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相关论文: Generative AI-empowered Simulation for Autonomous …

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Deep reinforcement learning (DRL) has a great potential for solving complex decision-making problems in autonomous driving, especially in mixed-traffic scenarios where autonomous vehicles and human-driven vehicles (HDVs) drive together.…

机器人学 · 计算机科学 2022-04-05 Qianqian Liu , Fengying Dang , Xiaofan Wang , Xiaoqiang Ren

Motivated by the rapid development of autonomous vehicle technology, this work focuses on the challenges of introducing them in ride-hailing platforms with conventional strategic human drivers. We consider a ride-hailing platform that…

计算机科学与博弈论 · 计算机科学 2024-06-28 Shuqin Gao , Xinyuan Wu , Antonis Dimakis , Costas Courcoubetis

Generative artificial intelligence (GAI) and digital twin (DT) are advanced data processing and virtualization technologies to revolutionize communication networks. Thanks to the powerful data processing capabilities of GAI, integrating it…

网络与互联网体系结构 · 计算机科学 2024-04-09 Xinyu Huang , Haojun Yang , Conghao Zhou , Mingcheng He , Xuemin Shen , Weihua Zhuang

With the increasing integration of intelligent driving functions into serial-produced vehicles, ensuring their functionality and robustness poses greater challenges. Compared to traditional road testing, scenario-based virtual testing…

机器人学 · 计算机科学 2025-10-29 Li Li , Tobias Brinkmann , Till Temmen , Markus Eisenbarth , Jakob Andert

In this study, we propose GITSR, an effective framework for Graph Interaction Transformer-based Scene Representation for multi-vehicle collaborative decision-making in intelligent transportation system. In the context of mixed traffic where…

机器学习 · 计算机科学 2024-11-05 Xingyu Hu , Lijun Zhang , Dejian Meng , Ye Han , Lisha Yuan

Metaverse aims to construct a large, unified, immersive, and shared digital realm by combining various technologies, namely XR (extended reality), blockchain, and digital twin, among others. This article explores the Metaverse from the…

多媒体 · 计算机科学 2024-03-25 Haopeng Wang , Roberto Martinez-Velazquez , Haiwei Dong , Abdulmotaleb El Saddik

The rapid adoption of autonomous vehicle has established mixed traffic environments, comprising both autonomous and human-driven vehicles (HDVs), as essential components of next-generation mobility systems. Along these lines, connectivity…

系统与控制 · 电气工程与系统科学 2025-06-19 Filippos Tzortzoglou , Logan E. Beaver

The environmental perception of an autonomous vehicle is limited by its physical sensor ranges and algorithmic performance, as well as by occlusions that degrade its understanding of an ongoing traffic situation. This not only poses a…

The Metaverse represents a transformative shift beyond traditional mobile Internet, creating an immersive, persistent digital ecosystem where users can interact, socialize, and work within 3D virtual environments. Powered by large models…

计算机与社会 · 计算机科学 2025-08-12 Yuntao Wang , Qinnan Hu , Zhou Su , Linkang Du , Qichao Xu , Weiwei Li

Intelligent Transportation Systems (ITS) leverage Integrated Sensing and Communications (ISAC) to enhance data exchange between vehicles and infrastructure in the Internet of Vehicles (IoV). This integration inevitably increases computing…

机器学习 · 计算机科学 2025-06-23 Xueying Gu , Qiong Wu , Pingyi Fan , Nan Cheng , Wen Chen , Khaled B. Letaief

Generative Artificial Intelligence is emerging as a transformative force in the automotive industry, enabling novel applications across vehicle design, manufacturing, autonomous driving, predictive maintenance, and in vehicle user…

机器人学 · 计算机科学 2025-11-04 Chaitanya Shinde , Divya Garikapati

In this paper, we study a digital twin (DT)-empowered integrated sensing, communication, and computation network. Specifically, the users perform radar sensing and computation offloading on the same spectrum, while unmanned aerial vehicles…

信号处理 · 电气工程与系统科学 2023-10-27 Bin Li , Wenshuai Liu , Wancheng Xie , Ning Zhang , Yan Zhang

The simulation-based testing is essential for safely implementing autonomous vehicles (AV) on roads, necessitating simulated traffic environments that dynamically interact with the Vehicle Under Test (VUT). This study introduces a…

机器人学 · 计算机科学 2024-07-29 Yiru Liu , Xiaocong Zhao , Jian Sun

Autonomous driving systems (ADS) have been an active area of research, with the potential to deliver significant benefits to society. However, before large-scale deployment on public roads, extensive testing is necessary to validate their…

软件工程 · 计算机科学 2025-08-28 Qunying Song , He Ye , Mark Harman , Federica Sarro

The evolution and growing automation of collaborative robots introduce more complexity and unpredictability to systems, highlighting the crucial need for robot's adaptability and flexibility to address the increasing complexities of their…

机器人学 · 计算机科学 2024-03-21 Yuzhu Sun , Mien Van , Stephen McIlvanna , Nguyen Minh Nhat , Kabirat Olayemi , Jack Close , Seán McLoone

Reinforcement learning is considered to be a strong AI paradigm which can be used to teach machines through interaction with the environment and learning from their mistakes. Despite its perceived utility, it has not yet been successfully…

机器学习 · 统计学 2017-04-11 Ahmad El Sallab , Mohammed Abdou , Etienne Perot , Senthil Yogamani

In dynamic autonomous driving environment, Artificial Intelligence-Generated Content (AIGC) technology can supplement vehicle perception and decision making by leveraging models' generative and predictive capabilities, and has the potential…

系统与控制 · 电气工程与系统科学 2024-07-03 Jianan Zhang , Zhiwei Wei , Boxun Liu , Xiayi Wang , Yong Yu , Rongqing Zhang

Recent advances in autonomous system simulation platforms have significantly enhanced the safe and scalable testing of driving policies. However, existing simulators do not yet fully meet the needs of future transportation…

Connected automated driving has the potential to significantly improve urban traffic efficiency, e.g., by alleviating issues due to occlusion. Cooperative behavior planning can be employed to jointly optimize the motion of multiple…

机器人学 · 计算机科学 2023-07-31 Marvin Klimke , Benjamin Völz , Michael Buchholz

For intelligent vehicles, sensing the 3D environment is the first but crucial step. In this paper, we build a real-time advanced driver assistance system based on a low-power mobile platform. The system is a real-time multi-scheme…

计算机视觉与模式识别 · 计算机科学 2020-01-28 Qiwei Xie , Qian Long , Liming Zhang , Zhao Sun