算法情况下考虑输入/输出位置的不等面积动态设施布局问题的高效计算模型

Seyed Bardia Seyedi, Mahdi Yousefi Nejad Attari, Vahid Abbasgholi Pour Ghadim, Ali Ala
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引用次数: 0

摘要

最近,生产系统的适应性对于各种设施或部门来说至关重要,重点是在设施布局问题中最大限度地降低与物料流相关的成本。为了应对这些挑战,对动态问题的研究势在必行。本文提出了一个数学模型,明确设计用于以固定形状和不等面积为特征的动态设施布局问题(DFLP)。该模型包含输入和输出点,允许在设施内灵活布置,并将物料搬运系统输入/输出 (I/O) 点视为决策变量。所提出的方法利用改进的粒子群优化算法(IPSO)和改进的遗传算法(IGA)来解决由此产生的混合整数非线性编程(MINLP)模型。我们采用了一个理论问题和一个实际案例来评估所建议算法的有效性。结果表明,所建议的算法在确定最优解方面优于其他算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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An efficient computational model for unequal-area dynamic facility layout problems considering input/output locations under algorithms case

Recently, the adaptability of production systems is crucial for various facilities or departments, focusing on minimizing the cost associated with material flow in facility layout problems. To address these challenges, an examination of dynamic problems becomes imperative. This paper presents a mathematical model designed explicitly for dynamic facility layout problems (DFLP) characterized by fixed shapes and unequal areas. The model incorporates input and output points, allowing flexibility in their placement within facilities, and treats material handling system input/output (I/O) points as decision variables. The proposed approach utilizes an Improved Particle Swarm Optimization algorithm (IPSO) and an Improved Genetic Algorithm (IGA) to solve the resulting mixed integer nonlinear programming (MINLP) model. Both a theoretical problem and a real-world case are employed to assess the effectiveness of the suggested algorithms. The outcomes demonstrate that the proposed algorithm outperforms the compared algorithms in identifying optimal solutions.

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