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相关论文: Modeling Supply and Demand in Public Transportatio…

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Classical demand modeling analyzes travel behavior using only low-dimensional numeric data (i.e. sociodemographics and travel attributes) but not high-dimensional urban imagery. However, travel behavior depends on the factors represented by…

机器学习 · 计算机科学 2024-02-23 Qingyi Wang , Shenhao Wang , Yunhan Zheng , Hongzhou Lin , Xiaohu Zhang , Jinhua Zhao , Joan Walker

The planning of attractive and cost efficient public transport systems is a highly complex optimization process involving many steps. Integrating robustness from a passenger's point of view makes the task even more challenging. With…

机器学习 · 计算机科学 2021-06-17 Matthias Müller-Hannemann , Ralf Rückert , Alexander Schiewe , Anita Schöbel

This study presents a multi-zone queuing network model for steady-state ride-pooling operations that serve heterogeneous demand, and then builds upon this model to optimize the design of ride-pooling services. Spatial heterogeneity is…

最优化与控制 · 数学 2023-06-29 Yining Liu , Yanfeng Ouyang

Queueing networks are notoriously difficult to analyze sans both Markovian and stationarity assumptions. Much of the theoretical contribution towards performance analysis of time-inhomogeneous single class queueing networks has focused on…

概率论 · 数学 2017-08-22 Harsha Honnappa , Rahul Jain

The design of multi-agent based simulations (MABS) is up to now mainly done in laboratories and based on designers' understanding of the activities to be simulated. Domain experts have little chance to directly validate agent behaviors. To…

多智能体系统 · 计算机科学 2009-10-13 Yee Ming Chen , Bo-Yuan Wang

Existing automated urban traffic management systems, designed to mitigate traffic congestion and reduce emissions in real time, face significant challenges in effectively adapting to rapidly evolving conditions. Predominantly reactive,…

系统与控制 · 电气工程与系统科学 2024-08-14 Takao Dantsuji , Dong Ngoduy , Ziyuan Pu , Seunghyeon Lee , Hai L. Vu

Improving accessibility is one of the major issues in rural and suburban transportation. With the recent technological improvement of automated vehicles, it is expected that automated demand responsive transit and automated demand…

物理与社会 · 物理学 2019-04-17 Young-Jae Lee , Amirreza Nickkar , Mana Meskar

Multimodal transportation systems can be represented as time-resolved multilayer networks where different transportation modes connecting the same set of nodes are associated to distinct network layers. Their quantitative description became…

物理与社会 · 物理学 2015-09-29 Laura Alessandretti , Márton Karsai , Laetitia Gauvin

The increase in congestion in surface traffic, airborne pollution, and other environmental issues have motivated the transit authorities to promote public transit worldwide. In big cities and large metropolitan areas, adding new rapid…

最优化与控制 · 数学 2025-12-09 Natividad González-Blanco , Antonio J. Lozano , Vladimir Marianov , Juan A. Mesa

Online traces of human activity offer novel opportunities to study the dynamics of complex knowledge exchange networks, and in particular how the relationship between demand and supply of information is mediated by competition for our…

物理与社会 · 物理学 2015-05-21 Giovanni Luca Ciampaglia , Alessandro Flammini , Filippo Menczer

We consider a stylized formal model of public transportation, where a set of agents need to travel along a given road, and there is a bus that runs the length of this road. Each agent has a left terminal and a right terminal between which…

计算机科学与博弈论 · 计算机科学 2025-09-24 Martin Bullinger , Edith Elkind , Mohamad Latifian

In typical applications of facility location problems, the location of demand is assumed to be an input to the problem. The demand may be fixed or dynamic, but ultimately outside the optimizers control. In contrast, there are settings,…

最优化与控制 · 数学 2022-11-24 Ali Kaan Kurbanzade , Julia Gaudio

Cities worldwide struggle with overloaded transportation systems and their externalities. The emerging autonomous transportation technology has the potential to alleviate these issues, but the decisions of profit-maximizing operators…

系统与控制 · 电气工程与系统科学 2023-12-27 Nicolas Lanzetti , Maximilian Schiffer , Michael Ostrovsky , Marco Pavone

The rapid expansion of ride-hailing services has significantly reshaped urban on-demand mobility patterns, but it still remains unclear how they perform relative to traditional street-hailing services and how effective are related policy…

最优化与控制 · 数学 2025-11-18 Youkai Wu , Zhaoxia Guo , Qi Liu , Stein W. Wallace

In this paper we present a model predictive control (MPC) approach to optimize vehicle scheduling and routing in an autonomous mobility-on-demand (AMoD) system. In AMoD systems, robotic, self-driving vehicles transport customers within an…

系统与控制 · 计算机科学 2017-08-15 Rick Zhang , Federico Rossi , Marco Pavone

Accurately estimating package delivery time is essential to the logistics industry, which enables reasonable work allocation and on-time service guarantee. This becomes even more necessary in mixed logistics scenarios where couriers handle…

机器学习 · 计算机科学 2025-05-02 Jinhui Yi , Huan Yan , Haotian Wang , Jian Yuan , Yong Li

The recent surge in Deep Learning (DL) research of the past decade has successfully provided solutions to many difficult problems. The field of quantitative analysis has been slowly adapting the new methods to its problems, but due to…

Accurately forecasting the real-time travel demand for dockless scooter-sharing is crucial for the planning and operations of transportation systems. Deep learning models provide researchers with powerful tools to achieve this task, but…

计算机与社会 · 计算机科学 2024-10-28 Yiming Xu , Xilei Zhao , Xiaojian Zhang , Mudit Paliwal

Accurate forecasting of bus travel time and its uncertainty is critical to service quality and operation of transit systems; for example, it can help passengers make better decisions on departure time, route choice, and even transport mode…

应用统计 · 统计学 2022-06-15 Xiaoxu Chen , Zhanhong Cheng , Jian Gang Jin , Martin Trepanier , Lijun Sun

Express transportation network design is uncertain because origin--destination demand, travel time, operating cost, hub congestion, and realized sorting productivity vary over time. Existing multi-topology express network models usually…

其他统计学 · 统计学 2026-05-08 Debashis Chatterjee
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