A physics-informed deep learning paradigm for car-following models

Z Mo, R Shi, X Di - Transportation research part C: emerging technologies, 2021 - Elsevier
Car-following behavior has been extensively studied using physics-based models, such as
Intelligent Driving Model (IDM). These models successfully interpret traffic phenomena …

Longitudinal train dynamics model for a rail transit simulation system

J Wang, HA Rakha - Transportation Research Part C: Emerging …, 2018 - Elsevier
The paper develops a longitudinal train dynamics model in support of microscopic railway
transportation simulation. The model can be calibrated without any mechanical data making …

How much vehicle activity data is needed to develop robust vehicle specific power distributions for emission estimates? A case study in Beijing

Z Zhai, G Song, L Yu - Transportation Research Part D: Transport and …, 2018 - Elsevier
Traffic emissions have become one of the main sources of air pollution in China's urban
areas in recent years. In order to inform emission reduction policymakers, Beijing has been …

Characteristics of operating mode distributions of light duty vehicles by road type, average speed, and driver type for estimating on-road emissions: Case study of …

Z Zhai, G Song, Y Liu, Y Cheng, W He… - Journal of Intelligent …, 2019 - Taylor & Francis
Researchers have collected extensive vehicle activity data in Beijing using GPS and
attempted to develop a comprehensive database of facility-and speed-specific operating …

Multi-Modal Energy Consumption Modeling and Eco-routing System Development

J Wang - 2017 - vtechworks.lib.vt.edu
A door-to-door trip may involve multiple traffic modes. For example, travelers may drive to a
subway station and make a transfer to rail transit; alternatively, people may also start their …

Electric versus Gasoline Vehicle Particulate Matter and Greenhouse Gas Emissions: Large-scale Analysis

HA Rakha, M Farag, H Foroutan - 2024 - vtechworks.lib.vt.edu
This study addresses the contentious issue of non-exhaust particulate matter (PM)
emissions from battery electric vehicles (BEVs) compared to internal combustion engine …

[PDF][PDF] Using simulation games for traffic model calibration

G Leao, J Ferreira, P Amaro, RJF Rossetti - ISC'2019, 2019 - researchportal.vub.be
Microscopic simulation requires accurate car-following models so that they can properly
emulate real-world traffic. In order to define these models, calibration procedures can be …