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The rapid iteration of autonomous driving algorithms has created a growing demand for high-fidelity, replayable, and diagnosable testing data. However, many public datasets lack real vehicle dynamics feedback and closed-loop interaction…

Robotics · Computer Science 2026-04-23 Yuhang Zhang , Jiarui Zhang , Bowen Jian , Xin Zhou , Zhichao Lv , Peng Hang , Rongjie Yu , Ye Tian , Jian Sun

Self-driving technology is expected to revolutionize different sectors and is seen as the natural evolution of road vehicles. In the last years, real-world validation of designed and virtually tested solutions is growing in importance since…

Robotics · Computer Science 2022-02-15 Stefano Arrigoni , Simone Mentasti , Federico Cheli , Matteo Matteucci , Francesco Braghin

The current approach to connected and autonomous driving function development and evaluation uses model-in-the-loop simulation, hardware-in-the-loop simulation, and limited proving ground work followed by public road deployment of beta…

Robotics · Computer Science 2023-05-26 Xincheng Cao , Haochong Chen , Sukru Yaren Gelbal , Bilin Aksun-Guvenc , Levent Guvenc

With growing complexity and responsibility of automated driving functions in road traffic and growing scope of their operational design domains, there is increasing demand for covering significant parts of development, validation, and…

The simulation-based testing is essential for safely implementing autonomous vehicles (AV) on roads, necessitating simulated traffic environments that dynamically interact with the Vehicle Under Test (VUT). This study introduces a…

Robotics · Computer Science 2024-07-29 Yiru Liu , Xiaocong Zhao , Jian Sun

Autonomous vehicle (AV) algorithms need to be tested extensively in order to make sure the vehicle and the passengers will be safe while using it after the implementation. Testing these algorithms in real world create another important…

Robotics · Computer Science 2022-12-23 Sukru Yaren Gelbal , Bilin Aksun-Guvenc , Levent Guvenc

In the realm of autonomous driving, the development and integration of highly complex and heterogeneous systems are standard practice. Modern vehicles are not monolithic systems; instead, they are composed of diverse hardware components,…

Software Engineering · Computer Science 2024-11-25 Paolo Burgio , Angelo Ferrando , Marco Villani

Perceiving the complex driving environment precisely is crucial to the safe operation of autonomous vehicles. With the tremendous advancement of deep learning and communication technology, Vehicle-to-Everything (V2X) collaboration has the…

Software Engineering · Computer Science 2024-08-30 An Guo , Xinyu Gao , Zhenyu Chen , Yuan Xiao , Jiakai Liu , Xiuting Ge , Weisong Sun , Chunrong Fang

We present a new approach to automated scenario-based testing of the safety of autonomous vehicles, especially those using advanced artificial intelligence-based components, spanning both simulation-based evaluation as well as testing in…

Systems and Control · Electrical Eng. & Systems 2020-07-14 Daniel J. Fremont , Edward Kim , Yash Vardhan Pant , Sanjit A. Seshia , Atul Acharya , Xantha Bruso , Paul Wells , Steve Lemke , Qiang Lu , Shalin Mehta

Modern-day autonomous vehicles are increasingly becoming complex multidisciplinary systems composed of mechanical, electrical, electronic, computing and information sub-systems. Furthermore, the individual constituent technologies employed…

Robotics · Computer Science 2024-10-22 Chinmay Vilas Samak , Tanmay Vilas Samak , Venkat Krovi

The safety of single-vehicle autonomous driving technology is limited due to the limits of perception capability of on-board sensors. In contrast, vehicle-road collaboration technology can overcome those limits and improve the traffic…

Robotics · Computer Science 2022-08-16 D. Wu

With the rapid advancement of autonomous driving technology, vehicle-to-everything (V2X) communication has emerged as a key enabler for extending perception range and enhancing driving safety by providing visibility beyond the line of…

Control systems on unmanned vehicles are safety-critical systems whose requirements on reliability and safety are ever-increasing. Currently, testing a complex autonomous control system is an expensive and time-consuming process, which…

Systems and Control · Electrical Eng. & Systems 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

The current approach for new Advanced Driver Assistance System (ADAS) and Connected and Automated Driving (CAD) function development involves a significant amount of public road testing which is inefficient due to the number miles that need…

Robotics · Computer Science 2024-10-08 Xincheng Cao , Haochong Chen , Bilin Aksun-Guvenc , Levent Guvenc

Autonomous driving systems (ADSs) promise improved transportation efficiency and safety, yet ensuring their reliability in complex real-world environments remains a critical challenge. Effective testing is essential to validate ADS…

Computers and Society · Computer Science 2025-12-16 Yihan Liao , Jingyu Zhang , Jacky Keung , Yan Xiao , Yurou Dai

In the automotive security sector, the absence of a testing platform that is configurable, practical, and user-friendly presents considerable challenges. These difficulties are compounded by the intricate design of vehicle systems, the…

Cryptography and Security · Computer Science 2024-04-04 Sekar Kulandaivel , Wenjuan Lu , Brandon Barry , Jorge Guajardo

With the development of V2X technology, multiple vehicles cooperative control has been widely studied. However, filed testing is rarely conducted due to financial and safety considerations. To solve this problem, this study proposes a…

Systems and Control · Electrical Eng. & Systems 2021-10-26 Chunying Yang , Jianghong Dong , Qing Xu , Mengchi Cai , Hongmao Qin , Jianqiang Wang , Keqiang Li

Simulation is an integral part in the process of developing autonomous vehicles and advantageous for training, validation, and verification of driving functions. Even though simulations come with a series of benefits compared to real-world…

Computer Vision and Pattern Recognition · Computer Science 2023-08-01 Ferdinand Mütsch , Helen Gremmelmaier , Nicolas Becker , Daniel Bogdoll , Marc René Zofka , J. Marius Zöllner

This comprehensive literature review explores the potential of Augmented Reality and Virtual Reality technologies to enhance the design and testing of autonomous vehicles. By analyzing existing research, the review aims to identify how AR…

Human-Computer Interaction · Computer Science 2024-05-01 Emanuella Ejichukwu , Lauren Tong , Gadir Hazime , Bochen Jia

Verification and validation of vehicles is a complex yet critical process, particularly for ensuring safety and coverage through simulations. However, achieving realistic and useful simulations comes with significant challenges. To explore…

Software Engineering · Computer Science 2025-08-21 Beatriz Cabrero-Daniel , Mazen Mohamad
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