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Leading autonomous vehicle (AV) platforms and testing infrastructures are, unfortunately, proprietary and closed-source. Thus, it is difficult to evaluate how well safety-critical AVs perform and how safe they truly are. Similarly, few…

Systems and Control · Electrical Eng. & Systems 2023-03-30 R. Spencer Hallyburton , Nate Zelter , David Hunt , Kristen Angell , Miroslav Pajic

A larger number of people with heterogeneous knowledge and skills running a project together needs an adaptable, target, and skill-specific engineering process. This especially holds for a project to develop a highly innovative,…

Software Engineering · Computer Science 2014-09-24 Christian Berger , Bernhard Rumpe

There have been major developments in Automated Driving (AD) and Driving Assist Systems (ADAS) in recent years. However, their safety assurance, thus methodologies for testing, verification and validation AD/ADAS safety-critical…

Software Engineering · Computer Science 2023-11-08 Hasan Esen , Brian Hsuan-Cheng Liao

Autonomous vehicles are slowly becoming reality thanks to the efforts of many academic and industrial organizations. Due to the complexity of the software powering these systems and the dynamicity of the development processes, an…

Software Engineering · Computer Science 2017-11-27 Federico Giaimo , Christian Berger , Crispin Kirchner

Safety validation of autonomous driving systems is extremely challenging due to the high risks and costs of real-world testing as well as the rarity and diversity of potential failures. To address these challenges, we train a denoising…

Robotics · Computer Science 2025-06-11 Juanran Wang , Marc R. Schlichting , Harrison Delecki , Mykel J. Kochenderfer

Autonomous driving systems (ADS) are increasingly deployed in real traffic, yet testing remains fundamentally challenging due to open environments, complex scenarios, and the lack of established processes and metrics. Despite extensive…

Software Engineering · Computer Science 2026-05-04 Qunying Song , Ali Nouri , Håkan Sivencrona , Federica Sarro

Communication between vehicles with varying degrees of automation is increasingly challenging as highly automated vehicles are unable to interpret the non-verbal signs of other road users. The lack of understanding on roads leads to lower…

In today's modern farm, an increasing number of agricultural systems and vehicles are connected to the Internet. While the benefits of networked agricultural machinery are attractive, this technological shift is also creating an environment…

Computers and Society · Computer Science 2022-05-13 Mark Freyhof , George Grispos , Santosh Pitla , Cody Stolle

Autonomous Vehicles (AVs) promise a range of societal advantages, including broader access to mobility, reduced road accidents, and enhanced transportation efficiency. However, evaluating the risks linked to AVs is complex due to limited…

Robotics · Computer Science 2023-11-30 Alessandro Zanardi , Andrea Censi , Margherita Atzei , Luigi Di Lillo , Emilio Frazzoli

The development of self-driving cars has garnered significant attention from researchers, universities, and industries worldwide. Autonomous vehicles integrate numerous subsystems, including lane tracking, object detection, and vehicle…

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

The traditional build-and-expand approach is not a viable solution to keep roadway traffic rolling safely, so technological solutions, such as Autonomous Vehicles (AVs), are favored. AVs have considerable potential to increase the carrying…

Computers and Society · Computer Science 2023-07-06 Sakib Mahmud Khan , M Sabbir Salek , Vareva Harris , Gurcan Comert , Eric Morris , Mashrur Chowdhury

The recent proliferation of computing technologies (e.g., sensors, computer vision, machine learning, and hardware acceleration), and the broad deployment of communication mechanisms (e.g., DSRC, C-V2X, 5G) have pushed the horizon of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-09 Liangkai Liu , Sidi Lu , Ren Zhong , Baofu Wu , Yongtao Yao , Qingyang Zhang , Weisong Shi

A system safety case is a compelling, comprehensible, and valid argument about the satisfaction of the safety goals of a given system operating in a given environment supported by convincing evidence. Since the publication of UL 4600 in…

Software Engineering · Computer Science 2024-04-09 Michael Wagner , Carmen Carlan

Autonomous vehicle (AV) technology is rapidly becoming a reality on U.S. roads, offering the promise of improvements in traffic management, safety, and the comfort and efficiency of vehicular travel. With this increasing popularity and…

Signal Processing · Electrical Eng. & Systems 2019-08-15 Saurabh Jha , Subho S. Banerjee , James Cyriac , Zbigniew T. Kalbarczyk , Ravishankar K. Iyer

Autonomous driving has gained significant advancements in recent years. However, obtaining a robust control policy for driving remains challenging as it requires training data from a variety of scenarios, including rare situations (e.g.,…

Robotics · Computer Science 2019-07-23 Weizi Li , David Wolinski , Ming C. Lin

Indoor autonomous driving testbeds have emerged to complement expensive outdoor testbeds and virtual simulations, offering scalable and cost-effective solutions for research in navigation, traffic optimization, and swarm intelligence.…

Robotics · Computer Science 2024-03-07 Zhaofeng Tian , William He , Boyang Tian , Ren Zhong , Erfan Foorginejad , Weisong Shi

In recent years, car makers and tech companies have been racing towards self driving cars. It seems that the main parameter in this race is who will have the first car on the road. The goal of this paper is to add to the equation two…

Robotics · Computer Science 2018-10-30 Shai Shalev-Shwartz , Shaked Shammah , Amnon Shashua

With the recent development of autonomous vehicle technology, there have been active efforts on the deployment of this technology at different scales that include urban and highway driving. While many of the prototypes showcased have been…

Robotics · Computer Science 2020-09-14 David Paz , Po-jung Lai , Nathan Chan , Yuqing Jiang , Henrik I. Christensen

Intelligent Transportation Systems (ITS) increasingly rely on vision-based perception and learning-based control, necessitating experimental platforms that support realistic hardware-in-the-loop validation. Small-scale platforms for…

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