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This work aims at showing that it is feasible and safe to use a swarm of Unmanned Aerial Vehicles (UAVs) indoors alongside humans. UAVs are increasingly being integrated under the Industry 4.0 framework. UAV swarms are primarily deployed…

Robotics · Computer Science 2024-09-02 Shrutarv Awasthi , Nils Gramse , Christopher Reining , Moritz Roidl

UAV tracking can be widely applied in scenarios such as disaster rescue, environmental monitoring, and logistics transportation. However, existing UAV tracking methods predominantly emphasize speed and lack exploration in semantic…

Computer Vision and Pattern Recognition · Computer Science 2025-10-27 Xinyu Zhou , Tongxin Pan , Lingyi Hong , Pinxue Guo , Haijing Guo , Zhaoyu Chen , Kaixun Jiang , Wenqiang Zhang

Coordinated flight of multiple drones allows to achieve tasks faster such as search and rescue and infrastructure inspection. Thus, pushing the state-of-the-art of aerial swarms in navigation speed and robustness is of tremendous benefit.…

Robotics · Computer Science 2024-07-15 Charbel Toumieh , Dario Floreano

Efficient traffic monitoring is crucial for managing urban transportation networks, especially under congested and dynamically changing traffic conditions. Drones offer a scalable and cost-effective alternative to fixed sensor networks.…

Systems and Control · Electrical Eng. & Systems 2025-03-28 Marko Maljkovic , Nikolas Geroliminis

Swarms of aerial drones have recently been considered for last-mile deliveries in urban logistics or automated construction. At the same time, collaborative transportation of payloads by multiple drones is another important area of recent…

Robotics · Computer Science 2023-10-05 Akash Kopparam Sreedhara , Deepesh Padala , Shashank Mahesh , Kai Cui , Mengguang Li , Heinz Koeppl

As ByteDance's business expands, the substantial infrastructure expenses associated with centralized Content Delivery Network (CDN) networks have rendered content distribution costs prohibitively high. In response, we embarked on exploring…

Networking and Internet Architecture · Computer Science 2024-01-30 Dehui Wei , Jiao Zhang , Haozhe Li , Zhichen Xue , Yajie Peng , Xiaofei Pang , Rui Han , Yan Ma , Jialin Li

Visual traversability estimation is critical for autonomous navigation, but existing VLM-based methods rely on hand-crafted prompts, generalize poorly across embodiments, and output only traversability maps, leaving trajectory generation to…

The adoption of unmanned aerial vehicles to monitor critical infrastructure is gaining momentum in various industrial domains. Organizational imperatives drive this progression to minimize expenses, accelerate processes, and mitigate…

Robotics · Computer Science 2025-03-04 Tasnim Ahmed , Salimur Choudhury

Cooperative path planning for heterogeneous UAV swarms poses significant challenges for Multi-Agent Reinforcement Learning (MARL), particularly in handling asymmetric inter-agent dependencies and addressing the risks of sparse rewards and…

Robotics · Computer Science 2026-02-13 Wanhao Liu , Junhong Dai , Yixuan Zhang , Shengyun Yin , Panshuo Li

Robotic swarms are decentralized multi-robot systems whose members use local information from proximal neighbors to execute simple reactive control laws that result in emergent collective behaviors. In contrast, members of a general…

Robotics · Computer Science 2018-02-27 Gabriel Arpino , Kyle Morris , Sasanka Nagavalli , Katia Sycara

Traditional Human-Swarm Interaction (HSI) methods often lack intuitive real-time adaptive interfaces, making decision making slower and increasing cognitive load while limiting command flexibility. To solve this, we present SwarmChat, a…

Robotics · Computer Science 2025-09-23 Ettilla Mohiuddin Eumi , Hussein Abbass , Nadine Marcus

The demand for unmanned aerial vehicle (UAV)-based image acquisition and analysis has surged, with UAVs increasingly utilized for semantic segmentation tasks. To meet the real-time analysis requirements of UAV remote sensing missions,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Anqi Lu , Yun Cheng , Youbing Hu , Zhiqiang Cao , Jie Liu , Zhijun Li

Large language model (LLM) agents have shown remarkable reasoning abilities. However, existing multi-agent frameworks often rely on fixed roles or centralized control, limiting scalability and adaptability in long-horizon reasoning. We…

Artificial Intelligence · Computer Science 2025-10-14 Ruohao Li , Hongjun Liu , Leyi Zhao , Zisu Li , Jiawei Li , Jiajun Jiang , Linning Xu , Chen Zhao , Mingming Fan , Chen Liang

A heterogeneous swarm system is a distributed system where participants come and go, communication topology may change at any time, data replication is asynchronous and partial, and local agents behave differently between nodes. These…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-16 Roland Kuhn , Alan Darmasaputra

Modern autonomous multi-agent systems combine heterogeneous learning mechanisms operating at different timescales. An open question remains: can one formally guarantee that coupled dynamics of such mechanisms stay within the admissible…

Machine Learning · Computer Science 2026-03-24 Oleksii Bychkov

Hybrid parallelism techniques are essential for efficiently training large language models (LLMs). Nevertheless, current automatic parallel planning frameworks often overlook the simultaneous consideration of node heterogeneity and dynamic…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-04 Ruilong Wu , Xinjiao Li , Yisu Wang , Xinyu Chen , Dirk Kutscher

Unmanned aerial vehicle (UAV) swarm control has applications including target tracking, surveillance, terrain mapping, and precision agriculture. Decentralized control methods are particularly useful when the swarm is large, as centralized…

Systems and Control · Electrical Eng. & Systems 2021-07-13 Md Ali Azam

Decentralized swarm robotic solutions to searching for targets that emit a spatially varying signal promise task parallelism, time efficiency, and fault tolerance. It is, however, challenging for swarm algorithms to offer scalability and…

Multiagent Systems · Computer Science 2019-07-11 Payam Ghassemi , Souma Chowdhury

Drones have been getting more and more popular in many economy sectors. Both scientific and industrial communities aim at making the impact of drones even more disruptive by empowering collaborative autonomous behaviors -- also known as…

Signal Processing · Electrical Eng. & Systems 2021-03-15 Leandro R. Costa , Daniel Aloise , Luca G. Gianoli , Andrea Lodi

Unmanned aerial vehicles (UAVs) as aerial relays are practically appealing for assisting Internet of Things (IoT) network. In this work, we aim to utilize the UAV swarm to assist the secure communication between the micro base station (MBS)…

Networking and Internet Architecture · Computer Science 2023-10-04 Chuang Zhang , Geng Sun , Qingqing Wu , Jiahui Li , Shuang Liang , Dusit Niyato , Victor C. M. Leung