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Current validation methods often rely on recorded data and basic functional checks, which may not be sufficient to encompass the scenarios an autonomous vehicle might encounter. In addition, there is a growing need for complex scenarios…

机器人学 · 计算机科学 2024-02-08 Marc Kaufeld , Rainer Trauth , Johannes Betz

Autonomous vehicles (AVs) are now operating on public roads, which makes their testing and validation more critical than ever. Simulation offers a safe and controlled environment for evaluating AV performance in varied conditions. However,…

人工智能 · 计算机科学 2026-04-15 Saeed Rahmani , Shiva Rasouli , Daphne Cornelisse , Eugene Vinitsky , Bart van Arem , Simeon C. Calvert

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

多智能体系统 · 计算机科学 2023-12-11 Ahmed Abdelrahman

Multi-agent interaction is a fundamental aspect of autonomous driving in the real world. Despite more than a decade of research and development, the problem of how to competently interact with diverse road users in diverse scenarios remains…

The present cross-disciplinary research explores pedestrian-autonomous vehicle interactions in a safe, virtual environment. We first present contemporary tools in the field and then propose the design and development of a new application…

计算机与社会 · 计算机科学 2021-10-01 Georgios Pappas , Joshua E. Siegel , Jacob Rutkowski , Andrea Schaaf

The technology in the area of automated vehicles is gaining speed and promises many advantages. However, with the recent introduction of conditionally automated driving, we have also seen accidents. Test protocols for both, conditionally…

软件工程 · 计算机科学 2017-08-24 Alessia Knauss , Jan Schröder , Christian Berger , Henrik Eriksson

Individual traffic significantly contributes to climate change and environmental degradation. Therefore, innovation in sustainable mobility is gaining importance as it helps to reduce environmental pollution. However, effects of new ideas…

多智能体系统 · 计算机科学 2021-11-16 Johannes Nguyen , Simon T. Powers , Neil Urquhart , Thomas Farrenkopf , Michael Guckert

Automotive user interface (AUI) evaluation becomes increasingly complex due to novel interaction modalities, driving automation, heterogeneous data, and dynamic environmental contexts. Immersive analytics may enable efficient explorations…

人机交互 · 计算机科学 2023-02-22 Pascal Jansen , Julian Britten , Alexander Häusele , Thilo Segschneider , Mark Colley , Enrico Rukzio

This paper serves as an introduction and overview of the potentially useful models and methodologies from artificial intelligence (AI) into the field of transportation engineering for autonomous vehicle (AV) control in the era of mixed…

人工智能 · 计算机科学 2020-07-13 Xuan Di , Rongye Shi

Research interest in autonomous agents is on the rise as an emerging topic. The notable achievements of Large Language Models (LLMs) have demonstrated the considerable potential to attain human-like intelligence in autonomous agents.…

多智能体系统 · 计算机科学 2025-01-30 Hung Du , Srikanth Thudumu , Rajesh Vasa , Kon Mouzakis

As the industry of autonomous driving grows, so does the potential interaction of groups of autonomous cars. Combined with the advancement of Artificial Intelligence and simulation, such groups can be simulated, and safety-critical models…

机器学习 · 计算机科学 2024-02-22 Omar Tanner

This paper introduces Agent-Based Auto Research, a structured multi-agent framework designed to automate, coordinate, and optimize the full lifecycle of scientific research. Leveraging the capabilities of large language models (LLMs) and…

Surveys and interviews are widely used for collecting insights on emerging or hypothetical scenarios. Traditional human-led methods often face challenges related to cost, scalability, and consistency. Recently, various domains have begun to…

人机交互 · 计算机科学 2025-03-05 Jiangbo Yu , Jinhua Zhao , Luis Miranda-Moreno , Matthew Korp

Human-Machine Interfaces (HMIs) for automated vehicles (AVs) are typically divided into two categories: internal HMIs for interactions within the vehicle, and external HMIs for communication with other road users. In this work, we examine…

Given the rapid advance in ITS technologies, future mobility is pointing to vehicular autonomy. However, there is still a long way before full automation, and human intervention is required. This work sheds light on understanding human…

人机交互 · 计算机科学 2023-12-05 Zheng Xu

Interaction-aware Autonomous Driving (IAAD) is a rapidly growing field of research that focuses on the development of autonomous vehicles (AVs) that are capable of interacting safely and efficiently with human road users. This is a…

人机交互 · 计算机科学 2023-11-01 Luca Crosato , Kai Tian , Hubert P. H Shum , Edmond S. L. Ho , Yafei Wang , Chongfeng Wei

Many challenges remain before AI agents can be deployed in real-world environments. However, one virtue of such environments is that they are inherently multi-agent and contain human experts. Using advanced social intelligence in such an…

机器学习 · 计算机科学 2025-08-22 Eric Ye , Ren Tao , Natasha Jaques

The capabilities of automated vehicles are advancing rapidly, yet achieving full autonomy remains a significant challenge, requiring ongoing human cognition in decision-making processes. Incorporating human cognition into control algorithms…

系统与控制 · 电气工程与系统科学 2024-12-12 Abu Jafar Md Muzahid , Xiaopeng Zhao , Zhenbo Wang

In order to drive safely on the road, autonomous vehicle is expected to predict future outcomes of its surrounding environment and react properly. In fact, many researchers have been focused on solving behavioral prediction problems for…

机器人学 · 计算机科学 2020-11-12 Weihao Xuan , Ruijie Ren

Transportation and traffic are currently undergoing a rapid increase in terms of both scale and complexity. At the same time, an increasing share of traffic participants are being transformed into agents driven or supported by artificial…

机器学习 · 计算机科学 2018-10-24 Mark Schutera , Niklas Goby , Dirk Neumann , Markus Reischl
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