorithm based on the agent mechanism is designed to achieve multi-objective comprehensive optimization of production disturbance.To verify the performance of the robust scheduling method,performance comparisons are conducted between the original master-apprentice evolutionary algorithm and classical particle swarm algorithm under three uncertain processing time scenarios.Results show that the proposed algorithm significantly outperforms other intelligent optimization algorithms in scheduling performance under the condition of considering different types of uncertainties,effectively balancing the efficiency and robustness of the scheduling process.关键词
生产扰动/鲁棒调度/代理机制/师徒进化算法Key words
production disturbance/robust scheduling/agent mechanism/master-apprentice evolutionary algorithm分类
计算机与自动化引用本文复制引用
郭具涛,戴铮,张洁,吕佑龙,孙晓凤..面向生产扰动的航天制造车间鲁棒性调度方法研究[J].工业工程,2025,28(2):69-77,9.基金项目
上海市青年科技启明星计划项目(22QB1404200) （22QB1404200）
国家自然科学基金项目资助(52375486) （52375486）
