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In this paper, we propose SwarmNet -- a neural network architecture that can learn to predict and imitate the behavior of an observed swarm of agents in a centralized manner. Tested on artificially generated swarm motion data, the network…

神经与进化计算 · 计算机科学 2020-11-04 Siyu Zhou , Mariano Phielipp , Jorge A. Sefair , Sara I. Walker , Heni Ben Amor

The biologically-inspired swarm paradigm is being used to design self-organizing systems of locally interacting artificial agents. A major difficulty in designing swarms with desired characteristics is understanding the causal relation…

多智能体系统 · 计算机科学 2016-11-17 Aram Galstyan , Tad Hogg , Kristina Lerman

Pogobots are a new type of open-source/open-hardware robots specifically designed for swarm robotics research. Their cost-effective and modular design, complemented by vibration-based and wheel-based locomotion, fast infrared communication…

机器人学 · 计算机科学 2025-09-16 Leo Cazenille , Loona Macabre , Nicolas Bredeche

This paper describes the Pogobot, an open-source platform specifically designed for research at the interface of swarm robotics and active matter. Pogobot features vibration-based or wheel-based locomotion, fast infrared communication, and…

Due to the complexity of robotics, the reproducibility of results and experiments is one of the fundamental problems in robotics research. While the problem has been identified by the community, the approaches that address the problem…

机器人学 · 计算机科学 2018-01-26 Aljoscha Pörtner , Martin Hoffmann , Matthias König

GenGrid is a novel comprehensive open-source, distributed platform intended for conducting extensive swarm robotic experiments. The modular platform is designed to run swarm robotics experiments that are compatible with different types of…

机器人学 · 计算机科学 2025-04-30 Pranav Kedia , Madhav Rao

This paper describes the Robotarium -- a remotely accessible, multi-robot research facility. The impetus behind the Robotarium is that multi-robot testbeds constitute an integral and essential part of the multi-robot research cycle, yet…

机器人学 · 计算机科学 2016-09-16 Daniel Pickem , Paul Glotfelter , Li Wang , Mark Mote , Aaron Ames , Eric Feron , Magnus Egerstedt

The coordination of robot swarms - large decentralized teams of robots - generally relies on robust and efficient inter-robot communication. Maintaining communication between robots is particularly challenging in field deployments.…

机器人学 · 计算机科学 2020-07-02 Vivek Shankar Varadharajan , David St-Onge , Bram Adams , Giovanni Beltrame

This work introduces SwarmRL, a Python package designed to study intelligent active particles. SwarmRL provides an easy-to-use interface for developing models to control microscopic colloids using classical control and deep reinforcement…

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…

机器人学 · 计算机科学 2018-02-27 Gabriel Arpino , Kyle Morris , Sasanka Nagavalli , Katia Sycara

Building a distributed spatial awareness within a swarm of locally sensing and communicating robots enables new swarm algorithms. We use local observations by robots of each other and Gaussian Belief Propagation message passing combined…

机器人学 · 计算机科学 2024-11-12 Simon Jones , Sabine Hauert

We present a distributed algorithm for a swarm of active particles to camouflage in an environment. Each particle is equipped with sensing, computation and communication, allowing the system to take color and gradient information from the…

机器人学 · 计算机科学 2017-09-22 Yang Li , John Klingner , Nikolaus Correll

Modern cities are growing ecosystems that face new challenges due to the increasing population demands. One of the many problems they face nowadays is waste management, which has become a pressing issue requiring new solutions. Swarm…

Roborobo! is a multi-platform, highly portable, robot simulator for large-scale collective robotics experiments. Roborobo! is coded in C++, and follows the KISS guideline ("Keep it simple"). Therefore, its external dependency is solely…

机器人学 · 计算机科学 2013-04-11 Nicolas Bredeche , Jean-Marc Montanier , Berend Weel , Evert Haasdijk

In recent years, the Robot Operating System (ROS) is developing rapidly and has been widely used in robotics research because of its flexible, open source, and extensive advantages. In scientific research, the corresponding hardware…

机器人学 · 计算机科学 2018-04-10 Liulong Ma , Yibo Gao , ChuanMing Zhu , Yanjie Liu

Developing reusable software for mobile robots is still challenging. Even more so for swarm robots, despite the desired simplicity of the robot controllers. Prototyping and experimenting are difficult due to the multi-robot setting and…

Social insects in nature such as ants, termites and bees construct their colonies collaboratively in a very efficient process. In these swarms, each insect contributes to the construction task individually showing redundant and parallel…

机器人学 · 计算机科学 2021-06-21 Teshan Liyanage , Subha Fernando

Human-Robot Teams offer the flexibility needed for partial automation in small and medium-sized enterprises (SMEs). They will thus be an integral part of Factories of the Future. Our research targets a particularly flexible teaming mode,…

机器人学 · 计算机科学 2020-04-03 Dominik Riedelbauch , Johannes Hartwig , Dominik Henrich

We introduce shape-changing swarm robots. A swarm of self-transformable robots can both individually and collectively change their configuration to display information, actuate objects, act as tangible controllers, visualize data, and…

机器人学 · 计算机科学 2019-09-10 Ryo Suzuki , Clement Zheng , Yasuaki Kakehi , Tom Yeh , Ellen Yi-Luen Do , Mark D. Gross , Daniel Leithinger

Swarm robotics utilises decentralised self-organising systems to form complex collective behaviours built from the bottom-up using individuals that have limited capabilities. Previous work has shown that simple occlusion-based strategies…

机器人学 · 计算机科学 2026-05-14 Breno Cunha Queiroz , Daniel MacRae