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Specifying an Operational Design Domain (ODD) is crucial for safeguarding automated vehicle systems against conditions that exceed their capabilities. Yet, prior definitions of ODD have relied on ambiguous and unclear terms, resulting in…

Robotics · Computer Science 2024-08-28 Ali Shakeri

Modern AI techniques open up ever-increasing possibilities for autonomous vehicles, but how to appropriately verify the reliability of such systems remains unclear. A common approach is to conduct safety validation based on a predefined…

Machine Learning · Computer Science 2023-10-17 Thomas Decker , Ananta R. Bhattarai , Michael Lebacher

[Context and motivation] For automated driving systems, the operational context needs to be known in order to state guarantees on performance and safety. The operational design domain (ODD) is an abstraction of the operational context, and…

Software Engineering · Computer Science 2022-01-28 Hans-Martin Heyn , Padmini Subbiash , Jennifer Linder , Eric Knauss , Olof Eriksson

The deployment of automated functions that can operate without direct human supervision has changed safety evaluation in domains seeking higher levels of automation. Unlike conventional systems that rely on human operators, these functions…

Software Engineering · Computer Science 2025-09-03 Martin Skoglund , Fredrik Warg , Anders Thorsén , Sasikumar Punnekkat , Hans Hansson

Over the last few years, research on autonomous systems has matured to such a degree that the field is increasingly well-positioned to translate research into practical, stakeholder-driven use cases across well-defined domains. However, for…

Computer Vision and Pattern Recognition · Computer Science 2026-05-12 Berkehan Ünal , Hauke Dierend , Dren Fazlija , Christopher Plachetka

The emergence of Connected, Cooperative, and Automated Mobility (CCAM) systems has significantly transformed the safety assessment landscape. Because they integrate automated vehicle functions beyond those managed by a human driver, new…

Software Engineering · Computer Science 2025-09-03 Martin Skoglund , Fredrik Warg , Anders Thoren , Sasikumar Punnekkat , Hans Hansson

How many scenarios are sufficient to validate the safe Operational Design Domain (ODD) of an Automated Driving System (ADS) equipped vehicle? Is a more significant number of sampled scenarios guaranteeing a more accurate safety assessment…

Robotics · Computer Science 2021-11-16 Bowen Weng , Linda Capito , Umit Ozguner , Keith Redmill

Autonomous vehicle platforms of varying spatial scales are employed within the research and development spectrum based on space, safety and monetary constraints. However, deploying and validating autonomy algorithms across varying…

Robotics · Computer Science 2024-10-22 Tanmay Vilas Samak , Chinmay Vilas Samak , Venkat Narayan Krovi

With growing complexity and criticality of automated driving functions in road traffic and their operational design domains (ODD), there is increasing demand for covering significant proportions of development, validation, and verification…

Operational Design Domains (ODDs) define the conditions under which an Automated Driving System (ADS) is allowed to operate, while Current Operational Domains (CODs) capture the actual runtime situation. Ensuring that a COD instance lies…

Software Engineering · Computer Science 2025-11-04 Bassel Rafie , Christian Schindler , Andreas Rausch

Advanced driving functions, for assistance or full automation, require strong guarantees to be deployed. This means that such functions may not be available all the time, like now commercially available SAE Level 3 modes that are made…

Systems and Control · Electrical Eng. & Systems 2023-04-14 Richard Schubert , Marcus Nolte , Arnaud de La Fortelle , Markus Maurer

Simulation-based testing is widely used to assess the reliability of Autonomous Driving Systems (ADS), but its effectiveness is limited by the operational design domain (ODD) conditions available in such simulators. To address this…

Software Engineering · Computer Science 2025-03-19 Luciano Baresi , Davide Yi Xian Hu , Andrea Stocco , Paolo Tonella

The agricultural sector increasingly relies on autonomous systems that operate in complex and variable environments. Unlike on-road applications, agricultural automation integrates driving and working processes, each of which imposes…

Robotics · Computer Science 2025-11-11 Mirco Felske , Jannik Redenius , Georg Happich , Julius Schöning

We give a first rigorous characterization of Operational Design Domains (ODDs) for Machine Learning (ML)-based aeronautical products. Unlike in other application sectors (such as self-driving road vehicles) where ODD development is…

Software Engineering · Computer Science 2023-07-18 Fateh Kaakai , Shridhar "Shreeder" Adibhatla , Ganesh Pai , Emmanuelle Escorihuela

This article discusses the concept of an Operational Design Domain (ODD) designed specifically for teleoperated road vehicles. For this purpose, the ODD concept designed for automated driving is adapted for teleoperation. As teleoperation…

Systems and Control · Electrical Eng. & Systems 2026-05-29 Leon Johann Brettin , Nayel Fabian Salem , Ole Hans , Markus Maurer

The Responsibility-Sensitive Safety (RSS) model offers provable safety for vehicle behaviors such as minimum safe following distance. However, handling worst-case variability and uncertainty may significantly lower vehicle permissiveness,…

Robotics · Computer Science 2019-11-05 Philip Koopman , Beth Osyk , Jack Weast

Ensuring reliable performance in situations outside the Operational Design Domain (ODD) remains a primary challenge in devising resilient autonomous systems. We explore this challenge by introducing an approach for adapting probabilistic…

Logic in Computer Science · Computer Science 2026-04-10 Gricel Vázquez , Calum Imrie , Sepeedeh Shahbeigi , Nawshin Mannan Proma , Tian Gan , Victoria J Hodge , John Molloy , Simos Gerasimou

Nowadays many software development frameworks implement Behavior-Driven Development (BDD) as a mean of automating the test of interactive systems under construction. Automated testing helps to simulate user's action on the User Interface…

Human-Computer Interaction · Computer Science 2019-05-27 Thiago Rocha , Jean-Luc Hak , Marco Winckler

The aim of this paper is to investigate the relationship between operational design domains (ODD), automated driving SAE Levels, and Technology Readiness Level (TRL). The first highly automated vehicles, like robotaxis, are in commercial…

Robotics · Computer Science 2024-04-29 Johannes Betz , Melina Lutwitzi , Steven Peters

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…

Software Engineering · Computer Science 2023-01-24 Changwen Li , Joseph Sifakis , Qiang Wang , Rongjie Yan , Jian Zhang
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