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Improved moth flame optimization algorithm to optimize cost-oriented two-sided assembly line balancing

机译:改进的蛾火焰优化算法优化成本导向的双面装配线平衡

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Purpose This paper aims to propose an improved Moth Flame Optimization (I-MFO) algorithm to optimize the cost-oriented two-sided assembly line balancing (2S-ALB). Prior to the decision to assemble a new product, the manufacturer will carefully study and optimize the related cost to set up and run the assembly line. For the first time in ALB, the power cost is modeled together with the equipment, set up and labor costs.Design/methodology/approach I-MFO was proposed by introducing a global reference flame mechanism to guide the global search direction. A set of benchmark problems was used to test the I-MFO performance. Apart from the benchmark problems, a case study from a body shop assembly was also presented.Findings The computational experiment indicated that the I-MFO obtained promising results compared to comparison algorithms, which included the particle swarm optimization, Cuckoo Search and ant colony optimization. Meanwhile, the results from the case study showed that the proposed cost-oriented 2S-ALB model was able to assist the manufacturer in making better decisions for different planning periods.Originality/value The main contribution of this work is the global reference flame mechanism for MFO algorithm. Furthermore, this research introduced a new cost-oriented model that considered power consumption in the assembly line design.
机译:目的本文旨在提出改进的蛾火焰优化(I-MFO)算法来优化成本导向的双面装配线平衡(2S-ALB)。在决定组装新产品之前,制造商将仔细研究并优化相关成本以设置和运行装配线。在ALB中首次,电力成本与设备建模,设置和劳动成本。通过引入全局参考火焰机制来引导全球搜索方向来提出adesign/methodology/appach i-mfo。使用一组基准问题用于测试I-MFO性能。除了基准问题之外,还提出了来自Body Shop组装的案例研究。挑战计算实验表明,与比较算法相比,I-MFO获得了有希望的结果,其中包括粒子群优化,杜鹃搜索和蚁群优化。同时,案例研究的结果表明,拟议的成本为导向的2S-ALB模型能够协助制造商为不同的规划期做出更好的决策。民间/价值这项工作的主要贡献是全球参考火焰机制MFO算法。此外,本研究介绍了一种新的成本导向模型,可在装配线设计中考虑功耗。

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