Bilevel optimization with sustainability perspective: A survey on applications

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Giulia Caselli, Manuel Iori, Ivana Ljubić
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引用次数: 0

Abstract

Bilevel optimization, a well-established field for modeling hierarchical decision-making problems, has recently intersected with sustainability studies and practices, resulting in a series of works focusing on bilevel optimization problems involving multiple decision makers with diverse economic, environmental, and social objectives. This survey offers a comprehensive overview of sustainable bilevel optimization applications. First, we introduce the main concepts related to the nature of bilevel optimization problems and present some typical mathematical formulations for bilevel pricing problems that cover many of the collected applications. Then, we review the most relevant works published in sustainable bilevel optimization, giving a classification based on the application domains and their association with well-known operations research problems, while briefly discussing the proposed solution methodologies. We survey applications on transportation and logistics, production planning and manufacturing, water, waste, and agriculture management, supply chains, and disaster prevention and response. Finally, we outline a list of open questions and opportunities for future research in this domain.
可持续性视角下的双层优化:应用调查
双层优化是一个建立分层决策问题建模的成熟领域,最近与可持续性研究和实践交叉,产生了一系列关注双层优化问题的工作,涉及具有不同经济、环境和社会目标的多个决策者。这项调查提供了可持续的双层优化应用的全面概述。首先,我们介绍了与双层优化问题的本质相关的主要概念,并提出了一些典型的双层定价问题的数学公式,这些问题涵盖了许多收集到的应用。然后,我们回顾了在可持续双层优化方面发表的最相关的工作,根据应用领域及其与知名运筹学问题的关联进行了分类,并简要讨论了提出的解决方法。我们调查了运输和物流、生产计划和制造、水、废物和农业管理、供应链以及灾害预防和响应方面的应用。最后,我们概述了该领域未来研究的开放性问题和机会。
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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