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Driving cycles are a set of driving conditions and are crucial for the existing emission estimation model to evaluate vehicle performance, fuel efficiency, and emissions, by matching them with average speed to calculate the operating modes,…

机器学习 · 计算机科学 2025-04-08 Muhammad Usama , Haris N. Koutsopoulos , Zhengbing He , Lijiao Wang

With the great achievement of artificial intelligence, vehicle technologies have advanced significantly from human centric driving towards fully automated driving. An intelligent vehicle should be able to understand the driver's perception…

人机交互 · 计算机科学 2019-03-12 Yang Zheng , Izzat H. Izzat , John H. L. Hansen

Network-wide traffic flow, which captures dynamic traffic volume on each link of a general network, is fundamental to smart mobility applications. However, the observed traffic flow from sensors is usually limited across the entire network…

机器学习 · 计算机科学 2025-02-07 Zijian Hu , Zhenjie Zheng , Monica Menendez , Wei Ma

Road network data provides rich information about cities, but processing worldwide OpenStreetMap (OSM) data is computationally intensive, and the resulting graphs are often difficult to unify for benchmarking downstream tasks. Existing…

数据库 · 计算机科学 2026-05-22 Guanjie Zheng , Ziyang Su , Yiheng Wang , Yuhang Luo , Hongwei Zhang , Xuanhe Zhou , Linghe Kong , Fan Wu , Wen Ling

A vehicle's fuel consumption depends on its type, the speed, the condition, and the gradients of the road on which it is moving. We developed a Routing Engine for finding an eco-route (one with low fuel consumption) between a source and a…

网络与互联网体系结构 · 计算机科学 2020-11-30 R K Ghosh , Vinay R , Arnab Bhattacharyya

Accounting for over 20% of the total carbon emissions, the precise estimation of on-road transportation carbon emissions is crucial for carbon emission monitoring and efficient mitigation policy formulation. However, existing estimation…

机器学习 · 计算机科学 2024-02-09 Jinwei Zeng , Yu Liu , Jingtao Ding , Jian Yuan , Yong Li

The rapid urbanization and increasing traffic have serious social, economic, and environmental impact on metropolitan areas worldwide. It is of a great importance to understand the complex interplay of road networks and traffic conditions.…

其他计算机科学 · 计算机科学 2018-10-31 Weizi Li , Meilei Jiang , Yaoyu Chen , Ming C. Lin

In this paper, we introduce an open-source model "MOVESTAR" to calculate the fuel consumption and pollutant emissions of motor vehicles. This model is developed based on U.S. Environmental Protection Agency's (EPA) Motor Vehicle Emission…

信号处理 · 电气工程与系统科学 2021-05-18 Ziran Wang , Guoyuan Wu , George Scora

High-resolution origin-destination (OD) tables are essential for a wide spectrum of transportation applications, from modeling traffic and signal timing optimization to congestion pricing and vehicle routing. However, outside a handful of…

计算机与社会 · 计算机科学 2026-05-06 Rishav Sen , Jose Paolo Talusan , Abhishek Dubey , Ayan Mukhopadhyay , Samitha Samaranayake , Aron Laszka

Upcoming Intelligent Traffic Control Systems (ITSCs) will base their optimization processes on crowdsensing data obtained for cars that are used as mobile sensor nodes. In conclusion, public cellular networks will be confronted with massive…

网络与互联网体系结构 · 计算机科学 2018-04-17 Benjamin Sliwa , Thomas Liebig , Robert Falkenberg , Johannes Pillmann , Christian Wietfeld

Traffic forecasting is a fundamental task in transportation research, however the scope of current research has mainly focused on a single data modality of loop detectors. Recently, the advances in Artificial Intelligence and drone…

机器学习 · 计算机科学 2025-04-29 Weijiang Xiong , Robert Fonod , Alexandre Alahi , Nikolas Geroliminis

Operational urban transport models require to gather heterogeneous sets of data and often integrate different sub-models. Their systematic validation and reproducible application therefore remains problematic. We propose in this…

物理与社会 · 物理学 2021-04-30 Juste Raimbault , Michael Batty

This study estimates the relationships between street network characteristics and transport-sector CO2 emissions across every urban area in the world and investigates whether they are the same across development levels and urban design…

物理与社会 · 物理学 2024-01-04 Geoff Boeing , Clemens Pilgram , Yougeng Lu

Identifying and managing high-emitters among heavy-duty diesel vehicles is a key to mitigating urban air pollution, as a small number of such vehicles could contribute a significant amount of total transport emissions. On-board monitoring…

应用统计 · 统计学 2024-04-17 Zhuoqian Yang , Ke Han , Linwei Liao , Jiaxin Wu

Cities worldwide exhibit a variety of street network patterns and configurations that shape human mobility, equity, health, and livelihoods. This study models and analyzes the street networks of every urban area in the world, using…

物理与社会 · 物理学 2021-03-10 Geoff Boeing

Accurate understanding and forecasting of traffic is a key contemporary problem for policymakers. Road networks are increasingly congested, yet traffic data is often expensive to obtain, making informed policy-making harder. This paper…

计算机与社会 · 计算机科学 2019-07-12 Chico Q. Camargo , Jonathan Bright , Graham McNeill , Sridhar Raman , Scott A. Hale

In the research of Intelligent Transportation Systems (ITS), traffic simulation is a key procedure for the evaluation of new methods and optimization of strategies. However, existing traffic simulation systems face two challenges. First,…

分布式、并行与集群计算 · 计算机科学 2024-05-22 Jun Zhang , Wenxuan Ao , Junbo Yan , Can Rong , Depeng Jin , Wei Wu , Yong Li

Climate changes lead to more frequent and intense weather events, posing escalating risks to road traffic. Crowdsourced data offer new opportunities to monitor and investigate changes in road traffic flow during extreme weather. This study…

综合经济学 · 经济学 2023-10-24 Songhua Hu , Kailai Wang , Lingyao Li , Yingrui Zhao , Zhenbing He , Yunpeng , Zhang

This paper introduces a new approach to hybrid traffic modeling, along with its implementation in software. The software allows modelers to assign traffic models to individual links in a network. Each model implements a series of methods,…

数学软件 · 计算机科学 2019-08-13 Gabriel Gomes
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