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Crowding valuation of subway riders is an important input to various supply-side decisions of transit operators. The crowding cost perceived by a transit rider is generally estimated by capturing the trade-off that the rider makes between…

应用统计 · 统计学 2020-07-09 Prateek Bansal , Daniel Hörcher , Daniel J. Graham

In the area of urban transportation networks, a growing number of day-to-day (DTD) traffic dynamic theories have been proposed to describe the network flow evolution, and an increasing amount of laboratory experiments have been conducted to…

物理与社会 · 物理学 2023-03-08 Hang Qi , Ning Jia , Xiaobo Qu , Zhengbing He

As ride-hailing services become increasingly popular, being able to accurately predict demand for such services can help operators efficiently allocate drivers to customers, and reduce idle time, improve congestion, and enhance the…

机器学习 · 计算机科学 2022-12-19 Long Chen , Piyushimita , Thakuriah , Konstantinos Ampountolas

Vacant taxi drivers' passenger seeking process in a road network generates additional vehicle miles traveled, adding congestion and pollution into the road network and the environment. This paper aims to employ a Markov Decision Process…

机器学习 · 计算机科学 2020-02-04 Zhenyu Shou , Xuan Di , Jieping Ye , Hongtu Zhu , Hua Zhang , Robert Hampshire

Accurate prediction of public transit ridership is vital for efficient planning and management of transit in rapidly growing urban areas in Canada. Unexpected increases in passengers can cause overcrowded vehicles, longer boarding times,…

机器学习 · 计算机科学 2024-10-22 Jiahao Wang , Amer Shalaby

Recently, the scientific progress of Advanced Driver Assistance System solutions (ADAS) has played a key role in enhancing the overall safety of driving. ADAS technology enables active control of vehicles to prevent potentially risky…

信号处理 · 电气工程与系统科学 2023-08-07 Francesco Rundo , Concetto Spampinato , Michael Rundo

With the climate change challenges, transport network companies started to electrify their fleet to reduce CO2 emissions. However, such an ecological transition brings new research challenges for dynamic electric fleet charging management…

最优化与控制 · 数学 2022-09-23 Tai-Yu Ma

Ride-sourcing platforms such as Uber and Lyft offer drivers (i.e., platform suppliers) considerable freedom of choice in multiple aspects. At the operational level, drivers can freely accept or decline trip requests that can significantly…

多智能体系统 · 计算机科学 2023-10-10 Farnoud Ghasemi , Peyman Ashkrof , Rafal Kucharski

In ridepooling systems with electric fleets, charging is a complex decision-making process. Most electric vehicle (EV) taxi services require drivers to make egoistic decisions, leading to decentralized ad-hoc charging strategies. The…

This paper presents a doubly dynamic day-to-day (DTD) traffic assignment model with simultaneous route-and-departure-time (SRDT) choices while incorporating incomplete and imperfect information as well as bounded rationality. Two SRDT…

物理与社会 · 物理学 2020-02-13 Yang Yu , Ke Han , Washington Ochieng

Ridesourcing platforms recently introduced the ``schedule a ride'' service where passengers may reserve (book-ahead) a ride in advance of their trip. Reservations give platforms precise information that describes the start time and location…

系统与控制 · 电气工程与系统科学 2021-06-17 Cesar N. Yahia , Gustavo de Veciana , Stephen D. Boyles , Jean Abou Rahal , Michael Stecklein

Electric city bus gains popularity in recent years for its low greenhouse gas emission, low noise level, etc. Different from a passenger car, the weight of a city bus varies significantly with different amounts of onboard passengers. After…

系统与控制 · 电气工程与系统科学 2023-02-08 Junzhe Shi , Bin Xu , Xingyu Zhou , Jun Hou

Automated Driving Systems (ADS) development relies on utilizing real-world vehicle data. The volume of data generated by modern vehicles presents transmission, storage, and computational challenges. Focusing on Dynamic Behavior (DB) offers…

机器人学 · 计算机科学 2024-07-08 Philipp Reis , Philipp Rigoll , Eric Sax

Route planning is important in transportation. Existing works focus on finding the shortest path solution or using metrics such as safety and energy consumption to determine the planning. It is noted that most of these studies rely on prior…

机器学习 · 计算机科学 2020-11-06 Yuanzhe Geng , Erwu Liu , Rui Wang , Yiming Liu

Two-thirds of the people who buy a new car prefer to use a substitute instead of the built-in navigation system. However, for many applications, knowledge about a user's intended destination and route is crucial. For example, suggestions…

机器学习 · 计算机科学 2020-04-17 Patrick Ebel , Ibrahim Emre Göl , Christoph Lingenfelder , Andreas Vogelsang

Driver drowsiness is one of the main causes of road accidents and is recognized as a leading contributor to traffic-related fatalities. However, detecting drowsiness accurately remains a challenging task, especially in real-world settings…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Tran Viet Khoa , Do Hai Son , Mohammad Abu Alsheikh , Yibeltal F Alem , Dinh Thai Hoang

Remote driving of vehicles is gaining in importance in the transportation sector, especially when Automated Driving Systems (ADSs) reach the limits of their system boundaries. This study investigates the challenges faced by human Remote…

系统与控制 · 电气工程与系统科学 2025-10-21 Ole Hans , Jürgen Adamy

In this paper, we present machine learning approaches for characterizing and forecasting the short-term demand for on-demand ride-hailing services. We propose the spatio-temporal estimation of the demand that is a function of variable…

机器学习 · 计算机科学 2017-03-08 Ismaïl Saadi , Melvin Wong , Bilal Farooq , Jacques Teller , Mario Cools

The performance of ride-sourcing services such as Uber and Lyft is determined by the collective choices of individual drivers who are not only chauffeurs but private fleet providers. In such a context, ride-sourcing drivers are free to…

物理与社会 · 物理学 2021-07-19 Peyman Ashkrof , Gonçalo Homem de Almeida Correia , Oded Cats , Bart van Arem

Public transport routing plays a crucial role in transit network design, ensuring a satisfactory level of service for passengers. However, current routing solutions rely on traditional operational research heuristics, which can be…

人工智能 · 计算机科学 2023-08-25 Nadav Shalit , Michael Fire , Dima Kagan , Eran Ben-Elia