A game-theoretic approach for reliability evaluation of public transportation transfers with stochastic features

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Giorgio Gnecco , Yuval Hadas , Marcello Sanguineti
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引用次数: 1

Abstract

A game-theoretic approach based on the framework of transferable-utility cooperative games is developed to assess the reliability of transfer nodes in public transportation networks in the case of stochastic transfer times. A cooperative game is defined, whose model takes into account the public transportation system, the travel times, the transfers and the associated stochastic transfer times, and the users’ demand. The transfer stops are modeled as the players of such a game, and the Shapley value – a solution concept in cooperative game theory – is used to identify their centrality and relative importance. Theoretical properties of the model are analyzed. A two-level Monte Carlo approximation of the vector of Shapley values associated with the nodes is introduced, which is efficient and able to take into account the stochastic features of the transportation network. The performance of the algorithm is investigated, together with that of its distributed computing variation. The usefulness of the proposed approach for planners and policy makers is shown with a simple example and on a case study from the public transportation network of Auckland, New Zealand.

具有随机特征的公交换乘可靠性评价的博弈论方法
提出了一种基于可转移效用合作博弈框架的博弈论方法,用于评估随机换乘时间下公共交通网络换乘节点的可靠性。定义了一个考虑公共交通系统、出行时间、换乘次数及相关随机换乘次数、用户需求等因素的合作博弈模型。将迁移站点建模为这种博弈中的参与者,并使用Shapley值(合作博弈理论中的一个解概念)来确定它们的中心性和相对重要性。分析了该模型的理论特性。引入了与节点相关的Shapley值向量的两级蒙特卡罗近似,该近似既有效又能考虑到交通网络的随机特性。研究了该算法的性能及其分布式计算变化。通过一个简单的例子和新西兰奥克兰公共交通网络的案例研究,可以说明所建议的方法对规划者和决策者的有用性。
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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
24
审稿时长
129 days
期刊介绍: The EURO Journal on Transportation and Logistics promotes the use of mathematics in general, and operations research in particular, in the context of transportation and logistics. It is a forum for the presentation of original mathematical models, methodologies and computational results, focussing on advanced applications in transportation and logistics. The journal publishes two types of document: (i) research articles and (ii) tutorials. A research article presents original methodological contributions to the field (e.g. new mathematical models, new algorithms, new simulation techniques). A tutorial provides an introduction to an advanced topic, designed to ease the use of the relevant methodology by researchers and practitioners.
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