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Designing a controller for autonomous vehicles capable of providing adequate performance in all driving scenarios is challenging due to the highly complex environment and inability to test the system in the wide variety of scenarios which…

Machine Learning · Computer Science 2019-12-24 Sampo Kuutti , Richard Bowden , Yaochu Jin , Phil Barber , Saber Fallah

Safety-critical corner cases, difficult to collect in the real world, are crucial for evaluating end-to-end autonomous driving. Adversarial interaction is an effective method to generate such safety-critical corner cases. While existing…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Jiaheng Geng , Jiatong Du , Xinyu Zhang , Ye Li , Panqu Wang , Yanjun Huang

The engineering community currently encounters significant challenges in the systematic development and validation of autonomy algorithms for off-road ground vehicles. These challenges are posed by unusually high test parameters and…

Before reaching full autonomy, vehicles will gradually be equipped with more and more advanced driver assistance systems (ADAS), effectively rendering them semi-autonomous. However, current ADAS technologies seem unable to handle complex…

Multiagent Systems · Computer Science 2017-06-27 Florent Altche , Xiangjun Qian , Arnaud de La Fortelle

Lane detection is an essential part of the perception sub-architecture of any automated driving (AD) or advanced driver assistance system (ADAS). When focusing on low-cost, large scale products for automated driving, model-driven approaches…

Computer Vision and Pattern Recognition · Computer Science 2021-06-25 Thomas Michalke , Di Feng , Claudius Gläser , Fabian Timm

Real world testing is of vital importance to the success of automated driving. While many players in the business design purpose build testing vehicles, we designed and build a modular platform that offers high flexibility for any kind of…

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,…

Computers and Society · Computer Science 2026-01-07 Savvy Barnes , Maricarmen Davis , Josh Siegel

The software powering today's vehicles surpasses mechatronics as the dominating engineering challenge due to its fast evolving and innovative nature. In addition, the software and system architecture for upcoming vehicles with automated…

Software Engineering · Computer Science 2017-06-13 Federico Giaimo , Christian Berger

Autonomous driving has become an important research area in recent years, and the corresponding system creates an enormous demand for computations. Heterogeneous computing platforms such as systems-on-chip that combine CPUs with…

Robotic research over the last decades have lead us to different architectures to automatically synthesise discrete event controllers and implement these motion and task plans in real-world robot scenarios. However, these architectures…

Robotics · Computer Science 2020-04-24 Tomás Liendro , Sebastián Zudaire

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…

Software Engineering · Computer Science 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Most current end-to-end (E2E) autonomous driving algorithms are built on standard vehicles in structured transportation scenarios, lacking exploration of robot navigation for unstructured scenarios such as auxiliary roads, campus roads, and…

Robotics · Computer Science 2025-11-18 Yuhang Peng , Sidong Wang , Jihaoyu Yang , Shilong Li , Han Wang , Jiangtao Gong

When a large number of people with heterogeneous knowledge and skills run a project together, it is important to use a sensible engineering process. This especially holds for a project building an intelligent autonomously driving car to…

Software Engineering · Computer Science 2014-09-26 Christian Basarke , Christian Berger , Bernhard Rumpe

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

As an environment-friendly substitute for conventional fuel-powered vehicles, electric vehicles (EVs) and their components have been widely developed and deployed worldwide. The large-scale integration of EVs into power grid brings both…

Other Computer Science · Computer Science 2016-09-12 Wanrong Tang , Suzhi Bi , Ying Jun , Zhang

Centralization is considered as a key enabler to master the CPU-intensive features of the modern car. The development and architecture change towards the next generation car is influenced by ADAS, connectivity, infotainment and the…

Systems and Control · Electrical Eng. & Systems 2022-09-29 Lucas Mauser , Stefan Wagner , Peter Ziegler

The ecological transition and the reduction of pollution are reasons for the use of green logistic and non-polluting vehicles. In this sense, electric vehicles are an alternative and in recent years many technological advances have been…

Optimization and Control · Mathematics 2021-11-02 Laura Antón , Marina Leal , José Luis Sainz-Pardo

Formula Student Driverless challenges engineering students to develop autonomous single-seater race cars in a quest to bring about more graduates who are well-prepared to solve the real world problems associated with autonomous driving. In…

As highly automated driving is transitioning from single-vehicle closed-access testing to commercial deployments of public ride-hailing in selected areas (e.g., Waymo), automated driving and connected cooperative intelligent transport…

Hardware Architecture · Computer Science 2026-02-11 Jean-Pierre Busch , Lukas Ostendorf , Guido Linden , Lennart Reiher , Till Beemelmanns , Bastian Lampe , Timo Woopen , Lutz Eckstein

The evolution of electric vehicles (EVs) is reshaping the automotive industry, advocating for more sustainable transportation practices. Accurately predicting EV charging behavior is essential for effective infrastructure planning and…

Systems and Control · Electrical Eng. & Systems 2025-11-07 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim