Recent trends in robot learning and evolution for swarm robotics

J Kuckling - Frontiers in Robotics and AI, 2023 - frontiersin.org
Swarm robotics is a promising approach to control large groups of robots. However,
designing the individual behavior of the robots so that a desired collective behavior emerges …

Automatic design of stigmergy-based behaviours for robot swarms

M Salman, D Garzón Ramos, M Birattari - Communications Engineering, 2024 - nature.com
Stigmergy is a form of indirect communication and coordination in which individuals
influence their peers by modifying the environment in various ways, including rearranging …

Automatic modular design of robot swarms based on repertoires of behaviors generated via novelty search

K Hasselmann, A Ligot, M Birattari - Swarm and Evolutionary Computation, 2023 - Elsevier
Several methods have already been proposed to automatically design control software for
robot swarms by assembling predefined modules. Yet, so far, the modules on which these …

Automode-mate: Automatic off-line design of spatially-organizing behaviors for robot swarms

FJ Mendiburu, DG Ramos, MRA Morais… - Swarm and Evolutionary …, 2022 - Elsevier
We present Mate, an automatic off-line design method specialized in the design of spatially-
organizing behaviors for robot swarms. Mate belongs to the family of modular methods …

Transferability in the automatic off-line design of robot swarms: from sim-to-real to embodiment and design-method transfer across different platforms

M Kegeleirs, DG Ramos, K Hasselmann… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
Automatic off-line design is an attractive approach to implementing robot swarms. In this
approach, a designer specifies a mission to be accomplished by the swarm, and an …

Environment induced emergence of collective behavior in evolving swarms with limited sensing

F Van Diggelen, J Luo, TA Karagüzel… - Proceedings of the …, 2022 - dl.acm.org
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 …

Leveraging multi-level modelling to automatically design behavioral arbitrators in robotic controllers

C Baumann, H Birch, A Martinoli - 2022 IEEE/RSJ International …, 2022 - ieeexplore.ieee.org
Automatic control design for robotic systems is becoming more and more popular. However,
this usually involves a significant computational cost, due to the expensive and noisy …

Learning to Optimise a Swarm of UAVs

G Duflo, G Danoy, EG Talbi, P Bouvry - Applied Sciences, 2022 - mdpi.com
The use of Unmanned Aerial Vehicles (UAVs) has shown a drastic increase in interest in the
past few years. Current applications mainly depend on single UAV operations, which face …

[PDF][PDF] Advances in the automatic modular design of control software for robot swarms: Using neuroevolution to generate modules

K Hasselmann - 2023 - researchgate.net
In swarm robotics, the design problem is one of the most pressing issues of today's research.
Robots in a swarm must be autonomous and are usually individually programmed …

Automatically designing robot swarms in environments populated by other robots: an experiment in robot shepherding

DG Ramos, M Birattari - arXiv preprint arXiv:2404.18221, 2024 - arxiv.org
Automatic design is a promising approach to realizing robot swarms. Given a mission to be
performed by the swarm, an automatic method produces the required control software for the …