Flexible pallet automation system scheduling with limited fixture-pallets and material-pallets: A case study from an engine manufacturing enterprise

IF 14.2 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL
Yulu Zhou , Shichang Du , Jun Lv , Xiaoxiao Shen , Andrea Matta , Siyang Wang
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Abstract

Pallet automation system (PAS) is crucial for enterprises to organize and schedule limited resources, such as fixture-pallets (FPs) and material-pallets (MPs). In customized production, FPs are often insufficient and unbalanced. To address this, MPs are prepared to store workpieces to release FPs' capacity. In this way, FPs are utilized for processing, while MPs are leveraged for storage. However, existing studies mainly focus on fixtures that are fixed to machines and rarely consider FPs and MPs. To address this gap, this paper investigates the flexible pallet automation system scheduling with limited FPs and MPs (FPASFM). Firstly, a mathematical model is established to minimize the makespan. Secondly, a five-layer encoding strategy, a new decoding method, and a feasibility correction strategy are integrated to obtain feasible solutions. Thirdly, an improved meta-heuristic algorithm with rule-based initialization and critical path mutation (IMHRC) is proposed. Finally, effective initialization rule combinations are identified through experiments with 36 different rule combinations. 15 real-data case studies show that IMHRC outperforms six other algorithms. Additionally, IMHRC significantly reduces makespan by 59.66 % and 45.90 % for two real orders, while enhancing resource utilization. IMHRC demonstrates the ability to obtain superior solutions in a shorter time, with its advantages in large-scale problems, effectively meeting the practical demands of enterprises in real-world production environments.
有限夹具-托盘和材料-托盘的柔性托盘自动化系统调度:来自某发动机制造企业的案例研究
托盘自动化系统(PAS)对于企业组织和调度有限的资源(如夹具-托盘(FPs)和材料-托盘(MPs))至关重要。在定制生产中,FPs往往不足且不平衡。为了解决这个问题,MPs准备存储工件以释放FPs的容量。通过这种方式,FPs用于处理,而mp用于存储。然而,现有的研究主要集中在固定在机器上的夹具上,很少考虑FPs和MPs。为了解决这一问题,本文研究了具有有限FPs和MPs的柔性托盘自动化系统调度(FPASFM)。首先,建立了最大完工时间最小化的数学模型。其次,结合五层编码策略、新的译码方法和可行性校正策略,得到可行解;第三,提出了一种改进的基于规则初始化和关键路径突变的元启发式算法。最后,通过36种不同规则组合的实验,确定了有效的初始化规则组合。15个实际数据案例研究表明,IMHRC优于其他6种算法。此外,对于两个实际订单,IMHRC显著降低了59.66 %和45.90 %的完工时间,同时提高了资源利用率。IMHRC能够在较短的时间内获得较优的解决方案,在大规模问题上具有优势,有效地满足了企业在现实生产环境中的实际需求。
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来源期刊
Journal of Manufacturing Systems
Journal of Manufacturing Systems 工程技术-工程:工业
CiteScore
23.30
自引率
13.20%
发文量
216
审稿时长
25 days
期刊介绍: The Journal of Manufacturing Systems is dedicated to showcasing cutting-edge fundamental and applied research in manufacturing at the systems level. Encompassing products, equipment, people, information, control, and support functions, manufacturing systems play a pivotal role in the economical and competitive development, production, delivery, and total lifecycle of products, meeting market and societal needs. With a commitment to publishing archival scholarly literature, the journal strives to advance the state of the art in manufacturing systems and foster innovation in crafting efficient, robust, and sustainable manufacturing systems. The focus extends from equipment-level considerations to the broader scope of the extended enterprise. The Journal welcomes research addressing challenges across various scales, including nano, micro, and macro-scale manufacturing, and spanning diverse sectors such as aerospace, automotive, energy, and medical device manufacturing.
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