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The agricultural industry is undergoing a significant transformation with the increasing adoption of autonomous technologies. Addressing complex challenges related to safety and security, components and validation procedures, and liability…

Computers and Society · Computer Science 2025-01-31 Georg Happich , Alexander Grever , Julius Schöning

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

Artificial Intelligence (AI) has been on the rise in many domains, including numerous safety-critical applications. However, for complex systems in the real world, defining the underlying environmental conditions in which the AI-based…

Artificial Intelligence · Computer Science 2026-05-07 Johann Maximilian Christensen , Elena Hoemann , Frank Köster , Sven Hallerbach

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

The validation of highly automated, perception-based driving systems must ensure that they function correctly under the full range of real-world conditions. Scenario-based testing is a prominent approach to addressing this challenge, as it…

Robotics · Computer Science 2025-12-15 Steffen Schäfer , Martin Cichon

[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

Agricultural robots must navigate challenging dynamic and semi-structured environments. Recently, environmental modeling using LiDAR-based SLAM has shown promise in providing highly accurate geometry. However, how this chaotic environmental…

Robotics · Computer Science 2024-03-29 Yaoqiang Pan , Hao Cao , Kewei Hu , Hanwen Kang , Xing Wang

Engineering long-running computing systems that achieve their goals under ever-changing conditions pose significant challenges. Self-adaptation has shown to be a viable approach to dealing with changing conditions. Yet, the capabilities of…

Software Engineering · Computer Science 2023-03-28 Danny Weyns , Jesper Andersson

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

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

Unmanned and intelligent agricultural systems are crucial for enhancing agricultural efficiency and for helping mitigate the effect of labor shortage. However, unlike urban environments, agricultural fields impose distinct and unique…

Robotics · Computer Science 2024-12-05 Hanzhe Teng , Yipeng Wang , Dimitrios Chatziparaschis , Konstantinos Karydis

Agent-based modeling and simulation is a useful method to study biological phenomena in a wide range of fields, from molecular biology to ecology. Since there is currently no agreed-upon standard way to specify such models it is not always…

Quantitative Methods · Quantitative Biology 2010-10-14 Franziska Hinkelmann , David Murrugarra , Abdul Salam Jarrah , Reinhard Laubenbacher

While Artificial Intelligence (AI) offers transformative potential for operational performance, its deployment in safety-critical domains such as aviation requires strict adherence to rigorous certification standards. Current EASA…

Artificial Intelligence · Computer Science 2026-04-03 Thomas Stefani , Johann Maximilian Christensen , Elena Hoemann , Frank Köster , Sven Hallerbach

High level Automated Driving Systems (ADS) can handle many situations, but they still encounter situations where human intervention is required. In systems where a physical driver is present in the vehicle, typically SAE Level 3 systems,…

Systems and Control · Electrical Eng. & Systems 2025-07-22 Ole Hans , Benedikt Walter

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

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

The potential of agricultural data (AgData) to drive efficiency and sustainability is stifled by the "AgData Paradox": a pervasive lack of trust and interoperability that locks data in silos, despite its recognized value. This paper…

Computers and Society · Computer Science 2025-11-11 Ivan Bergier

By 2025, there are zettabytes of data generated every year. The size and complexity of modern large-scale computing infrastructures like High-Performance Computing (HPC) systems continue to evolve and become complex, leaving us wondering…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-20 Shekhar Suman , Xiaoyu Chu , Alexandru Iosup

Despite rapid advances in multimodal large language models, agricultural applications remain constrained by the lack of multilingual speech data, unified multimodal architectures, and comprehensive evaluation benchmarks. To address these…

Computation and Language · Computer Science 2025-12-12 Bo Yang , Lanfei Feng , Yunkui Chen , Yu Zhang , Jianyu Zhang , Xiao Xu , Nueraili Aierken , Shijian Li

AI governance frameworks increasingly emphasize fairness, transparency, accountability, and lifecycle risk management in high-stakes domains. However, many current approaches remain observational, relying on static metric reporting,…

Artificial Intelligence · Computer Science 2026-05-28 Khalid Adnan Alsayed
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