报告题目:Online Passenger Flow Control in Metro Lines
报 告 人:梁金鹏
报告时间:2023年12月05日(星期二),14:00-15:30
报告地点:明哲楼504
主办单位:东北财经大学现代供应链管理研究院
【报告人简介】
梁金鹏,博士、副教授、硕士生导师。现为大连海事大学交通运输工程学院副教授。2020年毕业于北京交通大学系统科学专业,获理学博士学位。主要研究领域包括交通系统建模与优化、在线资源分配策略优化等,曾在Operations Research、Transportation Research Part B、Omega、Transportation Research Part E以及IISE Transactions等国际权威期刊上发表多篇学术论文,同时担任Transportation Research Part B、IEEE Transactions on Intelligent Transportation Systems等期刊审稿人。
【摘要】
Crowd management during peak commuting hours is a key challenge facing oversaturated metro systems worldwide, which results in serious safety concerns and uneven service experience for commuters on different origin-destination (o-d) pairs. This paper develops real-time passenger flow control policies to manage the inflow of crowds at each station, to optimize the total load carried or revenue earned (efficiency), and to ensure that adequate service is provided to passengers on each o-d pair (fairness), as much as possible. For given train capacity, we use Blackwell’s approachability theorem and Fenchel duality to characterize the attainable service level of each o-d pair. We use these insights to develop online policies for crowd control problems. Numerical experiments on a set of transit data from Beijing show that our approach performs well compared with existing benchmarks in the literature.