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预制元件的生产时间表,考虑交付方法
Shuqiang Wang1,2, Xi Zhang3,4
1School of Civil Engineering, Architecture and Environment, Hubei University of Technology, Wuhan, 430068, People's Republic of China.
Scientific reports
|September 12, 2023
概括
本研究介绍了基因灰狼优化器 (GGA) 以优化预制组件生产计划. 混合算法通过考虑交付特征和生产资源来最大限度地降低存储成本.
科学领域:
- 工业工程 工业工程 工业工程
- 运营研究 运营研究
- 计算智能是一种计算智能.
背景情况:
- 预制元件的生产计划面临着多个模具,元件和地板的挑战.
- 现有的方法往往忽略了与交付相关的储存需求,增加了成本.
- 智能算法为提高生产调度效率提供了潜力.
研究的目的:
- 优化预制元件的生产时间表.
- 通过考虑生产资源和交付约束来开发一个最小化存储成本的模型.
- 引入一种混合算法,将遗传和灰狼算法结合起来,以实现最佳的调度.
主要方法:
- 提出了遗传灰狼优化器 (GGA),这是一个混合方法,结合了灰狼算法和遗传算法.
- 开发一个生产目标功能模型,该模型包含生产资源和交付特征.
- 使用案例研究来验证拟议的模型和算法.
主要成果:
- 遗传灰狼优化器 (GGA) 成功确定了最佳的预制生产时间表.
- 拟议的模型有效地降低了与预制组件交付相关的存储成本.
- 实验验证证了开发的调度计划的效率和合理性.
结论:
- 混合基因灰狼优化器 (GGA) 是有效的优化预制部件的生产计划.
- 在调度中考虑交付特征可以大大降低不必要的存储成本.
- 开发的模型为预制生产规划提供了一种实用和高效的方法.
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