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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

Automated Vehicles (AVs) are rapidly maturing in the transportation domain. However, the complexity of the AV design problem is such that no single technique is sufficient to provide adequate validation of key properties such as safety,…

软件工程 · 计算机科学 2022-08-11 Maike Schwammberger , Christopher Harper , Gleifer Vaz Alves , Greg Chance , Tony Pipe , Kerstin Eder

Simulation is essential to validate autonomous driving systems. However, a simple simulation, even for an extremely high number of simulated miles or hours, is not sufficient. We need well-founded criteria showing that simulation does…

软件工程 · 计算机科学 2023-01-24 Changwen Li , Joseph Sifakis , Qiang Wang , Rongjie Yan , Jian Zhang

In the realm of autonomous driving, the development and integration of highly complex and heterogeneous systems are standard practice. Modern vehicles are not monolithic systems; instead, they are composed of diverse hardware components,…

软件工程 · 计算机科学 2024-11-25 Paolo Burgio , Angelo Ferrando , Marco Villani

As a part of the digital transformation, we interact with more and more intelligent gadgets. Today, these gadgets are often mobile devices, but in the advent of smart cities, more and more infrastructure---such as traffic and buildings---in…

软件工程 · 计算机科学 2020-12-17 Francesco Concas , Jukka K. Nurminen , Tommi Mikkonen , Sasu Tarkoma

Autonomous systems use independent decision-making with only limited human intervention to accomplish goals in complex and unpredictable environments. As the autonomy technologies that underpin them continue to advance, these systems will…

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…

机器学习 · 计算机科学 2020-05-29 Hyun Jae Cho , Madhur Behl

Modern vehicles become increasingly digitalized with advanced information technology-based solutions like advanced driving assistance systems and vehicle-to-x communications. These systems are complex and interconnected. Rising complexity…

In the recent years, there has been a rush towards highly autonomous systems operating in public environments, such as automated driving of road vehicles, passenger shuttle systems and mobile robots. These systems, operating in…

软件工程 · 计算机科学 2019-02-28 Alexander Poddey , Tino Brade , Jan Erik Stellet , Wolfgang Branz

Validating Advanced Driver Assistance Systems (ADAS) is a strategic issue, since such systems are becoming increasingly widespread in the automotive field. ADAS bring extra comfort to drivers, and this has become a selling point. But these…

Autonomous Driving Systems (ADS) use complex decision-making (DM) models with multimodal sensory inputs, making rigorous validation and verification (V&V) essential for safety and reliability. These models pose challenges in diagnosing…

软件工程 · 计算机科学 2025-10-07 Halit Eris , Stefan Wagner

The homologation of automated vehicles, being safety-critical complex systems, requires sound evidence for their safe operability. Traditionally, verification and validation activities are guided by a combination of ISO 26262 and ISO/PAS…

软件工程 · 计算机科学 2020-05-12 Christian Neurohr , Lukas Westhofen , Tabea Henning , Thies de Graaff , Eike Möhlmann , Eckard Böde

Autonomous systems -- such as self-driving cars, autonomous drones, and automated trains -- must come with strong safety guarantees. Over the past decade, techniques based on formal methods have enjoyed some success in providing strong…

软件工程 · 计算机科学 2020-06-17 Nathan Fulton , Nathan Hunt , Nghia Hoang , Subhro Das

Autonomous vehicles are increasingly introduced into our lives. Yet, people's misunderstanding and mistrust have become the major obstacles to the use of these technologies. In response to this problem, proper work must be done to increase…

人机交互 · 计算机科学 2023-02-20 Zhijie Qiao , Xiatao Sun , Helen Loeb , Rahul Mangharam

The current verification flow of complex systems uses different engines synergistically: virtual prototyping, formal verification, simulation, emulation and FPGA prototyping. However, none is able to verify a complete architecture.…

计算机科学中的逻辑 · 计算机科学 2018-02-12 Tomas Grimm , Djones Lettnin , Michael Hübner

Hybrid systems with both discrete and continuous dynamics are an important model for real-world cyber-physical systems. The key challenge is to ensure their correct functioning w.r.t. safety requirements. Promising techniques to ensure…

计算机科学中的逻辑 · 计算机科学 2015-05-27 Stefan Mitsch , Grant Olney Passmore , Andre Platzer

Deductive verification is an effective method to ensure that a given system exposes the intended behavior. In spite of its proven usefulness and feasibility in selected projects, deductive verification is still not a mainstream technique.…

软件工程 · 计算机科学 2026-01-26 Lea Salome Brugger , Xavier Denis , Peter Müller

For a successful market launch of automated vehicles (AVs), proof of their safety is essential. Due to the open parameter space, an infinite number of traffic situations can occur, which makes the proof of safety an unsolved problem. With…

机器人学 · 计算机科学 2020-08-27 Thomas Ponn , Matthias Breitfuß , Xiao Yu , Frank Diermeyer

Ensuring the safe and efficient operation of CAVs relies heavily on the software framework used. A software framework needs to ensure real-time properties, reliable communication, and efficient resource utilization. Furthermore, a software…

多智能体系统 · 计算机科学 2025-05-07 David Klüner , Simon Schäfer , Lucas Hegerath , Jianye Xu , Julius Kahle , Hazem Ibrahim , Alexandru Kampmann , Bassam Alrifaee

Formal methods yet advantageous, face challenges towards wide acceptance and adoption in software development practices. The major reason being presumed complexity. The issue can be addressed by academia with a thoughtful plan of teaching…

软件工程 · 计算机科学 2019-06-05 Mansur Khazeev , Manuel Mazzara , Daniel De Carvalho , Hamna Aslam
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