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 …

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 …

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 …

TreeC: a method to generate interpretable energy management systems using a metaheuristic algorithm

J Ruddick, LR Camargo, MA Putratama… - Knowledge-Based …, 2025 - Elsevier
Energy management systems (EMS) have traditionally been implemented using rule-based
control (RBC) and model predictive control (MPC) methods. However, recent research has …

Automatic modular design of behavior trees for robot swarms with communication capabilites

J Kuckling, V Van Pelt, M Birattari - International Conference on the …, 2021 - Springer
In this work, we develop a set of behavioral and conditional modules for the use with
behavior trees. We present AutoMoDe-Cedrata, an automatic modular design method that …

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 …

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 …, 2024 - 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 …

[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 …

Enhancing Autonomous Underwater Vehicle Decision Making through Intelligent Task Planning and Behavior Tree Optimization

D Yu, H Wang, X Cao, Z Wang, J Ren… - Journal of Marine Science …, 2024 - mdpi.com
The expansion of underwater scenarios and missions highlights the crucial need for
autonomous underwater vehicles (AUVs) to make informed decisions. Therefore …