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关于在新冠疫情时代运用数学优化方法的餐厅最佳布局

On the optimal layout of a dining room in the era of COVID-19 using mathematical optimization.

作者信息

Contardo Claudio, Costa Luciano

机构信息

ESG UQAM and GERAD Montreal Canada.

Technology Department Federal University of Pernambuco Caruaru Brazil.

出版信息

Int Trans Oper Res. 2022 Nov;29(6):3294-3315. doi: 10.1111/itor.13139. Epub 2022 Apr 5.

Abstract

We consider the problem of maximizing the number of people that a dining room can accommodate provided that the chairs belonging to different tables are socially distant. We introduce an optimization model that incorporates several characteristics of the problem, namely: the type and size of surface of the dining room, the shapes and sizes of the tables, the positions of the chairs, the sitting sense of the customers, and the possibility of adding space separators to increase the capacity. We propose a simple, yet general, set-packing formulation for the problem. We investigate the efficiency of space separators and the impact of considering the sitting sense of customers in the room capacity. We also perform an algorithmic analysis of the model, and assess its scalability to the problem size, the presence of (or lack thereof) room separators, and the consideration of the sitting sense of customers. We also propose two constructive heuristics capable of coping with large problem instances otherwise intractable for the optimization model.

摘要

我们考虑这样一个问题

在不同桌子的椅子之间保持社交距离的前提下,最大化餐厅可容纳的人数。我们引入了一个优化模型,该模型纳入了该问题的几个特征,即:餐厅表面的类型和大小、桌子的形状和尺寸、椅子的位置、顾客的就坐感受,以及添加空间分隔物以增加容量的可能性。我们为该问题提出了一个简单但通用的集合包装公式。我们研究了空间分隔物的效率以及在房间容量中考虑顾客就坐感受的影响。我们还对该模型进行了算法分析,并评估了其对问题规模、是否存在空间分隔物以及对顾客就坐感受的考虑的可扩展性。我们还提出了两种建设性启发式方法,能够处理对于优化模型而言原本难以处理的大型问题实例。

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