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Swarms of autonomous agents are useful in many applications due to their ability to accomplish tasks in a decentralized manner, making them more robust to failures. Due to the difficulty in running experiments with large numbers of hardware…

Robotics · Computer Science 2021-03-04 Chris Taylor , Cameron Nowzari

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

Collision avoidance is one of the most important topics in the robotics field. The goal is to move the robots from initial locations to target locations such that they follow shortest non-colliding paths in the shortest time and with the…

Robotics · Computer Science 2021-08-31 SeyedZahir Qazavi , Samaneh Hosseini Semnani

In this paper, we address the problem of collision avoidance for a swarm of UAVs used for continuous surveillance of an urban environment. Our method, LSwarm, efficiently avoids collisions with static obstacles, dynamic obstacles and other…

The problem of robotic synchronisation and coordination is a long-standing one. Combining autonomous, computerised systems with unpredictable real-world conditions can have consequences ranging from poor performance to collisions and…

Robotics · Computer Science 2026-01-21 Kevin Quinn , Cormac Molloy , Harun Šiljak

With the rapid evolution of wireless mobile devices, there emerges an increased need to design effective collaboration mechanisms between intelligent agents, so as to gradually approach the final collective objective through continuously…

Artificial Intelligence · Computer Science 2021-02-02 Xing Xu , Rongpeng Li , Zhifeng Zhao , Honggang Zhang

Collective motion inspired by animal groups offers powerful design principles for autonomous aerial swarms. We present a bio-inspired 3D flocking algorithm in which each drone interacts only with a minimal set of influential neighbors,…

Autonomous drone swarms are a burgeoning technology with significant applications in the field of mapping, inspection, transportation and monitoring. To complete a task, each drone has to accomplish a sub-goal within the context of the…

Robotics · Computer Science 2021-01-14 Rohith Gandhi Ganesan , Samantha Kappagoda , Giuseppe Loianno , David K. A. Mordecai

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…

We address the challenge of coordinating multiple robots in narrow and confined environments, where congestion and interference often hinder collective task performance. Drawing inspiration from insect colonies, which achieve robust…

Machine Learning · Computer Science 2026-03-17 Kehinde O. Aina , Sehoon Ha

Autonomous modeling of artificial swarms is necessary because manual creation is a time intensive and complicated procedure which makes it impractical. An autonomous approach employing deep reinforcement learning is presented in this study…

Robotics · Computer Science 2023-06-09 Suleman Qamar , Saddam Hussain Khan , Muhammad Arif Arshad , Maryam Qamar , Asifullah Khan

A novel approach for achieving fast evasion in self-localized swarms of Unmanned Aerial Vehicles (UAVs) threatened by an intruding moving object is presented in this paper. Motivated by natural self-organizing systems, the presented…

Robotics · Computer Science 2024-08-21 Filip Novák , Viktor Walter , Pavel Petráček , Tomáš Báča , Martin Saska

We present a novel, decentralized collision avoidance algorithm for navigating a swarm of quadrotors in dense environments populated with static and dynamic obstacles. Our algorithm relies on the concept of Optimal Reciprocal…

Robotics · Computer Science 2019-12-03 Senthil Hariharan Arul , Dinesh Manocha

In recent years, reinforcement learning and its multi-agent analogue have achieved great success in solving various complex control problems. However, multi-agent reinforcement learning remains challenging both in its theoretical analysis…

Robotics · Computer Science 2023-02-10 Kai Cui , Mengguang Li , Christian Fabian , Heinz Koeppl

This paper presents a decentralized and asynchronous systematic solution for multi-robot autonomous navigation in unknown obstacle-rich scenes using merely onboard resources. The planning system is formulated under gradient-based local…

Robotics · Computer Science 2021-05-06 Xin Zhou , Jiangchao Zhu , Hongyu Zhou , Chao Xu , Fei Gao

Collision avoidance algorithms are of central interest to many drone applications. In particular, decentralized approaches may be the key to enabling robust drone swarm solutions in cases where centralized communication becomes…

Robotics · Computer Science 2022-02-21 Ramzi Ourari , Kai Cui , Ahmed Elshamanhory , Heinz Koeppl

Designing autonomous drone swarms is hampered by a vast design space spanning platform, algorithmic, and numerical-strength choices. We perform large-scale agent-based simulations in three canonical scenarios: swarm-on-swarm battle,…

Systems and Control · Electrical Eng. & Systems 2026-05-25 Abram H. Clark , Liraz Mudrik , Colton Kawamura , Nathan C. Redder , João P. Hespanha , Isaac Kaminer

This paper proposes a perception-shared and swarm trajectory global optimal (STGO) algorithm fused UAVs formation motion planning framework aided by an active sensing system. First, the point cloud received by each UAV is fit by the…

Robotics · Computer Science 2022-03-01 Peng Peng , Wei Dong , Gang Chen , Xiangyang Zhu

This paper proposes a new algorithm for collision-free coverage control of multiple non-cooperating swarms in the presence of bounded disturbances. A new methodology is introduced that accounts for uncertainties in disturbance measurements.…

Systems and Control · Electrical Eng. & Systems 2026-01-16 Karolina Schmidt , Luis Rodrigues

In comparison with existing approaches, which struggle with scalability, communication dependency, and robustness against dynamic failures, cooperative aerial transportation via robot swarms holds transformative potential for logistics and…

Robotics · Computer Science 2025-09-05 Quan Quan , Jiwen Xu , Runxiao Liu , Yi Ding , Jiaxing Che , Kai-Yuan Cai
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