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Networks of Unmanned Aerial Vehicles (UAVs), composed of hundreds, possibly thousands of highly mobile and wirelessly connected flying drones will play a vital role in future Internet of Things (IoT) and 5G networks. However, how to control…

Networking and Internet Architecture · Computer Science 2020-05-21 Lorenzo Bertizzolo , Salvatore D'oro , Ludovico Ferranti , Leonardo Bonati , Emrecan Demirors , Zhangyu Guan , Tommaso Melodia , Scott Pudlewski

The paper focuses on a heterogeneous swarm of drones to achieve a dynamic landing of formation on a moving robot. This challenging task was not yet achieved by scientists. The key technology is that instead of facilitating each agent of the…

Heterogeneous teams of mobile robots and UAVs are offering a substantial benefit in an autonomous exploration of the environment. Nevertheless, although joint exploration scenarios for such systems are widely discussed, they are still…

Robotics · Computer Science 2022-06-20 Ayush Gupta , Ekaterina Dorzhieva , Ahmed Baza , Mert Alper , Aleksey Fedoseev , Dzmitry Tsetserukou

We present Neural-Swarm2, a learning-based method for motion planning and control that allows heterogeneous multirotors in a swarm to safely fly in close proximity. Such operation for drones is challenging due to complex aerodynamic…

Robotics · Computer Science 2021-07-19 Guanya Shi , Wolfgang Hönig , Xichen Shi , Yisong Yue , Soon-Jo Chung

The continuous monitoring by drone swarms remains a challenging problem due to the lack of power supply and the inability of drones to land on uneven surfaces. Heterogeneous swarms, including ground and aerial vehicles, can support longer…

Unmanned aerial vehicle (UAV) swarms are increasingly used in critical applications such as aerial mapping, environmental monitoring, and autonomous delivery. However, the reliability of these systems is highly dependent on uninterrupted…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-04 Kapel Dev , Yash Madhwal , Sofia Shevelo , Pavel Osinenko , Yury Yanovich

Combining different types of agents in uncrewed vehicle (UV) swarms has emerged as an approach to enhance mission resilience and operational capabilities across a wide range of applications. This study offers a systematic framework for…

Robotics · Computer Science 2026-04-01 Abhishek Joshi , Abhishek Phadke , Tianxing Chu , F. Antonio Medrano

This paper summarizes in depth the state of the art of aerial swarms, covering both classical and new reinforcement-learning-based approaches for their management. Then, it proposes a hybrid AI system, integrating deep reinforcement…

Artificial Intelligence · Computer Science 2025-01-16 Raúl Arranz , David Carramiñana , Gonzalo de Miguel , Juan A. Besada , Ana M. Bernardos

Swarms of drones are being more and more used in many practical scenarios, such as surveillance, environmental monitoring, search and rescue in hardly-accessible areas, etc.. While a single drone can be guided by a human operator, the…

Computer Vision and Pattern Recognition · Computer Science 2021-07-02 Claudio Piciarelli , Gian Luca Foresti

The control and guidance of multi-robots (swarm) is a non-trivial problem due to the complexity inherent in the coupled interaction among the group. Whether the swarm is cooperative or non-cooperative, lessons can be learnt from sheepdogs…

Swarms of autonomous devices are increasing in ubiquity and size. There are two main trains of thought for controlling devices in such swarms; centralized and distributed control. Centralized platforms achieve higher output quality but…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-05 Justin Hu , Ariana Bruno , Brian Ritchken , Brendon Jackson , Mateo Espinosa , Aditya Shah , Christina Delimitrou

Unmanned Aerial Vehicles (UAVs) have a great potential to support search tasks in unstructured environments. Small, lightweight, low speed and agile UAVs, such as multi-rotors platforms can incorporate many kinds of sensors that are…

Multiagent Systems · Computer Science 2019-01-23 A. L. Alfeo , M. G. C. A. Cimino , N. De Francesco , A. Lazzeri , M. Lega , G. Vaglini

In this paper, a hierarchical multi-UAV simulation platform,called XTDrone, is designed for UAV swarms, which is completely open-source 4 . There are six layers in XTDrone: communication, simulator,low-level control, high-level control,…

Systems and Control · Electrical Eng. & Systems 2022-05-31 Kun Xiao , Lan Ma , Shaochang Tan , Yirui Cong , Xiangke Wang

Unmanned aerial vehicle (UAV) swarms are increasingly deployed in vast low-altitude applications, owing to their capabilities in distributed sensing, flexible communication, and autonomous coordination. Nevertheless, the open and highly…

Cryptography and Security · Computer Science 2026-05-27 Yuntao Wang , Haojia Yang , Han Liu , Jianle Ba , Zhou Su

More widespread adoption requires swarms of robots to be more flexible for real-world applications. Multiple challenges remain in complex scenarios where a large amount of data needs to be processed in real-time and high degrees of…

Robotics · Computer Science 2020-04-30 Jorge Peña Queralta , Li Qingqing , Tuan Nguyen Gia , Hong-Linh Truong , Tomi Westerlund

Disaster response requires rapid, adaptive decision-making in chaotic environments. SwarmFusion, a novel hybrid framework, integrates particle swarm optimization with convolutional neural networks to optimize real-time resource allocation…

Neural and Evolutionary Computing · Computer Science 2025-07-02 Vasavi Lankipalle

Swarms of unmanned aerial vehicles (UAVs) are increasingly becoming vital to our society, undertaking tasks such as search and rescue, surveillance and delivery. A special variant of Distributed Model Predictive Control (DMPC) has emerged…

Systems and Control · Electrical Eng. & Systems 2025-09-30 Alexander Gräfe , Joram Eickhoff , Marco Zimmerling , Sebastian Trimpe

With the growing demand for efficient logistics and warehouse management, unmanned aerial vehicles (UAVs) are emerging as a valuable complement to automated guided vehicles (AGVs). UAVs enhance efficiency by navigating dense environments…

In swarm robotics, confrontation including the pursuit-evasion game is a key scenario. High uncertainty caused by unknown opponents' strategies, dynamic obstacles, and insufficient training complicates the action space into a hybrid…

Robotics · Computer Science 2024-10-28 Qizhen Wu , Kexin Liu , Lei Chen , Jinhu Lü

Recent breakthroughs in multimodal large language models (MLLMs) have endowed AI systems with unified perception, reasoning and natural-language interaction across text, image and video streams. Meanwhile, Unmanned Aerial Vehicle (UAV)…

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