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We present a set of metrics intended to supplement designer intuitions when designing swarm-robotic systems, increase accuracy in extrapolating swarm behavior from algorithmic descriptions and small test experiments, and lead to faster and…

Robotics · Computer Science 2021-10-26 John Harwell , Maria Gini

We present a game benchmark for testing human-swarm control algorithms and interfaces in a real-time, high-cadence scenario. Our benchmark consists of a swarm vs. swarm game in a virtual ROS environment in which the goal of the game is to…

Robotics · Computer Science 2022-10-31 Joel Meyer , Allison Pinosky , Thomas Trzpit , Ed Colgate , Todd D. Murphey

The decreased size and cost of Unmanned Aerial Vehicles (UAVs) and Unmanned Ground Vehicles (UGVs) has enabled the use of swarms of unmanned autonomous vehicles to accomplish a variety of tasks. By utilizing swarming behaviors, it is…

Multiagent Systems · Computer Science 2020-02-24 Shaya Wolf , Rafer Cooley , Mike Borowczak

Micro- and nanorobotics have the potential to revolutionize many applications including targeted material delivery, assembly, and surgery. The same properties that promise breakthrough solutions---small size and large populations---present…

Robotics · Computer Science 2014-02-18 Aaron Becker , Chris Ertel , James McLurkin

This work presents a novel marriage of Swarm Robotics and Brain Computer Interface technology to produce an interface which connects a user to a swarm of robots. The proposed interface enables the user to control the swarm's size and motion…

Robotics · Computer Science 2016-12-28 Aamodh Suresh , Mac Schwager

Despite significant research, robotic swarms have yet to be useful in solving real-world problems, largely due to the difficulty of creating and controlling swarming behaviors in multi-agent systems. Traditional top-down approaches in which…

Robotics · Computer Science 2024-10-23 Ricardo Vega , Kevin Zhu , Connor Mattson , Daniel S. Brown , Cameron Nowzari

With the rapid development of robot swarm technology and its diverse applications, navigating robot swarms through complex environments has emerged as a critical research direction. To ensure safe navigation and avoid potential collisions…

Robotics · Computer Science 2025-08-14 Yongwei Zhang , Shuli Lv , Kairong Liu , Quanyi Liang , Quan Quan , Zhikun She

Swarm and field robotics face significant barriers to real-world validation due to the high cost and development time to deploy hardware. This paper introduces the ``Bionic Swarm,'' a novel system that lowers these barriers by abstracting…

Real world visual navigation requires robots to operate in unfamiliar, human-occupied dynamic environments. Navigation around humans is especially difficult because it requires anticipating their future motion, which can be quite…

Robotics · Computer Science 2021-02-16 Varun Tolani , Somil Bansal , Aleksandra Faust , Claire Tomlin

While autonomous multi-robots can achieve safe and coordinated navigation, they often struggle to adapt to unforeseen conditions and to capture operator-driven objectives in unstructured environments. We present a Virtual Reality (VR)-based…

The simultaneous control of multiple coordinated robotic agents represents an elaborate problem. If solved, however, the interaction between the agents can lead to solutions to sophisticated problems. The concept of swarming, inspired by…

Robotics · Computer Science 2025-08-13 Nathan K Long , Karl Sammut , Daniel Sgarioto , Matthew Garratt , Hussein Abbass

Unmanned Aerial Vehicles (UAVs) dynamic encirclement is an emerging field with great potential. Researchers often get inspiration from biological systems, either from macro-world like fish schools or bird flocks etc, or from micro-world…

Robotics · Computer Science 2024-10-28 Yuwei Cai , Huanlin Li , Zhun Fan , Juncao Hong , Peng Xu , Hui Cheng , Xiaomi Zhu , Bingliang Hu , Zhifeng Hao

Designing controllers for robot swarms is challenging, because human developers have typically no good understanding of the link between the details of a controller that governs individual robots and the swarm behavior that is an indirect…

Despite progress developing experimentally-consistent models of insect in-flight sensing and feedback for individual agents, a lack of systematic understanding of the multi-agent and group performance of the resulting bio-inspired sensing…

Systems and Control · Electrical Eng. & Systems 2024-11-15 Md Arif Billah , Imraan A. Faruque

In recent years, there has been a significant amount of research on algorithms and control methods for distributed collaborative robots. However, the emergence of collective behavior in a swarm is still difficult to predict and control.…

Robotics · Computer Science 2024-08-21 Pengming Zhu , Zhiwen Zeng , Weijia Yao , Wei Dai , Huimin Lu , Zongtan Zhou

The application and implementation of collaborative embodiment in virtual reality (VR) are a critical aspect of the computer science landscape, aiming to enhance multi-user interaction and teamwork in immersive environments. A notable and…

Human-Computer Interaction · Computer Science 2025-07-28 Hongyu Zhou , Yihao Dong , Masahiko Inami , Zhanna Sarsenbayeva , Anusha Withana

We propose a novel human-swarm interaction system, allowing the user to directly control a swarm of drones in a complex environment through trajectory drawing with a hand gesture interface based on the DNN-based gesture recognition. The…

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

Robot swarms hold immense potential for performing complex tasks far beyond the capabilities of individual robots. However, the challenge in unleashing this potential is the robots' limited sensory capabilities, which hinder their ability…

Robotics · Computer Science 2024-04-26 Michikuni Eguchi , Mai Nishimura , Shigeo Yoshida , Takefumi Hiraki

In this short note we propose using agentic swarms of virtual labs as a model of an AI Science Community. In this paradigm, each particle in the swarm represents a complete virtual laboratory instance, enabling collective scientific…

Artificial Intelligence · Computer Science 2026-03-24 Ulisses Braga-Neto