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Autonomous driving algorithms rely heavily on learning-based models, which require large datasets for training. However, there is often a large amount of redundant information in these datasets, while collecting and processing these…

机器学习 · 计算机科学 2023-06-27 Jianyu Lai , Zexuan Jia , Boao Li

For the foreseeble future, human beings will likely remain an integral part of the driving task, monitoring the AI system as it performs anywhere from just over 0% to just under 100% of the driving. The governing objectives of the MIT…

The advent of on-demand mobility systems is expected to have a tremendous potential on the wellness of transportation users in cities. Yet such positive effects are reached when the systems under consideration enable seamless integration…

计算机与社会 · 计算机科学 2020-07-28 Claudio Gambella , Julien Monteil , Anton Dekusar , Sergio Cabrero Barros , Andrea Simonetto , Yassine Lassoued

Qatar expects more than a million visitors during the 2022 World Cup, which will pose significant challenges. The high number of people will likely cause a rise in road traffic congestion, vehicle crashes, injuries and deaths. To tackle…

计算机与社会 · 计算机科学 2020-03-18 Rateb Jabbar , Mohammed Shinoy , Mohamed Kharbeche , Khalifa Al-Khalifa , Moez Krichenz , Kamel Barkaouiy

Individual traffic significantly contributes to climate change and environmental degradation. Therefore, innovation in sustainable mobility is gaining importance as it helps to reduce environmental pollution. However, effects of new ideas…

多智能体系统 · 计算机科学 2021-11-16 Johannes Nguyen , Simon T. Powers , Neil Urquhart , Thomas Farrenkopf , Michael Guckert

Vehicle trajectory prediction is essential for enabling safety-critical intelligent transportation systems (ITS) applications used in management and operations. While there have been some promising advances in the field, there is a need for…

机器学习 · 计算机科学 2022-05-27 Vinit Katariya , Mohammadreza Baharani , Nichole Morris , Omidreza Shoghli , Hamed Tabkhi

Routine and consistent data collection is required to address contemporary transportation issues.The cost of data collection increases significantly when sophisticated machines are used to collect data. Due to this constraint, State…

计算机视觉与模式识别 · 计算机科学 2021-06-22 Armstrong Aboah , Michael Boeding , Yaw Adu-Gyamfi

This study addresses the challenge of predicting electric vehicle (EV) charging profiles in urban locations with limited data. Utilizing a neural network architecture, we aim to uncover latent charging profiles influenced by spatio-temporal…

Effective co-optimization of energy management strategy (EMS) and thermal management (TM) is crucial for optimizing fuel efficiency in hybrid electric vehicles (HEVs). Driving conditions significantly influence the performance of both EMS…

系统与控制 · 电气工程与系统科学 2026-03-31 Hanghang Cui , Arash Khalatbarisoltani , Jie Han , Wenxue Liu , Muhammad Saeed , Xiaosong Hu

Navigation apps use routing algorithms to suggest the best path to reach a user's desired destination. Although undoubtedly useful, navigation apps' impact on the urban environment (e.g., carbon dioxide emissions and population exposure to…

计算机与社会 · 计算机科学 2024-01-23 Giuliano Cornacchia , Matteo Böhm , Giovanni Mauro , Mirco Nanni , Dino Pedreschi , Luca Pappalardo

This paper introduces an AI-enabled, interaction-aware active safety analysis framework that accounts for groupwise vehicle interactions. Specifically, the framework employs a bicycle model-augmented with road gradient considerations-to…

机器人学 · 计算机科学 2025-05-02 Keshu Wu , Zihao Li , Sixu Li , Xinyue Ye , Dominique Lord , Yang Zhou

Advancement in connected vehicle technology has created opportunities for researchers to develop safety critical and assistive applications for drivers. These applications do not only ensure drivers' safety and assistance services but also…

计算机与社会 · 计算机科学 2018-05-02 Md Salman Ahmed , Mohammad A Hoque , Asad Khattak

In response to the global need for sustainable energy, green technology may help fight climate change. Before green infrastructure to be easily integrated into the world's energy system, it needs upgrading. By improving energy…

人工智能 · 计算机科学 2023-04-28 Ishan Shivansh Bangroo

Integrating ridesharing matching explicitly into multimodal traffic models is crucial for accurately assessing the impacts of multimodal transport (MT) on urban economic and environmental aspects. This paper integrates an optimal…

物理与社会 · 物理学 2024-11-26 Yueqi Liu , Ke Han , Zhuoqian Yang , Yanghong Yu , Wen Ji

With the growing adoption of electric vehicles (EVs), understanding user charging behavior has become critical for grid stability and transportation planning. This study investigates the behavioral heterogeneity of EV taxi drivers by…

人工智能 · 计算机科学 2026-03-03 Chuanlin Zhang , Junkang Feng , Chenggang Cui , Pengfeng Lin , Hui Chen , Yan Xu , A. M. Y. M. Ghias , Qianguang Ma , Pei Zhang

Understanding the movement behaviours of individuals and the way they react to the external world is a key component of any problem that involves the modelling of human dynamics at a physical level. In particular, it is crucial to capture…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Gabriele Galatolo , Mirco Nanni

Motor insurance can use telematics data not only to understand the individual driving style, but also to implement innovative coaching strategies that feed back to the drivers, through an app, the aggregated information extracted from the…

计算机与社会 · 计算机科学 2024-12-31 Alberto Cevolini , Elena Morotti , Elena Esposito , Lorenzo Romanelli , Riccardo Tisseur , Cristiano Misani

This white paper offers a comprehensive overview of the protocols utilized in the field of intelligent transportation systems (ITS). The paper presents a comprehensive overview of protocols from all layers of the Open System Interconnection…

网络与互联网体系结构 · 计算机科学 2024-07-19 Jonas Vogt

Accurate calculation of aircraft fuel consumption plays an irreplaceable role in flight operations, optimization, and pollutant accounting. Calculating aircraft fuel consumption accurately is tricky because it changes based on different…

应用统计 · 统计学 2025-12-17 Linfeng Zhang , Alex Bian , Changmin Jiang , Lingxiao Wu

With an increasing number of vehicles equipped with adaptive cruise control (ACC), the impact of such vehicles on the collective dynamics of traffic flow becomes relevant. By means of simulation, we investigate the influence of variable…

物理与社会 · 物理学 2010-09-08 Arne Kesting , Martin Treiber , Dirk Helbing
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