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Closed-loop simulation environments play a crucial role in the validation and enhancement of autonomous driving systems (ADS). However, certain challenges warrant significant attention, including balancing simulation accuracy with duration,…

机器人学 · 计算机科学 2025-02-14 Daocheng Fu , Naiting Zhong , Xu Han , Pinlong Cai , Licheng Wen , Song Mao , Botian Shi , Yu Qiao

This workshop paper presents the challenges we encountered when simulating fully-actuated Unmanned Aerial Vehicles (UAVs) for our research and the solutions we developed to overcome the challenges. We describe the ARCAD simulator that has…

机器人学 · 计算机科学 2023-05-15 Azarakhsh Keipour , Mohammadreza Mousaei , Sebastian Scherer

Over the recent years, there has been an explosion of studies on autonomous vehicles. Many collected large amount of data from human drivers. However, compared to the tedious data collection approach, building a virtual simulation of…

计算机视觉与模式识别 · 计算机科学 2019-08-21 Zhijing Jin , Tristan Swedish , Ramesh Raskar

Conducting real road testing for autonomous driving algorithms can be expensive and sometimes impractical, particularly for small startups and research institutes. Thus, simulation becomes an important method for evaluating these…

A rigorous and comprehensive testing plays a key role in training self-driving cars to handle variety of situations that they are expected to see on public roads. The physical testing on public roads is unsafe, costly, and not always…

机器人学 · 计算机科学 2021-01-15 Prabhjot Kaur , Samira Taghavi , Zhaofeng Tian , Weisong Shi

The development, benchmarking and validation of aerial Persistent Surveillance (PS) algorithms requires access to specialist Wide Area Aerial Surveillance (WAAS) datasets. Such datasets are difficult to obtain and are often extremely large…

其他计算机科学 · 计算机科学 2018-03-14 Elias J Griffith , Chinmaya Mishra , Jason F. Ralph , Simon Maskell

Urban transportation of next decade is expected to be disrupted by Autonomous Mobility on Demand (AMoD): AMoD providers will collect ride requests from users and will dispatch a fleet of autonomous vehicles to satisfy requests in the most…

多智能体系统 · 计算机科学 2018-11-07 Andrea Di Maria , Andrea Araldo , Giovanni Morana , Antonella Di Stefano

The development of safety applications for Connected Automated Vehicles requires testing in many different scenarios. However, the recreation of test scenarios for evaluating safety applications is a very challenging task. This is mainly…

软件工程 · 计算机科学 2021-12-15 Nitish Gupta

Current methods to learn controllers for autonomous vehicles (AVs) focus on behavioural cloning. Being trained only on exact historic data, the resulting agents often generalize poorly to novel scenarios. Simulators provide the opportunity…

人工智能 · 计算机科学 2025-11-19 Asen Nachkov , Danda Pani Paudel , Luc Van Gool

We present a new approach to automated scenario-based testing of the safety of autonomous vehicles, especially those using advanced artificial intelligence-based components, spanning both simulation-based evaluation as well as testing in…

系统与控制 · 电气工程与系统科学 2020-07-14 Daniel J. Fremont , Edward Kim , Yash Vardhan Pant , Sanjit A. Seshia , Atul Acharya , Xantha Bruso , Paul Wells , Steve Lemke , Qiang Lu , Shalin Mehta

The aviation industry has a market driven need to maintain and develop enhanced simulation capabilities for a wide range of application domains. In particular, the future growth and disruptive ability of smart cities, autonomous vehicles…

计算机与社会 · 计算机科学 2019-10-15 Joshua Fadaie

Safety validation is a crucial component in the development and deployment of autonomous systems, such as self-driving vehicles and robotic systems. Ensuring safe operation necessitates extensive testing and verification of control…

系统与控制 · 电气工程与系统科学 2023-05-11 Ali Baheri , Mykel J. Kochenderfer

With the growing popularity of digital twin and autonomous driving in transportation, the demand for simulation systems capable of generating high-fidelity and reliable scenarios is increasing. Existing simulation systems suffer from a lack…

系统与控制 · 电气工程与系统科学 2023-07-27 Licheng Wen , Daocheng Fu , Song Mao , Pinlong Cai , Min Dou , Yikang Li , Yu Qiao

Autonomous vehicles (AVs) have the potential to significantly revolutionize society by providing a secure and efficient mode of transportation. Recent years have witnessed notable advancements in autonomous driving perception and…

机器学习 · 计算机科学 2023-11-27 Di Chen , Meixin Zhu , Hao Yang , Xuesong Wang , Yinhai Wang

Rapid advancements in autonomous vehicles (AVs) are poised to revolutionize transportation and communities, including disaster evacuations, particularly through the deployment of Shared Autonomous Vehicles (SAVs). Despite the potential, the…

计算机与社会 · 计算机科学 2025-02-17 Alican Sevim , Qian-wen Guo , Eren Erman Ozguven

This comprehensive literature review explores the potential of Augmented Reality and Virtual Reality technologies to enhance the design and testing of autonomous vehicles. By analyzing existing research, the review aims to identify how AR…

人机交互 · 计算机科学 2024-05-01 Emanuella Ejichukwu , Lauren Tong , Gadir Hazime , Bochen Jia

Simulation environments for Unmanned Aerial Vehicles (UAVs) can be very useful for prototyping user interfaces and training personnel that will operate UAVs in the real world. The realistic operation of such simulations will only enhance…

机器人学 · 计算机科学 2017-11-03 Kazi Tanvir Ahmed Siddiqui , David Feil-Seifer , Tianyi Jiang , Sonu Jose , Siming Liu , Sushil Louis

Comprehensive and efficient validation of connected and automated vehicles (CAVs) is critical prior to real-world deployment. While simulation-based testing offers scalability, existing approaches often lack seamless integration with real…

机器人学 · 计算机科学 2026-05-20 Kanglong Quan , Zhebing Xia , Linfeng Jiang , Hao Yu , Ziheng Qiao , Dapeng Dong , Dongyao Jia

Simulation is crucial in the development of autonomous driving software. In particular, assessing control algorithms requires an accurate vehicle dynamics simulation. However, recent publications use models with varying levels of detail.…

机器人学 · 计算机科学 2026-02-10 Simon Sagmeister , Panagiotis Kounatidis , Sven Goblirsch , Markus Lienkamp

Simulators are useful tools for testing automated driving controllers. Vehicle-in-the-loop (ViL) tests and digital twins (DTs) are widely used simulation technologies to facilitate the smooth deployment of controllers to physical vehicles.…