船舶平面块流量线的调度优化,考虑到双重资源限制
Jinghua Li1, Pengfei Lin2, Xiaoyuan Wu3
1College of Mechanical and Electrical Engineering, Harbin Engineering University, Harbin, People's Republic of China. lijinghua2024@126.com.
Scientific reports
|December 27, 2024
概括
本研究介绍了一种改进的灰狼优化算法 (IGWO),以优化船块组装调度. 该方法有效地解决了双重资源限制,尽量减少完成时间,提高生产效率.
科学领域:
- 工业工程 工业工程 工业工程
- 运营研究 运营研究
- 制造系统制造系统的制造
背景情况:
- 有效的调度对于船舶平面块组装效率至关重要.
- 传统的流量线调度不考虑双重资源限制.
- 船块组装面临着独特的挑战,如工作团队和零件供应限制.
研究的目的:
- 开发用于船舶平面块组装的调度优化方法.
- 为了解决双重资源受限制的封锁流量商店排程问题 (DRCBFSP).
- 为了尽量减少组装过程中的最大完成时间.
主要方法:
- 使用二维数组编码解决方案,用于组装订单和工作组分配.
- 提出一个改进的灰狼优化算法 (IGWO).
- 使用排名顺序值 (ROV) 规则进行解决方案转换,并采用先进的IGWO策略.
主要成果:
- 开发的数学模型和IGWO算法有效地解决了DRCBFSP.
- IGWO算法证明了增强的勘探和开发能力.
- 拟议的方法优化了建造船的时间表.
结论:
- IGWO算法为船舶块组装中的复杂调度问题提供了有效的解决方案.
- 该研究成功地建模并优化了DRCBFSP.
- 这项研究有助于提高造船业的生产效率.
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