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As Mobility as a Service (MaaS) systems become increasingly popular, travel is changing from unimodal trips to personalized services offered by a platform of mobility operators. Evaluation of MaaS platforms depends on modeling both user…

计算机与社会 · 计算机科学 2020-08-14 Theodoros P. Pantelidis , Joseph Y. J. Chow , Saeid Rasulkhani

Incorporating speed probability distribution to the computation of the route planning in car navigation systems guarantees more accurate and precise responses. In this paper, we propose a novel approach for dynamically selecting the number…

Understanding trajectory diversity is a fundamental aspect of addressing practical traffic tasks. However, capturing the diversity of trajectories presents challenges, particularly with traditional machine learning and recurrent neural…

人工智能 · 计算机科学 2023-12-04 Ruyi Feng , Zhibin Li , Bowen Liu , Yan Ding

Traffic assignment (TA) is crucial in optimizing transportation systems and consists in efficiently assigning routes to a collection of trips. Existing TA algorithms often do not adequately consider real-time traffic conditions, resulting…

多智能体系统 · 计算机科学 2024-01-23 Giuliano Cornacchia , Mirco Nanni , Luca Pappalardo

This paper presents a scalable solution with adjustable computation time for the joint problem of scheduling and assigning machines and transporters for missions that must be completed in a fixed order of operations across multiple stages.…

机器人学 · 计算机科学 2023-07-13 Koresh Khateri , Giovanni Beltrame

In this paper, an original heuristic algorithm of empty vehicles management in personal rapid transit network is presented. The algorithm is used for the delivery of empty vehicles for waiting passengers, for balancing the distribution of…

分布式、并行与集群计算 · 计算机科学 2017-10-18 Wiktor B. Daszczuk , Jerzy Mieścicki , Waldemar Grabski

This article considers the stochastic on-time arrival problem in transit networks where both the travel time and the waiting time for transit services are stochastic. A specific challenge of this problem is the combinatorial solution space…

数据结构与算法 · 计算机科学 2018-12-04 Yang Liu , Sebastien Blandin , Samitha Samaranayake

Predicting human mobility is crucial for urban planning, traffic control, and emergency response. Mobility behaviors can be categorized into individual and collective, and these behaviors are recorded by diverse mobility data, such as…

机器学习 · 计算机科学 2024-12-23 Qingyue Long , Yuan Yuan , Yong Li

Ride-pooling, which accommodates multiple passenger requests in a single trip, has the potential to significantly increase fleet utilization in shared mobility platforms. The ride-pooling assignment problem finds optimal co-riders to…

最优化与控制 · 数学 2022-04-15 Qi Luo , Viswanath Nagarajan , Alexander Sundt , Yafeng Yin , John Vincent , Mehrdad Shahabi

Recent developments in modular transport vehicles allow deploying multi-purpose vehicles which can alternately transport different kinds of flows. In this study, we propose a novel variant of the pickup and delivery problem, the…

最优化与控制 · 数学 2022-10-13 Jonas Hatzenbühler , Erik Jenelius , Győző Gidófalvi , Oded Cats

Optimal transport has been one of the most exciting subjects in mathematics, starting from the 18th century. As a powerful tool to transport between two probability measures, optimal transport methods have been reinvigorated nowadays in a…

机器学习 · 统计学 2021-05-21 Jingyi Zhang , Wenxuan Zhong , Ping Ma

People's transportation choices reflect complex trade-offs shaped by personal preferences, social norms, and technology acceptance. Predicting such behavior at scale is a critical challenge with major implications for urban planning and…

人机交互 · 计算机科学 2026-01-28 Simon Lämmer , Mark Colley , Patrick Ebel

We consider optimal route planning when the objective function is a general nonlinear and non-monotonic function. Such an objective models user behavior more accurately, for example, when a user is risk-averse, or the utility function needs…

数据结构与算法 · 计算机科学 2015-11-24 Ger Yang , Evdokia Nikolova

Accurate static traffic assignment models are important tools for the assessment of strategic transportation policies. In this article we present a novel approach to partition road networks through network modularity to produce data-driven…

系统与控制 · 电气工程与系统科学 2022-11-28 Alexander Roocroft , Giuliano Punzo , Muhamad Azfar Ramli

We consider a probabilistic model for large-scale task allocation problems for multi-agent systems, aiming to determine an optimal deployment strategy that minimizes the overall transport cost. Specifically, we assign transportation agents…

系统与控制 · 电气工程与系统科学 2025-03-13 Anqi Dong , Karl H. Johansson , Johan Karlsson

Advancements in Intelligent Traffic Systems (ITS) have made huge amounts of traffic data available through automatic data collection. A big part of this data is stored as trajectories of moving vehicles and road users. Automatic analysis of…

机器学习 · 计算机科学 2021-12-06 Mohsen Rezaie , Nicolas Saunier

Modern intelligent urban mobility applications are underpinned by large-scale, multivariate, spatiotemporal data streams. Working with this data presents unique challenges of data management, processing and presentation that is often…

计算机与社会 · 计算机科学 2021-01-25 Michael Wilbur , Philip Pugliese , Aron Laszka , Abhishek Dubey

Travel time or speed estimation are part of many intelligent transportation applications. Existing estimation approaches rely on either function fitting or aggregation and represent different trade-offs between generalizability and…

机器学习 · 计算机科学 2021-04-28 Tobias Skovgaard Jepsen , Christian S. Jensen , Thomas Dyhre Nielsen

Forecasting the trajectory of pedestrians in shared urban traffic environments is still considered one of the challenging problems facing the development of autonomous vehicles (AVs). In the literature, this problem is often tackled using…

计算机视觉与模式识别 · 计算机科学 2021-08-10 Khaled Saleh

When there are significant service disruptions in public transit systems, passengers usually need guidance to find alternative paths. This paper proposes a path recommendation model to mitigate congestion during public transit disruptions.…

最优化与控制 · 数学 2025-05-20 Baichuan Mo , Haris N. Koutsopoulos , Max Zuo-Jun Shen , Jinhua Zhao