基于生产过程的低碳接调度的研究.
Rong Hua Meng1,2, Zan Yang Wang1,2, Wen Hui Zeng3
1Hubei Key Laboratory of Hydroelectric Machinery Design & Maintenance, China Three Gorges University, Yichang, Hubei, China.
Scientific reports
|November 20, 2024
概括
本研究介绍了低碳接调度模型和改进的灰狼优化器 (IGWO),以减少金属结构部件制造中的能源消耗和碳排放. IGWO算法有效地减少了产量和碳足迹,优于其他方法.
科学领域:
- 工业工程 工业工程 工业工程
- 运营研究 运营研究
- 环境科学 环境科学
背景情况:
- 金属结构部件的接车间是重要的能源消耗者.
- 对于低碳和绿色制造工艺的需求日益增长.
研究的目的:
- 通过考虑碳足迹来解决接车间调度问题.
- 开发一种双目标数学模型,以尽量减少制造商和碳排放.
- 为解决调度问题提出一个改进的优化算法.
主要方法:
- 制定了一种双目标数学模型,以尽量减少生产周期和碳排放.
- 一个改进的灰狼优化器 (IGWO) 设计了针对人口多样性,融合和本地优化的策略.
- 该IGWO算法被应用到一个接车间绿色调度案例研究.
主要成果:
- 该IGWO算法实现了最低完成时间为842.14和碳排放量为3.85E+05.05.
- 与NSGA-II和GWO相比,提出的模型和IGWO算法显示出更高的性能.
- 该研究证实了该模型在减少车间碳排放方面的有效性.
结论:
- 开发的数学模型和IGWO算法对于低碳接车间的安排是有效的.
- 该方法成功地平衡了生产效率 (makespan) 与环境目标 (减少碳排放) 的平衡.
- 这项研究有助于金属结构部件行业的可持续制造实践.
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