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This paper presents a formal and comprehensive reasoning framework for robot motion risk, with a focus on locomotion in challenging unstructured or confined environments. Risk which locomoting robots face in physical spaces was not formally…

机器人学 · 计算机科学 2019-09-06 Xuesu Xiao , Jan Dufek , Robin R. Murphy

Autonomous driving decision-making at unsignalized intersections is highly challenging due to complex dynamic interactions and high conflict risks. To achieve proactive safety control, this paper proposes a deep reinforcement learning (DRL)…

人工智能 · 计算机科学 2025-10-15 Chengyang Dong , Nan Guo

Driving is an intuitive task that requires skills, constant alertness and vigilance for unexpected events. The driving task also requires long concentration spans focusing on the entire task for prolonged periods, and sophisticated…

人工智能 · 计算机科学 2021-09-13 Scott McLachlan , Martin Neil , Kudakwashe Dube , Ronny Bogani , Norman Fenton , Burkhard Schaffer

Recent advances in foundation models (FMs), including large language models (LLMs), vision-language models (VLMs), and world models, have opened new opportunities for autonomous driving systems (ADSs) in perception, reasoning,…

The complexity of automated driving poses challenges for providing safety assurance. Focusing on the architecting of an Autonomous Driving Intelligence (ADI), i.e. the computational intelligence, sensors and communication needed for high…

系统与控制 · 电气工程与系统科学 2019-12-06 Martin Törngren , Xinhai Zhang , Naveen Mohan , Matthias Becker , Lars Svensson , Xin Tao , De-Jiu Chen , Jonas Westman

Although autonomous driving systems demonstrate high perception performance, they still face limitations when handling rare situations or complex road structures. Such road infrastructures are designed for human drivers, safety improvements…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Kota Shimomura , Masaki Nambata , Atsuya Ishikawa , Ryota Mimura , Takayuki Kawabuchi , Takayoshi Yamashita , Koki Inoue

Road vehicle safety systems can be broadly classified into the two categories of passive and active systems. The aim of passive safety systems is to reduce risk of injury to the occupants of the vehicle during and after an accident like a…

系统与控制 · 电气工程与系统科学 2022-03-07 Levent Guvenc

While current automotive safety standards provide implicit guidance on how unreasonable risk can be avoided, manufacturers are required to specify risk acceptance criteria for Automated Driving Systems (SAE Level 3 and higher). However, the…

系统与控制 · 电气工程与系统科学 2024-03-11 Nayel Fabian Salem , Thomas Kirschbaum , Marcus Nolte , Christian Lalitsch-Schneider , Robert Graubohm , Jan Reich , Markus Maurer

Unthinking execution of human instructions in robotic manipulation can lead to severe safety risks, such as poisonings, fires, and even explosions. In this paper, we present responsible robotic manipulation, which requires robots to…

机器人学 · 计算机科学 2025-06-03 Minheng Ni , Lei Zhang , Zihan Chen , Kaixin Bai , Zhaopeng Chen , Jianwei Zhang , Lei Zhang , Wangmeng Zuo

Autonomous emergency steering (AES) systems have the promising potential to further reduce traffic fatalities with other (potentially vulnerable) traffic participants by using relatively small lateral deviations to realize collision-free…

最优化与控制 · 数学 2022-12-26 Chris van der Ploeg , Ron Wouters , Mart Baars , Anh-Lam Do , François Fauvel

As the horizon of intelligent transportation expands with the evolution of Automated Driving Systems (ADS), ensuring paramount safety becomes more imperative than ever. Traditional risk assessment methodologies, primarily crafted for…

系统与控制 · 电气工程与系统科学 2024-01-19 Anil Ranjitbhai Patel , Peter Liggesmeyer

Drivers are becoming increasingly reliant on advanced driver assistance systems (ADAS) as autonomous driving technology becomes more popular and developed with advanced safety features to enhance road safety. However, the increasing…

密码学与安全 · 计算机科学 2025-06-23 Cheng Chen , Grant Xiao , Daehyun Lee , Lishan Yang , Evgenia Smirni , Homa Alemzadeh , Xugui Zhou

The dynamic nature of driving environments and the presence of diverse road users pose significant challenges for decision-making in autonomous driving. Deep reinforcement learning (DRL) has emerged as a popular approach to tackle this…

机器人学 · 计算机科学 2025-09-29 Iman Sharifi , Mustafa Yildirim , Saber Fallah

The development of Automated Driving Systems (ADSs) has made significant progress in the last years. To enable the deployment of Automated Vehicles (AVs) equipped with such ADSs, regulations concerning the approval of these systems need to…

机器人学 · 计算机科学 2023-09-06 Erwin de Gelder , Olaf Op den Camp

Achieving zero-collision mobility remains a key objective for intelligent vehicle systems, which requires understanding driver risk perception-a complex cognitive process shaped by voluntary response of the driver to external stimuli and…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Nakul Agarwal , Yi-Ting Chen , Behzad Dariush

Designing, assuring and releasing safe automated vehicles is a highly interdisciplinary process. As complex systems, automated driving systems will inevitably be subject to emergent properties, i. e., the properties of the overall system…

系统与控制 · 电气工程与系统科学 2025-02-11 Marcus Nolte , Markus Maurer

The Robot Operating System (ROS) is a widely used framework for building robotic systems. It offers a wide variety of reusable packages and a pattern for new developments. It is up to developers how to combine these elements and integrate…

多智能体系统 · 计算机科学 2022-09-29 Yi Yang , Tom Holvoet

Despite the rapid improvement of autonomous driving technology in recent years, automotive manufacturers must resolve liability issues to commercialize autonomous passenger car of SAE J3016 Level 3 or higher. To cope with the product…

机器人学 · 计算机科学 2022-11-21 Ho Suk , Taewoo Kim , Hyungbin Park , Pamul Yadav , Junyong Lee , Shiho Kim

Reliable collision avoidance under extreme situations remains a critical challenge for autonomous vehicles. While large language models (LLMs) offer promising reasoning capabilities, their application in safety-critical evasive maneuvers is…

机器人学 · 计算机科学 2025-06-12 Shiyue Zhao , Junzhi Zhang , Neda Masoud , Heye Huang , Xiaohui Hou , Chengkun He

This paper frames recent publications from Waymo within the broader context of the safety readiness determination for an Automated Driving System (ADS). Starting from a brief overview of safety performance outcomes reported by Waymo (i.e.,…

软件工程 · 计算机科学 2023-06-28 Francesca M. Favaro , Trent Victor , Henning Hohnhold , Scott Schnelle