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Review of Virtual Traffic Simulation and Its Applications

open access: yesJournal of Advanced Transportation, 2020
The increasing number of vehicles in cities brings new challenges to urban traffic management. Analyzing and modeling traffic is of great practical significance to urban intelligent traffic management.
Cui-juan Liu   +3 more
doaj   +2 more sources

Overview Of Application Of Traffic Simulation Model

open access: yesMATEC Web of Conferences, 2018
Traffic simulation is a widely used method applied in the research on traffic modelling, planning and development of traffic networks and systems. From the literature study, a variety traffic simulation models were found in experiments and applications ...
Nor Azlan Nurul Nasuha   +1 more
doaj   +2 more sources

Optimizing Urban Traffic Efficiency and Safety via V2X: A Simulation Study Using the MOSAIC Platform [PDF]

open access: yesSensors
Urban growth and rising vehicle usage have intensified congestion, accidents, and environmental impact, exposing the limitations of traditional traffic management systems.
Sebastian-Ioan Alupoaei   +1 more
doaj   +2 more sources

Guided Conditional Diffusion for Controllable Traffic Simulation [PDF]

open access: yesIEEE International Conference on Robotics and Automation, 2022
Controllable and realistic traffic simulation is critical for developing and verifying autonomous vehicles. Typical heuristic-based traffic models offer flexible control to make vehicles follow specific trajectories and traffic rules.
Ziyuan Zhong   +7 more
semanticscholar   +1 more source

Language-Guided Traffic Simulation via Scene-Level Diffusion [PDF]

open access: yesConference on Robot Learning, 2023
Realistic and controllable traffic simulation is a core capability that is necessary to accelerate autonomous vehicle (AV) development. However, current approaches for controlling learning-based traffic models require significant domain expertise and are
Ziyuan Zhong   +7 more
semanticscholar   +1 more source

Data-Driven Traffic Simulation: A Comprehensive Review [PDF]

open access: yesIEEE Transactions on Intelligent Vehicles, 2023
Autonomous vehicles (AVs) have the potential to significantly revolutionize society by providing a secure and efficient mode of transportation. Recent years have witnessed notable advancements in autonomous driving perception and prediction, but the ...
Di Chen   +4 more
semanticscholar   +1 more source

BITS: Bi-level Imitation for Traffic Simulation [PDF]

open access: yesIEEE International Conference on Robotics and Automation, 2022
Simulation is the key to scaling up validation and verification for robotic systems such as autonomous vehicles. Despite advances in high-fidelity physics and sensor simulation, a critical gap remains in simulating realistic behaviors of road users. This
Danfei Xu   +3 more
semanticscholar   +1 more source

InterSim: Interactive Traffic Simulation via Explicit Relation Modeling [PDF]

open access: yesIEEE/RJS International Conference on Intelligent RObots and Systems, 2022
Interactive traffic simulation is crucial to autonomous driving systems by enabling testing for planners in a more scalable and safe way compared to real-world road testing.
Qiao Sun   +3 more
semanticscholar   +1 more source

CBLab: Supporting the Training of Large-scale Traffic Control Policies with Scalable Traffic Simulation [PDF]

open access: yesKnowledge Discovery and Data Mining, 2022
Traffic simulation provides interactive data for the optimization of traffic control policies. However, existing traffic simulators are limited by their lack of scalability and shortage in input data, which prevents them from generating interactive data ...
Chumeng Liang   +9 more
semanticscholar   +1 more source

Research on Adaptive Two-Point Energy Management Strategy and Optimization for Range-Extended Electric Vehicle

open access: yesIEEE Access, 2023
This article proposes an adaptive parameter optimization energy management strategy suitable for range-extended electric vehicle (R-EEV), with the optimization objectives of improving vehicle economy, reducing emissions and extending battery life.
Cheng Chang   +3 more
doaj   +1 more source

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