基于多目标ADAM优化算法的拆解线平衡问题优化

Nadir Siddig, Abdallah Mokhtar, Ahmed Abualnor, Zeqiang Zhang
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引用次数: 6

摘要

对于报废产品的拆卸被认为是当今非常重要的问题,为了尽可能保持环境的清洁,通过减少工业废弃物来减少污染,拆卸线就是为了解决这一问题,但是拆卸线面临的更多的问题是工作站工作量的流畅性,拆卸产品中的危险部件等。为了优化这些问题,我们提出了一种多目标ADAM优化算法来优化和平衡这些目标。假定自动拆解线比人工拆解线增加了拆解过程。该算法中嵌入的数学模型在默认拆解线上进行了仿真,结果表明,该算法的生产率提高了400% ~ 500%,能耗降低了50% ~ 75%,工作站数量减少了80% ~ 95%,周期时间减少了70% ~ 85%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimizing Disassembly Line Balancing Problem Using Multi-objective ADAM Optimizer Algorithm
Disassembly for the end of life products considered a very important issue nowadays, to keep an environment is clean as much as possible and reduce pollution by reducing industrial waste, the disassembly line is to solve this problem, but the disassembly line is facing more problems such as smoothness of workload in workstations, hazard parts in disassembly products, etc. To optimize these problems in the disassembly line, we proposed a multi-objective ADAM optimizer algorithm to optimize and balance the objectives. An automatic disassembly line is assumed to increase disassembly processes rather than manually. The mathematical model embedded in the proposed algorithm simulated in default disassembly line, a Pareto set used to detect for non-inferior solutions in the algorithms, and the results indicated to improve the productivity of between 400% to 500%, reduced the energy consumption between 50% to 75%, reducing the number of workstations between 80% to 95%, and reduced cycle time between 70% to 85%.    
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