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Closed-loop simulation environments play a crucial role in the validation and enhancement of autonomous driving systems (ADS). However, certain challenges warrant significant attention, including balancing simulation accuracy with duration,…

Robotics · Computer Science 2025-02-14 Daocheng Fu , Naiting Zhong , Xu Han , Pinlong Cai , Licheng Wen , Song Mao , Botian Shi , Yu Qiao

Autonomous driving has been the subject of increased interest in recent years both in industry and in academia. Serious efforts are being pursued to address legal, technical and logistical problems and make autonomous cars a viable option…

Artificial Intelligence · Computer Science 2016-08-31 Nan Li , Dave Oyler , Mengxuan Zhang , Yildiray Yildiz , Ilya Kolmanovsky , Anouck Girard

On-demand ride services or ride-sourcing services have been experiencing fast development in the past decade. Various mathematical models and optimization algorithms have been developed to help ride-sourcing platforms design operational…

Artificial Intelligence · Computer Science 2023-08-07 Siyuan Feng , Taijie Chen , Yuhao Zhang , Jintao Ke , Zhengfei Zheng , Hai Yang

Developing safety and efficiency applications for Connected and Automated Vehicles (CAVs) require a great deal of testing and evaluation. The need for the operation of these systems in critical and dangerous situations makes the burden of…

Multiagent Systems · Computer Science 2023-04-27 Ahura Jami , Mahdi Razzaghpour , Hussein Alnuweiri , Yaser P. Fallah

Search-based testing is critical for evaluating the safety and reliability of autonomous driving systems (ADSs). However, existing approaches are often built on heterogeneous frameworks (e.g., distinct scenario spaces, simulators, and…

Software Engineering · Computer Science 2026-01-12 Mingfei Cheng , Lionel Briand , Yuan Zhou

Autonomous driving has shown great potential to reform modern transportation. Yet its reliability and safety have drawn a lot of attention and concerns. Compared with traditional software systems, autonomous driving systems (ADSs) often use…

Software Engineering · Computer Science 2022-09-26 Guannan Lou , Yao Deng , Xi Zheng , Mengshi Zhang , Tianyi Zhang

This article summarizes the research progress of scenario-based testing and development technology for autonomous vehicles. We systematically analyzed previous research works and proposed the definition of scenario, the elements of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-09 Xiaoyi Li

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

This paper presents a practical approach towards implementing pathfinding algorithms on real-world and low-cost non- commercial hardware platforms. While using robotics simulation platforms as a test-bed for our algorithms we easily…

Robotics · Computer Science 2018-03-01 Sayyed Jaffar Ali Raza , Nitish A. Gupta , Nisarg Chitaliya , Gita R. Sukthankar

An open-source vehicle testbed to enable the exploration of automation technologies for road vehicles is presented. The platform hardware and software, based on the Robot Operating System (ROS), are detailed. Two methods are discussed for…

Systems and Control · Computer Science 2020-10-13 Austin Costley , Chase Kunz , Ryan Gerdes , Rajnikant Sharma

Contemporary connected vehicles host numerous applications, such as diagnostics and navigation, and new software is continuously being developed. However, the development process typically requires offline batch processing of large data…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-17 Adrian Nilsson , Simon Smith , Jonas Hagmar , Magnus Önnheim , Mats Jirstrand

This paper introduces RoboCar, an open-source research platform for autonomous driving developed at the University of Luxembourg. RoboCar provides a modular, cost-effective framework for the development of experimental Autonomous Driving…

Robotics · Computer Science 2025-07-28 Mehdi Testouri , Gamal Elghazaly , Raphael Frank

The kind of closed-loop verification likely to be required for autonomous vehicle (AV) safety testing is beyond the reach of traditional test methodologies and discrete verification. Validation puts the autonomous vehicle system to the test…

Machine Learning · Computer Science 2020-05-29 Hyun Jae Cho , Madhur Behl

Recently, there have been many advances in autonomous driving society, attracting a lot of attention from academia and industry. However, existing works mainly focus on cars, extra development is still required for self-driving truck…

As autonomous driving technology is getting more and more mature today, autonomous delivery companies like Starship, Marble, and Nuro has been making progress in the tests of their autonomous delivery robots. While simulations and…

Robotics · Computer Science 2022-05-18 Zhaofeng Tian , Weisong Shi

Automated driving functions (ADFs) have become increasingly popular in recent years. However, their safety must be assured. Thus, the verification and validation of these functions is still an important open issue in research and…

Software Engineering · Computer Science 2023-08-10 Daniel Becker , Guido Küppers , Lutz Eckstein

The safety and reliability of Automated Driving Systems (ADS) are paramount, necessitating rigorous testing methodologies to uncover potential failures before deployment. Traditional testing approaches often prioritize either natural…

The field of autonomous vehicle research is advancing rapidly, necessitating platforms that meet real-time performance, safety, and security requirements for practical deployment. AUTOSAR Adaptive Platform (AUTOSAR AP) is widely adopted in…

Robotics · Computer Science 2025-11-25 Ryudai Iwakami , Bo Peng , Hiroyuki Hanyu , Tasuku Ishigooka , Takuya Azumi

This paper presents the CAT Vehicle (Cognitive and Autonomous Test Vehicle) Testbed: a research testbed comprised of a distributed simulation-based autonomous vehicle, with straightforward transition to hardware in the loop testing and…

Robotics · Computer Science 2018-04-13 Rahul Kumar Bhadani , Jonathan Sprinkle , Matthew Bunting

Success in racing requires a unique combination of vehicle setup, understanding of the racetrack, and human expertise. Since building and testing many different vehicle configurations in the real world is prohibitively expensive,…

Robotics · Computer Science 2024-12-06 John Subosits , Jenna Lee , Shawn Manuel , Paul Tylkin , Avinash Balachandran