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Related papers: Bridging the Gap between Micro-scale Traffic Simul…

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Traffic propagation simulation is crucial for urban planning, enabling congestion analysis, travel time estimation, and route optimization. Traditional micro-simulation frameworks are limited to main roads due to the complexity of urban…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-24 Xuan Jiang , Raja Sengupta , James Demmel , Samuel Williams

In this study, we propose the use of virtual urban field studies (VUFS) through context-based interface prototypes for evaluating the interaction design of auditory interfaces. Virtual field tests use mixed-reality technologies to combine…

Human-Computer Interaction · Computer Science 2024-07-01 Robert Dongas , Kazjon Grace , Samuel Gillespie , Marius Hoggenmueller , Martin Tomitsch , Stewart Worrall

Motion planning is a complicated task that requires the combination of perception, map information integration and prediction, particularly when driving in heavy traffic. Developing an extensible and efficient representation that visualizes…

Robotics · Computer Science 2024-10-14 Ren Xin , Sheng Wang , Yingbing Chen , Jie Cheng , Ming Liu , Jun Ma

This paper presents a step-by-step guide to generating and simulating a traffic scenario using the open-source simulation tool SUMO. It introduces the common pipeline used to generate a synthetic traffic model for SUMO, how to import…

Networking and Internet Architecture · Computer Science 2025-02-04 Davide Andrea Guastella , Eladio Montero-Porras , Alejandro Morales-Hernández , Gianluca Bontempi

Multimodal research and applications are becoming more commonplace as Virtual Reality (VR) technology integrates different sensory feedback, enabling the recreation of real spaces in an audio-visual context. Within VR experiences, numerous…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-08 Mauricio Flores-Vargas , Enda Bates , Rachel McDonnell

Cooperation of automated vehicles (AVs) can improve safety, efficiency and comfort in traffic. Digital twins of Cooperative Intelligent Transport Systems (C-ITS) play an important role in monitoring, managing and improving traffic.…

Robotics · Computer Science 2023-08-24 Raphael van Kempen , Laurenz Adrian Heidrich , Bastian Lampe , Timo Woopen , Lutz Eckstein

Significant challenges are posed by simulation and testing in the field of low-altitude unmanned aerial vehicle (UAV) traffic due to the high costs associated with large-scale UAV testing and the complexity of establishing low-altitude…

Robotics · Computer Science 2026-01-01 Zonghan Li , Tianwen Tao , Rao Fu , Liang Wang , Dongyuan Zhang , Quan Quan

In recent years, a large number of research efforts aimed at the development of machine learning models to predict complex spatial-temporal mobility patterns and their impact on road traffic and infrastructure. However, the utility of these…

Human-Computer Interaction · Computer Science 2020-08-04 Nicolas Tempelmeier , Anzumana Sander , Udo Feuerhake , Martin Löhdefink , Elena Demidova

World models for autonomous driving have the potential to dramatically improve the reasoning capabilities of today's systems. However, most works focus on camera data, with only a few that leverage lidar data or combine both to better…

Machine Learning · Computer Science 2025-08-21 Daniel Bogdoll , Yitian Yang , Tim Joseph , Melih Yazgan , J. Marius Zöllner

Accurately modeling individual vehicle behavior in microscopic traffic simulation remains a key challenge in intelligent transportation systems, as it requires vehicles to realistically generate and respond to complex traffic phenomena such…

Systems and Control · Electrical Eng. & Systems 2025-08-12 Vindula Jayawardana , Catherine Tang , Junyi Ji , Jonah Philion , Xue Bin Peng , Cathy Wu

Traffic control in unsignalized urban intersections presents significant challenges due to the complexity, frequent conflicts, and blind spots. This study explores the capability of leveraging Multimodal Large Language Models (MLLMs), such…

Computer Vision and Pattern Recognition · Computer Science 2025-03-03 Sari Masri , Huthaifa I. Ashqar , Mohammed Elhenawy

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…

Robotics · Computer Science 2022-08-29 Danfei Xu , Yuxiao Chen , Boris Ivanovic , Marco Pavone

With the growing popularity of digital twin and autonomous driving in transportation, the demand for simulation systems capable of generating high-fidelity and reliable scenarios is increasing. Existing simulation systems suffer from a lack…

Systems and Control · Electrical Eng. & Systems 2023-07-27 Licheng Wen , Daocheng Fu , Song Mao , Pinlong Cai , Min Dou , Yikang Li , Yu Qiao

Current validation methods often rely on recorded data and basic functional checks, which may not be sufficient to encompass the scenarios an autonomous vehicle might encounter. In addition, there is a growing need for complex scenarios…

Robotics · Computer Science 2024-02-08 Marc Kaufeld , Rainer Trauth , Johannes Betz

Air-ground collaborative intelligence is becoming a key approach for next-generation urban intelligent transportation management, where aerial and ground systems work together on perception, communication, and decision-making. However, the…

The provision of reliable and efficient communication is a key requirement for the deployment of autonomous cars as well as for future Intelligent Transportation Systems (ITSs) in smart cities. Novel communications technologies will have to…

Networking and Internet Architecture · Computer Science 2018-02-22 Benjamin Sliwa , Johannes Pillmann , Fabian Eckermann , Lars Habel , Michael Schreckenberg , Christian Wietfeld

This paper explores the intricacies of traffic behavior at unsignalized intersections through the lens of a novel dataset, combining manual video data labeling and advanced traffic simulation in SUMO. This research involved recording…

Computers and Society · Computer Science 2023-12-25 Supriya Sarker , Bibek Poudel , Michael Villarreal , Weizi Li

Mapping and scene representation are fundamental to reliable planning and navigation in mobile robots. While purely geometric maps using voxel grids allow for general navigation, obtaining up-to-date spatial and semantically rich…

Robotics · Computer Science 2025-03-12 Tim Steinke , Martin Büchner , Niclas Vödisch , Abhinav Valada

How should representations from complementary sensors be integrated for autonomous driving? Geometry-based sensor fusion has shown great promise for perception tasks such as object detection and motion forecasting. However, for the actual…

Computer Vision and Pattern Recognition · Computer Science 2021-04-20 Aditya Prakash , Kashyap Chitta , Andreas Geiger

Scalable sensor simulation is an important yet challenging open problem for safety-critical domains such as self-driving. Current works in image simulation either fail to be photorealistic or do not model the 3D environment and the dynamic…

Computer Vision and Pattern Recognition · Computer Science 2021-05-18 Yun Chen , Frieda Rong , Shivam Duggal , Shenlong Wang , Xinchen Yan , Sivabalan Manivasagam , Shangjie Xue , Ersin Yumer , Raquel Urtasun
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