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With the rapid advancement of underwater net-working and multi-agent coordination technologies, autonomous underwater vehicle (AUV) ad-hoc networks have emerged as a pivotal framework for executing complex maritime missions, such as…

机器人学 · 计算机科学 2026-03-31 Kai Tian , Jialun Wang , Chuan Lin , Guangjie Han , Shengchao Zhu , Ying Liu , Qian Zhu

In recent years, autonomous underwater vehicle (AUV) swarms are gradually becoming popular and have been widely promoted in ocean exploration or underwater tracking, etc. In this paper, we propose a multi-AUV cooperative underwater…

多智能体系统 · 计算机科学 2024-12-24 Shengbo Wang , Chuan Lin , Guangjie Han , Shengchao Zhu , Zhixian Li , Zhenyu Wang , Yunpeng Ma

In recent years, advances in underwater networking and multi-agent reinforcement learning (MARL) have significantly expanded multi-autonomous underwater vehicle (AUV) applications in marine exploration and target tracking. However, current…

网络与互联网体系结构 · 计算机科学 2026-04-01 Jiaao Ma , Chuan Lin , Guangjie Han , Shengchao Zhu , Zhenyu Wang , Chen An

Autonomous Underwater Vehicles (AUVs) have shown great potential for cooperative detection and reconnaissance. However, collaborative AUV communications introduce risks of exposure. In adversarial environments, achieving efficient…

机器人学 · 计算机科学 2025-09-18 Zhang Xueyao , Yang Bo , Yu Zhiwen , Cao Xuelin , George C. Alexandropoulos , Merouane Debbah , Chau Yuen

Autonomous vehicles (AV) offer a cost-effective solution for scientific missions such as underwater tracking. Recently, reinforcement learning (RL) has emerged as a powerful method for controlling AVs in complex marine environments.…

机器人学 · 计算机科学 2025-10-20 Matteo Gallici , Ivan Masmitja , Mario Martín

The deployment of unmanned aerial vehicle (UAV) swarm-assisted communication networks has become an increasingly vital approach for remediating coverage limitations in infrastructure-deficient environments, with especially pressing…

机器学习 · 计算机科学 2025-09-30 Tianjiao Sun , Ningyan Guo , Haozhe Gu , Yanyan Peng , Zhiyong Feng

Multi-agent systems (MASs) consisting of a number of autonomous agents that communicate, coordinate, and jointly sense the environment to achieve complex missions can be found in a variety of applications such as robotics, smart cities, and…

计算机科学中的逻辑 · 计算机科学 2025-07-22 Yiqi Zhao , Xinyi Yu , Bardh Hoxha , Georgios Fainekos , Jyotirmoy V. Deshmukh , Lars Lindemann

As underwater human activities are increasing, the demand for underwater communication service presents a significant challenge. Existing underwater diver communication methods face hurdles due to inherent disadvantages and complex…

多智能体系统 · 计算机科学 2025-10-24 Tinglong Deng , Hang Tao , Xinxiang Wang , Yinyan Wang , Hanjiang Luo

In the multiple unmanned aerial vehicle (UAV)- assisted downlink communication, it is challenging for UAV base stations (UAV BSs) to realize trajectory design and resource assignment in unknown environments. The cooperation and competition…

多智能体系统 · 计算机科学 2024-02-01 Zikai Feng , Di Wu , Mengxing Huang , Chau Yuen

Multi-Agent Reinforcement Learning (MARL) has become a classic paradigm to solve diverse, intelligent control tasks like autonomous driving in Internet of Vehicles (IoV). However, the widely assumed existence of a central node to implement…

多智能体系统 · 计算机科学 2023-08-09 Xiaoxue Yu , Rongpeng Li , Fei Wang , Chenghui Peng , Chengchao Liang , Zhifeng Zhao , Honggang Zhang

Robotic platforms have become essential for marine operations by providing regular and continuous access to offshore assets, such as underwater infrastructure inspection, environmental monitoring, and resource exploration. However, the…

Autonomous marine environmental monitoring problem traditionally encompasses an area coverage problem which can only be effectively carried out by a multi-robot system. In this paper, we focus on robotic swarms that are typically operated…

机器人学 · 计算机科学 2022-07-19 Maryam Kouzehgar , Malika Meghjani , Roland Bouffanais

Unmanned aerial vehicle (UAV) swarms are considered as a promising technique for next-generation communication networks due to their flexibility, mobility, low cost, and the ability to collaboratively and autonomously provide services.…

机器学习 · 计算机科学 2023-01-04 Yahao Ding , Zhaohui Yang , Quoc-Viet Pham , Zhaoyang Zhang , Mohammad Shikh-Bahaei

An unmanned surface vehicle (USV) can perform complex missions by continuously observing the state of its surroundings and taking action toward a goal. A SWARM of USVs working together can complete missions faster, and more effectively than…

机器人学 · 计算机科学 2024-09-02 Shrudhi R S , Sreyash Mohanty , Susan Elias

Intelligent control of Unmanned Aerial Vehicles (UAVs) swarms has emerged as a critical research focus, and it typically requires the swarm to navigate effectively while avoiding obstacles and achieving continuous coverage over multiple…

多智能体系统 · 计算机科学 2025-09-03 Ziyao Wang , Rongpeng Li , Sizhao Li , Yuming Xiang , Haiping Wang , Zhifeng Zhao , Honggang Zhang

Autonomous Vehicles (AVs) represent a transformative advancement in the transportation industry. These vehicles have sophisticated sensors, advanced algorithms, and powerful computing systems that allow them to navigate and operate without…

信号处理 · 电气工程与系统科学 2025-01-03 Noor Aboueleneen , Yahuza Bello , Abdullatif Albaseer , Ahmed Refaey Hussein , Mohamed Abdallah , Ekram Hossain

A team of multiple robots seamlessly and safely working in human-filled public environments requires adaptive task allocation and socially-aware navigation that account for dynamic human behavior. Current approaches struggle with highly…

机器人学 · 计算机科学 2025-03-11 Weizheng Wang , Aniket Bera , Byung-Cheol Min

Connected and autonomous vehicles across land, water, and air must often operate in dynamic, unpredictable environments with limited communication, no centralized control, and partial observability. These real-world constraints pose…

多智能体系统 · 计算机科学 2025-11-18 Hung Du , Hy Nguyen , Srikanth Thudumu , Rajesh Vasa , Kon Mouzakis

Effective operation and seamless cooperation of robotic systems are a fundamental component of next-generation technologies and applications. In contexts such as disaster response, swarm operations require coordinated behavior and mobility…

多智能体系统 · 计算机科学 2024-04-03 Raffaele Galliera , Thies Möhlenhof , Alessandro Amato , Daniel Duran , Kristen Brent Venable , Niranjan Suri

Harvesting data from distributed Internet of Things (IoT) devices with multiple autonomous unmanned aerial vehicles (UAVs) is a challenging problem requiring flexible path planning methods. We propose a multi-agent reinforcement learning…

多智能体系统 · 计算机科学 2021-06-04 Harald Bayerlein , Mirco Theile , Marco Caccamo , David Gesbert
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