一个混合多层次的群优化框架,用于整合生产计划和车辆路线
Mostafa Ashour1, Ashraf Elsaeed2, Yehya Mesalam1,3
1Industrial Engineering Department, Faculty of Engineering, Zagazig University, Zagazig, Sharkia, Egypt.
Scientific reports
|November 22, 2025
概括
本研究介绍了一种混合优化框架,用于在时间敏感的供应链中实现综合生产和分销调度. 新方法提高了复杂的调度问题的效率和解决方案质量.
科学领域:
- 运营研究 运营研究
- 供应链管理 供应链管理
- 计算优化计算优化
背景情况:
- 时间敏感的供应链需要高效的运营层次的调度.
- 整合生产和分销是复杂的,特别是车辆路线和时间窗口.
- 现有的方法可能会与大规模,时间敏感的调度问题作斗争.
研究的目的:
- 开发一个混合多级优化 (HMLO) 框架,用于整合生产和分销调度.
- 为了解决平行机器调度和车辆路由问题,使用时间窗口 (VRP-TW) 具有灵活的出发时间.
- 在HMLO框架内使用殖民地系统 (ACS) 优化分销成本.
主要方法:
- 开发了一个混合多级优化 (HMLO) 框架.
- 这个问题被分解成并行机器调度和分销调度阶段.
- 殖民地系统 (ACS) 的元启发和启发被整合为优化.
主要成果:
- 在小型实例中,HMLO框架提供了最佳的解决方案.
- 该框架在中大规模实例中表现优于现有的方法,包括LINGO软件.
- 在大规模实例中,与LINGO相比,解决方案质量平均有5-30%的改善.
结论:
- 拟议的HMLO框架对于集成的生产和分销安排是有效的.
- 该方法为复杂的供应链问题提供了卓越的融合和解决方案质量.
- 这种方法比传统的软件解决方案提供了显著的性能改善.
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