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Demand forecasting is extremely important in revenue management. After all, it is one of the inputs to an optimisation method which aim is to maximize revenue. Most, if not all, forecasting methods use historical data to forecast the…

最优化与控制 · 数学 2021-03-16 Daniel Hopman , Ger Koole , Rob van der Mei

An algorithm to cluster mobility-on-demand trips considering road network structure is developed in this paper. The benefits of our network partition algorithm are demonstrated in numerical simulations, showing that we can use fewer…

最优化与控制 · 数学 2018-12-18 Xianan Huang , Huei Peng

This paper presents a novel method for transforming large-scale historical expressway route search records into a three-dimensional (3D) Origin-Destination (OD) map, enabling data compression, efficient spatiotemporal sampling and…

计算机与社会 · 计算机科学 2025-07-29 Hangli Ge , Dizhi Huang , Xiaojie Yang , Lifeng Lin , Kazuma Hatano , Takeshi Kawasaki , Noboru Koshizuka

While benefiting people's daily life in so many ways, smartphones and their location-based services are generating massive mobile device location data that has great potential to help us understand travel demand patterns and make…

机器学习 · 计算机科学 2020-12-10 Chenfeng Xiong , Aref Darzi , Yixuan Pan , Sepehr Ghader , Lei Zhang

Network traffic matrix estimation is an ill-posed linear inverse problem: it requires to estimate the unobservable origin destination traffic flows, X, given the observable link traffic flows, Y, and a binary routing matrix, A, which are…

网络与互联网体系结构 · 计算机科学 2021-12-20 Syed Muhammad Atif , Nicolas Gillis , Sameer Qazi , Imran Naseem

A system manager makes dynamic pricing and dispatch control decisions in a queueing network model motivated by ride-hailing applications. A novel feature of the model is that it incorporates travel times. Unfortunately, this renders the…

最优化与控制 · 数学 2026-05-27 Amir Anastasios Alwan , Baris Ata , Yuwei Zhou

This paper presents a modeling approach to infer scheduling and routing patterns from digital freight transport activity data for different freight markets. We provide a complete modeling framework including a new discrete-continuous…

机器学习 · 计算机科学 2023-11-28 Ali Nadi , Lóránt Tavasszy , J. W. C. van Lint , Maaike Snelder

With the widespread adoption of mobility-on-demand (MoD) services and the advancements in autonomous vehicle (AV) technology, the research interest into the AVs based MoD (AMoD) services has grown immensely. Often agent-based simulation…

系统与控制 · 电气工程与系统科学 2023-11-14 Arslan Ali Syed , Yunfei Zhang , Klaus Bogenberger

Travel time estimation is an important component in modern transportation applications. The state of the art techniques for travel time estimation use GPS traces to learn the weights of a road network, often modeled as a directed graph,…

物理与社会 · 物理学 2020-06-18 Sofiane Abbar , Rade Stanojevic , Mohamed Mokbel

Transportation service providers that dispatch drivers and vehicles to riders start to support both on-demand ride requests posted in real time and rides scheduled in advance, leading to new challenges which, to the best of our knowledge,…

人工智能 · 计算机科学 2019-07-23 Taoan Huang , Bohui Fang , Xiaohui Bei , Fei Fang

In this paper, a novel transport planning model system (TPMS) is formulated which is built on the concepts of supernetworks, multi-modality, integrity and calibration. In the proposed formulation, activity travel pattern (ATP) choice facets…

物理与社会 · 物理学 2019-07-24 Ali Najmi , David Rey , Taha H. Rashidi , S. Travis Waller

Different passenger demand rates in transit stations underscore the importance of adopting operational strategies to provide a demand-responsive service. Aiming at improving passengers' travel time, the present study introduces an advanced…

机器学习 · 计算机科学 2022-09-08 Mohammadjavad Javadinasr , Amir Bahador Parsa , Abolfazl , Mohammadian

Despite progress in deep learning for shared micromobility demand prediction, the systematic design and statistical validation of temporal input structures remain underexplored. Temporal features are often selected heuristically, even…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Mohammad Sahnoon , Merkebe Getachew Demissie , Roberto Souza

Commuting, like other types of human travel, is complex in nature, such as trip-chaining behavior involving making stops of multiple purposes between two anchors. According to the 2001 National Household Travel Survey, about one half of…

物理与社会 · 物理学 2020-08-26 Yujie Hu , Xiaopeng Li

Bathtub models are used to study urban traffic within a certain area. They do not require to take into account the detailed network topology. The emergence of different bathtub models has raised the question of which model can provide more…

系统与控制 · 电气工程与系统科学 2024-12-17 Jiayi Guo , Irene Martínez , Gonçalo Correia , Bart van Arem

Ridesharing platforms match riders and drivers, using dynamic pricing to balance supply and demand. The origin-based "surge pricing", however, does not take into consideration market conditions at trip destinations, leading to inefficient…

计算机科学与博弈论 · 计算机科学 2023-11-15 Chenkai Yu , Hongyao Ma

Urban resource scheduling is an important part of the development of a smart city, and transportation resources are the main components of urban resources. Currently, a series of problems with transportation resources such as unbalanced…

机器学习 · 计算机科学 2020-09-02 Dongjie Wang , Yan Yang , Shangming Ning

We introduce a framework for defining and interpreting collective mobility measures from spatially and temporally aggregated origin--destination (OD) data. Rather than characterizing individual behavior, these measures describe properties…

应用统计 · 统计学 2026-01-21 Alisha Foster , David A. Meyer , Asif Shakeel

The increased availability of large-scale trajectory data around the world provides rich information for the study of urban dynamics. For example, New York City Taxi Limousine Commission regularly releases source-destination information…

机器学习 · 计算机科学 2015-12-31 Hongjian Wang , Zhenhui Li , Yu-Hsuan Kuo , Dan Kifer

Mobility-on-Demand (MoD) systems are generally designed and analyzed for a fixed and exogenous demand, but such frameworks fail to answer questions about the impact of these services on the urban transportation system, such as the effect of…

系统与控制 · 计算机科学 2018-10-09 Yang Liu , Prateek Bansal , Ricardo Daziano , Samitha Samaranayake