Optimizing extracurricular activities assignment and related logistical deployment cost between collaborating schools

IF 3.1 4区 管理学 Q2 MANAGEMENT International Transactions in Operational Research Pub Date : 2024-03-23 DOI:10.1111/itor.13458
Manuel Mateo-Doll, El-Houssaine Aghezzaf
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Abstract

In contemporary urban societies, where both parents are working full-time, a significant number of schoolchildren engage in extra-curricular activities after school. These activities can be organized by the school itself and take place in the school. However, sometimes few schoolchildren are interested in an activity organized by the school, or the schoolchildren's preferences do not match the school's offering at all, while on other occasions the school has limited availability for a popular activity. To expand the number of activities offered to their schoolchildren, some schools form a collaborating network, sharing their extracurricular activities and making them accessible to all schoolchildren. Thus, schoolchildren from any school may attend activities organized by other schools in the network. In this case, however, transport of the children between schools must also be organized. This problem can be framed as a school bus routing problem with some special features. A mixed-integer linear optimization model is proposed for the integrated assignment of extracurricular activities and cost-effective vehicle routing. The objective of the model is to minimize unmet demand for extracurricular activities while taking into account the constraints related to the facilities and transport. This model has been tested on a set of instances to analyze its performance, with the goal of deploying it for the projected levels of demand in a city of about 100,000 inhabitants. The results are compared with the current situation and the clustering of the set of schools.

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优化合作学校之间的课外活动分配和相关后勤部署成本
在父母都从事全职工作的当代城市社会中,相当多的学童在课余时间参加课外活动。这些活动可以由学校自己组织,在校内进行。但是,有时很少有学生对学校组织的活动感兴趣,或者学生的喜好与学校提供的活动完全不符,而在其他情况下,学校提供的受欢迎的活动也很有限。为了给学生提供更多的活动,一些学校建立了合作网络,共享课外活动,并向所有学 生开放。这样,任何学校的学生都可以参加网络内其他学校组织的活动。不过,在这种情况下,还必须安排学校之间的交通。这个问题可以归结为校车路线选择问题,并具有一些特殊性。本文提出了一个混合整数线性优化模型,用于综合分配课外活动和经济有效的车辆路线。该模型的目标是最大限度地减少课外活动未满足的需求,同时考虑到与设施和交通有关的约束条件。该模型已在一组实例上进行了测试,以分析其性能,目的是在一个约有 10 万居民的城市中根据预计的需求水平进行部署。测试结果与当前情况和学校集群进行了比较。
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来源期刊
International Transactions in Operational Research
International Transactions in Operational Research OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
7.80
自引率
12.90%
发文量
146
审稿时长
>12 weeks
期刊介绍: International Transactions in Operational Research (ITOR) aims to advance the understanding and practice of Operational Research (OR) and Management Science internationally. Its scope includes: International problems, such as those of fisheries management, environmental issues, and global competitiveness International work done by major OR figures Studies of worldwide interest from nations with emerging OR communities National or regional OR work which has the potential for application in other nations Technical developments of international interest Specific organizational examples that can be applied in other countries National and international presentations of transnational interest Broadly relevant professional issues, such as those of ethics and practice Applications relevant to global industries, such as operations management, manufacturing, and logistics.
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Issue Information Special Issue on “Managing Supply Chain Resilience in the Digital Economy Era” Special Issue on “Sharing Platforms for Sustainability: Exploring Strategies, Trade-offs, and Applications” Special Issue on “Optimizing Port and Maritime Logistics: Advances for Sustainable and Efficient Operations” Special issue on “Multiple Criteria Decision Making for Sustainable Development Goals (SDGs)”
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