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Regulatory approval and safety guarantees for autonomous vehicles facing frequent functional updates and complex software stacks, including artificial intelligence, are a challenging topic. This paper proposes a concept and guideline for…

Systems and Control · Electrical Eng. & Systems 2020-05-19 Tim Stahl , Matthis Eicher , Johannes Betz , Frank Diermeyer

Autonomous systems, such as self-driving vehicles, quadrupeds, and robot manipulators, are largely enabled by the rapid development of artificial intelligence. However, such systems involve several trustworthy challenges such as safety,…

Robotics · Computer Science 2023-05-02 Wenhao Ding

Discovering potential failures of an autonomous system is important prior to deployment. Falsification-based methods are often used to assess the safety of such systems, but the cost of running many accurate simulation can be high. The…

Robotics · Computer Science 2023-10-03 Marc R. Schlichting , Nina V. Boord , Anthony L. Corso , Mykel J. Kochenderfer

It is hard to test autonomous robot (AR) software because of the range and diversity of external situations (terrain, obstacles, humans, peer robots) that AR must deal with. Common measures of testing adequacy may not address this…

Software Engineering · Computer Science 2019-11-18 Heather Hawkins , Rob Alexander

The software development lifecycle depends heavily on the testing process, which is an essential part of finding issues and reviewing the quality of software. Software testing can be done in two ways: manually and automatically. With an…

Software Engineering · Computer Science 2024-05-06 Hussein Mohammed Ali , Mahmood Yashar Hamza , Tarik Ahmed Rashid

Digital Twin, as an emerging technology related to Cyber-Physical Systems (CPS) and Internet of Things (IoT), has attracted increasing attentions during the past decade. Conceptually, a Digital Twin is a digital replica of a physical entity…

Systems and Control · Electrical Eng. & Systems 2021-05-05 Ziran Wang , Kyungtae Han , Prashant Tiwari

The ever-increasing adoption of shared transportation modalities across the United States has the potential to fundamentally change the preferences and usage of different mobilities. It also raises several challenges with respect to the…

Human-Computer Interaction · Computer Science 2023-03-20 Shashank Mehrotra , Jacob G Hunter , Matthew Konishi , Kumar Akash , Zhaobo Zheng , Teruhisa Misu , Anil Kumar , Tahira Reid , Neera Jain

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…

Autonomous driving systems (ADS) have achieved remarkable progress in recent years. However, ensuring their safety and reliability remains a critical challenge due to the complexity and uncertainty of driving scenarios. In this paper, we…

Software Engineering · Computer Science 2024-12-19 Huiwen Yang , Yu Zhou , Taolue Chen

As autonomous driving technology is getting more and more mature today, autonomous delivery companies like Starship, Marble, and Nuro has been making progress in the tests of their autonomous delivery robots. While simulations and…

Robotics · Computer Science 2022-05-18 Zhaofeng Tian , Weisong Shi

Simulation-based testing is a promising approach to significantly reduce the validation effort of automated driving functions. Realistic models of environment perception sensors such as camera, radar and lidar play a key role in this…

Signal Processing · Electrical Eng. & Systems 2020-10-13 Anthony Ngo , Max Paul Bauer , Michael Resch

Autonomous surface vessels (ASVs) are becoming increasingly significant in enhancing the safety and sustainability of maritime operations. To ensure the reliability of modern control algorithms utilized in these vessels, digital twins (DTs)…

Systems and Control · Electrical Eng. & Systems 2024-11-07 Daniel Menges , Adil Rasheed

The promise of increased road safety is a key motivator for the development of automated vehicles (AV). Yet, demonstrating that an AV is as safe as, or even safer than, a human-driven vehicle has proven to be challenging. Should an AV be…

Robotics · Computer Science 2022-11-07 Max Winkelmann , Constantin Vasconi , Steffen Müller

Robotic systems are complex and safety-critical software systems. As such, they need to be tested thoroughly. Unfortunately, robot software is intrinsically hard to test compared to traditional software, mainly since the software needs to…

Software Engineering · Computer Science 2026-02-03 Nils Chur , Thiago Santos de Moura , Argentina Ortega , Sven Peldszus , Thorsten Berger , Nico Hochgeschwender , Yannic Noller

Developing safety and efficiency applications for Connected and Automated Vehicles (CAVs) require a great deal of testing and evaluation. The need for the operation of these systems in critical and dangerous situations makes the burden of…

Multiagent Systems · Computer Science 2023-04-27 Ahura Jami , Mahdi Razzaghpour , Hussein Alnuweiri , Yaser P. Fallah

Insufficient data volume and quality are particularly pressing challenges in the adoption of modern subsymbolic AI. To alleviate these challenges, AI simulation uses virtual training environments in which AI agents can be safely and…

Artificial Intelligence · Computer Science 2025-09-01 Xiaoran Liu , Istvan David

Autonomous vehicle platoons present near- and long-term opportunities to enhance operational efficiencies and save lives. The past 30 years have seen rapid development in the autonomous driving space, enabling new technologies that will…

Robotics · Computer Science 2024-10-16 Michael Shaham , Risha Ranjan , Engin Kirda , Taskin Padir

Testing autonomous vehicles in simulation environments is crucial. Sim-ATAV is an open-source framework developed for experimenting with different test generation techniques in simulation environments for research purposes. This document…

Robotics · Computer Science 2019-03-27 Cumhur Erkan Tuncali

When it comes to industrial organizations, current collaboration efforts in software engineering research are very often kept in-house, depriving these organizations off the skills necessary to build independent collaborative research. The…

Software Engineering · Computer Science 2015-03-11 Eduard Paul Enoiu , Adnan Causevic

As the landscape of devices that interact with the electrical grid expands, also the complexity of the scenarios that arise from these interactions increases. Validation methods and tools are typically domain specific and are designed to…

Software Engineering · Computer Science 2023-09-15 Catalin Gavriluta , Georg Lauss , Thomas I. Strasser , Juan Montoya , Ron Brandl , Panos Kotsampopoulos