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"Safety" and "Risk" are key concepts for the design and development of automated vehicles. For the market introduction or large-scale field tests, both concepts are not only relevant for engineers developing the vehicles, but for all…

系统与控制 · 电气工程与系统科学 2025-02-11 Marcus Nolte , Leon Johann Brettin , Hans Steege , Nayel Salem , Marvin Loba , Robert Graubohm , Markus Maurer

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

软件工程 · 计算机科学 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

As autonomous vehicles enter public spaces, external human-machine interfaces are proposed to support communication with external road users. A decade of research has produced hundreds of studies and reviews, yet it remains unclear whether…

人机交互 · 计算机科学 2026-02-09 Tram Thi Minh Tran , Debargha Dey , Martin Tomitsch

Context: In regulated domains like automotive, release planning is a complex process. The agreement between traditional product development processes for hardware as well as mechanic systems and agile development approaches for software…

软件工程 · 计算机科学 2022-04-15 Kristina Marner , Stefan Wagner , Guenther Ruhe

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

机器人学 · 计算机科学 2024-03-29 Patrick Wolf

Despite the growing number of automated vehicles on public roads, operating such systems in open contexts inevitably involves incidents. Developing a defensible case that the residual risk is reduced to a reasonable (societally acceptable)…

系统与控制 · 电气工程与系统科学 2026-05-14 Marvin Loba , Robert Graubohm , Niklas Braun , Nayel Fabian Salem , Andreas Dotzler , Marcus Nolte , Torben Stolte , Richard Schubert , Markus Maurer

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…

机器人学 · 计算机科学 2022-02-15 Stefano Arrigoni , Simone Mentasti , Federico Cheli , Matteo Matteucci , Francesco Braghin

In the past two decades, autonomous driving has been catalyzed into reality by the growing capabilities of machine learning. This paradigm shift possesses significant potential to transform the future of mobility and reshape our society as…

机器人学 · 计算机科学 2022-10-21 Richard Chakra

The development of software components for autonomous driving functions should always include an extensive and rigorous evaluation. Since real-world testing is expensive and safety-critical -- especially when facing dynamic racing scenarios…

机器人学 · 计算机科学 2020-06-18 Tim Stahl , Johannes Betz

The development of fully automated vehicles imposes new challenges in the development process and during the operation of such vehicles. As traditional design methods are not sufficient to account for the huge variety of scenarios which…

系统与控制 · 计算机科学 2020-05-11 Marcus Nolte , Gerrit Bagschik , Inga Jatzkowski , Torben Stolte , Andreas Reschka , Markus Maurer

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…

系统与控制 · 电气工程与系统科学 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

Autonomous vehicles (AVs) are being rapidly introduced into our lives. However, public misunderstanding and mistrust have become prominent issues hindering the acceptance of these driverless technologies. The primary objective of this study…

人机交互 · 计算机科学 2023-02-20 Zhijie Qiao , Helen Loeb , Venkata Gurrla , Matt Lebermann , Johannes Betz , Rahul Mangharam

Autonomous driving is getting a lot of attention in the last decade and will be the hot topic at least until the first successful certification of a car with Level 5 autonomy. There are many public datasets in the academic community.…

计算机视觉与模式识别 · 计算机科学 2019-01-29 Michal Uricar , David Hurych , Pavel Krizek , Senthil Yogamani

Automated vehicles present unique opportunities and challenges, with progress and adoption limited, in part, by policy and regulatory barriers. Underrepresented groups, including individuals with mobility impairments, sensory disabilities,…

计算机与社会 · 计算机科学 2026-01-07 Savvy Barnes , Maricarmen Davis , Josh Siegel

Autonomous vehicles often make complex decisions via machine learning-based predictive models applied to collected sensor data. While this combination of methods provides a foundation for real-time actions, self-driving behavior primarily…

机器人学 · 计算机科学 2024-04-12 Shahin Atakishiyev , Mohammad Salameh , Randy Goebel

An open question in autonomous driving is how best to use simulation to validate the safety of autonomous vehicles. Existing techniques rely on simulated rollouts, which can be inefficient for finding rare failure events, while other…

机器人学 · 计算机科学 2020-06-29 Anthony Corso , Ritchie Lee , Mykel J. Kochenderfer

Despite the increasing testing operations of automated vehicles on public roads, media reports on incidents show that safety issues caused by automated driving systems persist to this day. Manufacturers face high development uncertainty…

系统与控制 · 电气工程与系统科学 2025-07-08 Marvin Loba , Nayel Fabian Salem , Marcus Nolte , Andreas Dotzler , Dieter Ludwig , Markus Maurer

Testing autonomous driving systems for safety and reliability is extremely complex. A primary challenge is identifying the relevant test scenarios, especially the critical ones that may expose hazards or risks of harm to autonomous vehicles…

软件工程 · 计算机科学 2023-05-24 Qunying Song , Emelie Engström , Per Runeson

Semi-autonomous vehicles are increasingly serving critical functions in various settings from mining to logistics to defence. A key characteristic of such systems is the presence of the human (drivers) in the control loop. To ensure safety,…

人机交互 · 计算机科学 2013-01-03 Siraj Shaikh , Padmanabhan Krishnan

The large-scale deployment of automated vehicles on public roads has the potential to vastly change the transportation modalities of today's society. Although this pursuit has been initiated decades ago, there still exist open challenges in…

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