Optimizing Urban Mobility for Saving Lives and Economy During an Epidemic Outbreak, With Application to Grenoble

IF 4.9 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Control Systems Technology Pub Date : 2024-10-23 DOI:10.1109/TCST.2024.3477990
Ujjwal Pratap;Carlos Canudas-de-Wit;Federica Garin
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Abstract

This article addresses the problem of controlling human mobility in order to mitigate an epidemic in a city. We consider a discrete-time human mobility model that captures daily mobility pattern between residences and different destinations in a city and also incorporates epidemic spread at each location. For this city-wide model, we provide techniques to compute optimal mobility control policies, which tune the operating capacities of different destinations depending on their type. To obtain this kind of policies, we solve an optimization problem that takes into account the current epidemic status and maximizes the socioeconomic activity while keeping the total infections below a desired threshold. The proposed solution techniques use an outer approximation method, thanks to the monotonic nature the problem, and a receding-horizon approach. We apply these techniques to the mobility network of Grenoble metropolitan area.
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在流行病爆发期间优化城市流动性以挽救生命和经济,并应用于格勒诺布尔
本文讨论了控制人员流动以减轻城市流行病的问题。我们考虑了一个离散时间人类流动模型,该模型捕捉了城市中住宅和不同目的地之间的日常流动模式,并考虑了每个地点的流行病传播。对于这个城市范围的模型,我们提供了计算最优移动控制策略的技术,该策略根据不同目的地的类型调整不同目的地的运行能力。为了获得这类策略,我们解决了一个考虑当前流行状况并使社会经济活动最大化同时使总感染低于期望阈值的优化问题。由于问题的单调性,所提出的求解技术采用了外逼近法和视界后退法。我们将这些技术应用于格勒诺布尔大都市区的交通网络。
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来源期刊
IEEE Transactions on Control Systems Technology
IEEE Transactions on Control Systems Technology 工程技术-工程:电子与电气
CiteScore
10.70
自引率
2.10%
发文量
218
审稿时长
6.7 months
期刊介绍: The IEEE Transactions on Control Systems Technology publishes high quality technical papers on technological advances in control engineering. The word technology is from the Greek technologia. The modern meaning is a scientific method to achieve a practical purpose. Control Systems Technology includes all aspects of control engineering needed to implement practical control systems, from analysis and design, through simulation and hardware. A primary purpose of the IEEE Transactions on Control Systems Technology is to have an archival publication which will bridge the gap between theory and practice. Papers are published in the IEEE Transactions on Control System Technology which disclose significant new knowledge, exploratory developments, or practical applications in all aspects of technology needed to implement control systems, from analysis and design through simulation, and hardware.
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