Behavior trees as a control architecture in the automatic modular design of robot swarms

J Kuckling, A Ligot, D Bozhinoski, M Birattari - International conference on …, 2018 - Springer
Previous research has shown that automatically combining low-level behaviors into a
probabilistic finite state machine produces control software that crosses the reality gap …

Automatic design of communication-based behaviors for robot swarms

K Hasselmann, F Robert, M Birattari - … ANTS 2018, Rome, Italy, October 29 …, 2018 - Springer
We introduce Gianduja, an automatic design method that generates communication-based
behaviors for robot swarms. Gianduja extends Chocolate, a previously published design …

[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 …

Evaluation of alternative exploration schemes in the automatic modular design of robot swarms

G Spaey, M Kegeleirs, D Garzón Ramos… - Artificial Intelligence and …, 2020 - Springer
The swarm robotics literature has shown that complex tasks can be solved by large groups
of simple robots interacting with each other and their environment. Most of these tasks …

On mimicking the effects of the reality gap with simulation-only experiments

A Ligot, M Birattari - … : 11th International Conference, ANTS 2018, Rome …, 2018 - Springer
One issue in the automatic design of control software for robot swarms is the so-called reality
gap—the difference between reality and the simulation models used in the automatic design …

Planner-guided robot swarms

M Schader, S Luke - Advances in Practical Applications of Agents, Multi …, 2020 - Springer
Robot swarms have many virtues for large-scale task execution: this includes redundancy, a
high degree of parallel task implementation, and the potential to jointly complete jobs that a …

Towards an integrated automatic design process for robot swarms

D Bozhinoski, M Birattari - Open Research Europe, 2022 - pmc.ncbi.nlm.nih.gov
Background: The specification of missions to be accomplished by a robot swarm has been
rarely discussed in the literature: designers do not follow any standardized processes or use …

Enhancing the technological maturity of robot swarms

D Bozhinoski, M Birattari - 2023 IEEE/ACM 5th International …, 2023 - ieeexplore.ieee.org
The field of swarm robotics has seen significant growth in recent years, with potential
applications in a variety of areas. This paper delves into the current research challenges in …

Imitating Swarm Behaviors by Learning Agent-Level Controllers

IM Rahman, S White, K Crockett, Y Gu… - 2023 American …, 2023 - ieeexplore.ieee.org
A main challenge in swarm robotics is the unknown map** between simple agent-level
behavior rules and emergent global behaviors. Currently, there is no known swarm control …