首页|基于遗传算法的家电智能生产线分布式资源调度算法设计

基于遗传算法的家电智能生产线分布式资源调度算法设计

扫码查看
目前家电智能生产线存在多任务操作冲突、调度控制响应时间长以及制造资源利用率低等问题。为了实现家电智能生产线的合理资源调度,基于多目标优化和分布式资源调度理论,建立了家电智能生产线分布式资源调度模型,提出了基于遗传算法的家电智能生产线分布式资源调度算法。仿真实验表明,与传统生产线调度方法相比,所提出的分布式资源调度算法最大完工时间缩短了 5。76%,解的适应度提高了 8%,验证了算法的可行性和高效性。
Design of distributed resource scheduling algorithm for household appliance intelligent production line based on genetic algorithm
At present,the intelligent production line of household appliances has many problems,such as multi-task operation conflict,long response time of scheduling control and low utilization rate of manufacturing resources.In order to realize the ra-tional resource scheduling of household appliance intelligent production line,based on multi-objective optimization and distributed resource scheduling theory,a distributed resource scheduling model of household appliance intelligent production line was established,and a distributed resource scheduling algorithm based on genetic algorithm was proposed.The simulation results show that compared with the traditional production line scheduling method,the maximum completion time of the proposed distrib-uted resource scheduling algorithm is reduced by 5.76%,and the fitness of the solution is increased by 8%,which verifies the feasibility and efficiency of the algorithm.

distributed resource schedulingmulti-objective optimizationflexible schedulinggenetic algorithm

张殷晨、左鹏奇、王逸飞、林楠、谢润、金立军

展开 >

同济大学电子与信息工程学院,上海 201804

分布式资源调度 多目标优化 柔性调度 遗传算法

国家重点研发计划

2019YFB1706700

2024

现代制造工程
北京机械工程学会 北京市机械工业局技术开发研究所

现代制造工程

CSTPCD北大核心
影响因子:0.374
ISSN:1671-3133
年,卷(期):2024.(5)
  • 23