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 …

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 …

[HTML][HTML] Automatic design of collective behaviors for robots that can display and perceive colors

D Garzón Ramos, M Birattari - Applied Sciences, 2020 - mdpi.com
Research in swarm robotics has shown that automatic design is an effective approach to
realize robot swarms. In automatic design methods, the collective behavior of a swarm is …

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 …

Automatic Design of Robot Swarms under Concurrent Design Criteria: A Study Based on Iterated F‐Race

D Garzón Ramos, F Pagnozzi, T Stützle… - Advanced Intelligent …, 2025 - Wiley Online Library
Automatic design is an appealing approach to realizing robot swarms. In this approach, a
designer specifies a mission that the swarm must perform, and an optimization algorithm …

AutoMoDe: a modular approach to the automatic off-line design and fine-tuning of control software for robot swarms

M Birattari, A Ligot, G Francesca - … design of machine learning and search …, 2021 - Springer
Although swarm robotics is widely recognized as a promising approach to coordinating
large groups of robots, a general methodology for designing collective behaviors for robot …

[PDF][PDF] Automatic modular design of robot swarms using behavior trees as a control architecture

A Ligot, J Kuckling, D Bozhinoski, M Birattari - PeerJ Computer Science, 2020 - peerj.com
We investigate the possibilities, challenges, and limitations that arise from the use of
behavior trees in the context of the automatic modular design of collective behaviors in …

Toward an empirical practice in offline fully automatic design of robot swarms

A Ligot, A Cotorruelo, E Garone… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Due to the lack of systematic empirical analyses and comparisons of ideas and methods, a
clearly established state of the art is still missing in the optimization-based design of robot …

AutoMoDe-arlequin: neural networks as behavioral modules for the automatic design of probabilistic finite-state machines

A Ligot, K Hasselmann, M Birattari - International Conference on Swarm …, 2020 - Springer
We present Arlequin, an off-line automatic design method that produces control software for
robot swarms by combining behavioral neural-network modules generated via neuro …

AutoMoDe-Cedrata: Automatic Design of Behavior Trees for Controlling a Swarm of Robots with Communication Capabilities

J Kuckling, V Van Pelt, M Birattari - SN Computer Science, 2022 - Springer
Behavior trees are a control architecture that has gained recent attention in AI and robotics.
Previous research on the use of behavior trees in swarm robotics has shown the necessity …