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Robotics simulation plays an important role in the design, development, and verification and validation of robotic systems. Recent studies have shown that simulation may be used as a cheaper, safer, and more reliable alternative to manual,…

Robotics · Computer Science 2020-04-17 Afsoon Afzal , Deborah S. Katz , Claire Le Goues , Christopher S. Timperley

In the autonomous driving field, fusion of human knowledge into Deep Reinforcement Learning (DRL) is often based on the human demonstration recorded in a simulated environment. This limits the generalization and the feasibility of…

Robotics · Computer Science 2023-04-14 Dianzhao Li , Ostap Okhrin

Real-world autonomous driving (AD) especially urban driving involves many corner cases. The lately released AD simulator CARLA v2 adds 39 common events in the driving scene, and provide more quasi-realistic testbed compared to CARLA v1. It…

Robotics · Computer Science 2024-07-23 Qifeng Li , Xiaosong Jia , Shaobo Wang , Junchi Yan

Simulation has the potential to transform the development of robust algorithms for mobile agents deployed in safety-critical scenarios. However, the poor photorealism and lack of diverse sensor modalities of existing simulation engines…

Autonomous vehicles (AVs) have demonstrated significant potential in revolutionizing transportation, yet ensuring their safety and reliability remains a critical challenge, especially when exposed to dynamic and unpredictable environments.…

Simulators are an essential tool for behavioural and interaction research on driving, due to the safety, cost, and experimental control issues of on-road driving experiments. The most advanced simulators use expensive 360 degree projections…

Human-Computer Interaction · Computer Science 2022-01-10 Gustavo Silvera , Abhijat Biswas , Henny Admoni

Control systems on unmanned vehicles are safety-critical systems whose requirements on reliability and safety are ever-increasing. Currently, testing a complex autonomous control system is an expensive and time-consuming process, which…

Systems and Control · Electrical Eng. & Systems 2019-08-08 Xunhua Dai , Chenxu Ke , Quan Quan , Kai-Yuan Cai

Modern highly automated and autonomous traffic systems and subsystems require new approaches to test their functional safety in the context of validation and verification. One approach that has taken a leading role in current research is…

Software Engineering · Computer Science 2022-11-23 David Reiher , Axel Hahn

Safety is one of the main challenges that prohibit autonomous vehicles (AV), requiring them to be well tested ahead of being allowed on the road. In comparison with road tests, simulators allow us to validate the AV conveniently and…

Robotics · Computer Science 2021-10-28 John Seymour , Dac-Thanh-Chuong Ho , Quang-Hung Luu

Nowadays, autonomous vehicles are gaining traction due to their numerous potential applications in resolving a variety of other real-world challenges. However, developing autonomous vehicles need huge amount of training and testing before…

Robotics · Computer Science 2023-06-21 Jumman Hossain

Virtual testing of automated driving systems (ADS) has become an essential part of testing procedures for all automation levels. As ADS from automation level 3 and up are very complex, virtual testing for such systems is inevitable. The…

Software Engineering · Computer Science 2021-03-26 Demin Nalic , Aleksa Pandurevic , Arno Eichberger , Branko Rogic

Testing Automated Driving Systems (ADS) in simulation with realistic driving scenarios is important for verifying their performance. However, converting real-world driving videos into simulation scenarios is a significant challenge due to…

Computer Vision and Pattern Recognition · Computer Science 2025-01-28 Yan Miao , Georgios Fainekos , Bardh Hoxha , Hideki Okamoto , Danil Prokhorov , Sayan Mitra

The success of automated driving deployment is highly depending on the ability to develop an efficient and safe driving policy. The problem is well formulated under the framework of optimal control as a cost optimization problem. Model…

Artificial Intelligence · Computer Science 2017-06-14 Ahmad El Sallab , Mahmoud Saeed , Omar Abdel Tawab , Mohammed Abdou

Autonomous vehicles (AVs) are rapidly advancing and are expected to play a central role in future mobility. Ensuring their safe deployment requires reliable interaction with other road users, not least pedestrians. Direct testing on public…

Human-Computer Interaction · Computer Science 2026-02-05 Yueyang Wang , Mehmet Dogar , Russell Darling , Gustav Markkula

Verification and validation of vehicles is a complex yet critical process, particularly for ensuring safety and coverage through simulations. However, achieving realistic and useful simulations comes with significant challenges. To explore…

Software Engineering · Computer Science 2025-08-21 Beatriz Cabrero-Daniel , Mazen Mohamad

Testing on real machines is indispensable for robotic control algorithms. In the context of learning-based algorithms, especially VLA models, demand for large-scale evaluation, i.e. testing a large number of models on a large number of…

We present a novel method for testing the safety of self-driving vehicles in simulation. We propose an alternative to sensor simulation, as sensor simulation is expensive and has large domain gaps. Instead, we directly simulate the outputs…

Computer Vision and Pattern Recognition · Computer Science 2020-08-14 Kelvin Wong , Qiang Zhang , Ming Liang , Bin Yang , Renjie Liao , Abbas Sadat , Raquel Urtasun

Virtual testing has emerged as an effective approach to accelerate the deployment of automated driving systems. Nevertheless, existing simulation toolchains encounter difficulties in integrating rapid, automated scenario generation with…

Robotics · Computer Science 2025-07-10 Dong Bi , Yongqi Zhao , Zhengguo Gu , Tomislav Mihalj , Jia Hu , Arno Eichberger

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…

Multiagent Systems · Computer Science 2025-05-07 David Klüner , Simon Schäfer , Lucas Hegerath , Jianye Xu , Julius Kahle , Hazem Ibrahim , Alexandru Kampmann , Bassam Alrifaee

Oval is a testing tool which help developers to detect unexpected changes in the behavior of their software. It is able to automatically compile some test programs, to prepare on the fly the needed configuration files, to run the tests…

Software Engineering · Computer Science 2007-05-23 D. Chamont , C. Charlot
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