Open issues in evolutionary robotics

F Silva, M Duarte, L Correia, SM Oliveira… - Evolutionary …, 2016 - ieeexplore.ieee.org
One of the long-term goals in evolutionary robotics is to be able to automatically synthesize
controllers for real autonomous robots based only on a task specification. While a number of …

Review of methodologies and tasks in swarm robotics towards standardization

N Nedjah, LS Junior - Swarm and Evolutionary Computation, 2019 - Elsevier
Swarm Robotics (SR) is an extension of the study of Multi-Robot Systems that exploits
concepts of communication, coordination and collaboration among a large number of robots …

Social learning in swarm robotics

N Bredeche, N Fontbonne - … Transactions of the Royal …, 2022 - royalsocietypublishing.org
In this paper, we present an implementation of social learning for swarm robotics. We
consider social learning as a distributed online reinforcement learning method applied to a …

Combining environment-driven adaptation and task-driven optimisation in evolutionary robotics

E Haasdijk, N Bredeche, AE Eiben - PloS one, 2014 - journals.plos.org
Embodied evolutionary robotics is a sub-field of evolutionary robotics that employs
evolutionary algorithms on the robotic hardware itself, during the operational period, ie, in an …

Evolution of a functionally diverse swarm via a novel decentralised quality-diversity algorithm

E Hart, ASW Steyven, B Paechter - Proceedings of the Genetic and …, 2018 - dl.acm.org
The presence of functional diversity within a group has been demonstrated to lead to greater
robustness, higher performance and increased problem-solving ability in a broad range of …

Behavioral specialization in embodied evolutionary robotics: Why so difficult?

JM Montanier, S Carrignon, N Bredeche - Frontiers in Robotics and AI, 2016 - frontiersin.org
Embodied evolutionary robotics is an on-line distributed learning method used in collective
robotics where robots are facing open environments. This paper focuses on learning …

Repellent pheromones for effective swarm robot search in unknown environments

F Fossum, JM Montanier… - 2014 IEEE Symposium on …, 2014 - ieeexplore.ieee.org
In time-critical situations such as rescue missions, effective exploration is essential.
Exploration of such unknown environments may be achieved through the dispersion of a …

Evolving Behavior Allocations in Robot Swarms

S Hallauer, G Nitschke, E Hart - 2023 IEEE Symposium Series …, 2023 - ieeexplore.ieee.org
Behavioral diversity is known to benefit problem-solving in biological social systems such as
insect colonies and human societies, as well as in artificial distributed systems including …

Comparison of selection methods in on-line distributed evolutionary robotics

I Fernández Pérez, A Boumaza… - Artificial Life Conference …, 2014 - direct.mit.edu
In this paper, we study the impact of selection methods in the context of on-line on-board
distributed evolutionary algorithms. We propose a variant of the mEDEA algorithm in which …

Learning collaborative foraging in a swarm of robots using embodied evolution

IF Pérez, A Boumaza, F Charpillet - Artificial life conference …, 2017 - direct.mit.edu
In this paper, we study how a swarm of robots adapts over time to solve a collaborative task
using a distributed Embodied Evolutionary approach, where each robot runs an evolutionary …