A β-accurate linearization method of Euclidean distance for the facility layout problem with heterogeneous distance metrics

欧几里德距离 公制(单位) 数学优化 水准点(测量) 线性化 计算机科学 线性规划 整数规划 集合(抽象数据类型) 距离测量 距离矩阵 数学 算法 非线性系统 工程类 人工智能 地理 程序设计语言 大地测量学 物理 运营管理 量子力学
作者
Yue Xie,Shenghan Zhou,Yiyong Xiao,Sadan Kulturel-Konak,Abdullah Konak
出处
期刊:European Journal of Operational Research [Elsevier BV]
卷期号:265 (1): 26-38 被引量:21
标识
DOI:10.1016/j.ejor.2017.07.052
摘要

Most existing research on facility layout problems (FLPs) considers a single distance metric, mainly Rectilinear distance, in the calculation of the material handling cost between departments. However, there are many industrial cases in which heterogeneous distance metrics may need to be used simultaneously to cater for different styles of material handling, such as the Euclidean distance metric for conveyor belts and the Tchebychev distance metric for overhead cranes. In this paper, we study the unequal area facility layout problem with heterogeneous distance metrics (UA-FLP-HDM), considering a hybrid use of three metrics, i.e., Rectilinear, Euclidean, and Tchebychev, as distance measures of different styles of material handling in the production system. We propose a β-accurate linearization method that uses a set of tangent planes to convert the non-linear Euclidean distance constraint into a set of linear constraints that guarantee the approximation error within a given percentage β, e.g., as small as −0.01% in our experiments, and develop linear constraints for the Tchebychev distance metric as well. Based on these contributions, we present a mixed-integer linear programming (MILP) model for the UA-FLP-HDM. Computational experiments are carried out to test the performance of the MILP model with five benchmark problems in the literature and compare the layout designs using different distance metrics. Numerical results indicate that different distance metrics may lead to significantly different solutions and a hybrid use of heterogeneous distance metrics fits better for real industrial applications.

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