Search Results - "Eiben, A. E."
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A model-free method to learn multiple skills in parallel on modular robots
Published in Nature communications (25-07-2024)“…Legged robots are well-suited for deployment in unstructured environments but require a unique control scheme specific for their design. As controllers…”
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Environmental influences on evolvable robots
Published in PloS one (29-05-2020)“…The field of Evolutionary Robotics addresses the challenge of automatically designing robotic systems. Furthermore, the field can also support biological…”
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Combining environment-driven adaptation and task-driven optimisation in evolutionary robotics
Published in PloS one (05-06-2014)“…Embodied evolutionary robotics is a sub-field of evolutionary robotics that employs evolutionary algorithms on the robotic hardware itself, during the…”
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Lamarckian Evolution of Simulated Modular Robots
Published in Frontiers in robotics and AI (18-02-2019)“…We study evolutionary robot systems where not only the robot brains but also the robot bodies are evolvable. Such systems need to include a learning period…”
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Environmental Regulation Using Plasticoding for the Evolution of Robots
Published in Frontiers in robotics and AI (01-10-2020)“…Evolutionary robot systems are usually affected by the properties of the environment indirectly through selection. In this paper, we present and investigate a…”
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Parameter Control in Evolutionary Algorithms: Trends and Challenges
Published in IEEE transactions on evolutionary computation (01-04-2015)“…More than a decade after the first extensive overview on parameter control, we revisit the field and present a survey of the state-of-the-art. We briefly…”
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Parameter control in evolutionary algorithms
Published in IEEE transactions on evolutionary computation (01-07-1999)“…The issue of controlling values of various parameters of an evolutionary algorithm is one of the most important and promising areas of research in evolutionary…”
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Importance of Parameter Settings on the Benefits of Robot-to-Robot Learning in Evolutionary Robotics
Published in Frontiers in robotics and AI (04-03-2019)“…Robot-to-robot learning, a specific case of social learning in robotics, enables multiple robots to share learned skills while completing a task. The…”
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A new taxonomy of global optimization algorithms
Published in Natural computing (01-06-2022)“…Surrogate-based optimization, nature-inspired metaheuristics, and hybrid combinations have become state of the art in algorithm design for solving real-world…”
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Hu-bot: promoting the cooperation between humans and mobile robots
Published in Neural computing & applications (01-08-2023)“…This paper investigates human–robot collaboration in a novel setup: a human helps a mobile robot that can move and navigate freely in an environment…”
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Comparing Robot Controller Optimization Methods on Evolvable Morphologies
Published in Evolutionary computation (03-06-2024)“…In this paper, we compare Bayesian Optimization, Differential Evolution, and an Evolution Strategy employed as a gait-learning algorithm in modular robots. The…”
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Comparing evolutionary algorithms on binary constraint satisfaction problems
Published in IEEE transactions on evolutionary computation (01-10-2003)“…Constraint handling is not straightforward in evolutionary algorithms (EAs) since the usual search operators, mutation and recombination, are 'blind' to…”
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Real-World Robot Evolution: Why Would it (not) Work?
Published in Frontiers in robotics and AI (27-07-2021)“…This paper takes a critical look at the concept of real-world robot evolution discussing specific challenges for making it practicable. After a brief review of…”
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Evolutionary computing
Published in Information processing letters (15-04-2002)“…Evolutionary computing (EC) is an exciting development in Computer Science. It amounts to building, applying and studying algorithms based on the Darwinian…”
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15
Collective gradient perception with a flying robot swarm
Published in Swarm intelligence (01-06-2023)“…In this paper, we study the problem of collective and emergent sensing with a flying robot swarm in which social interactions among individuals lead to…”
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The Influence of Robot Traits and Evolutionary Dynamics on the Reality Gap
Published in IEEE transactions on cognitive and developmental systems (01-06-2023)“…The elephant in the room for evolutionary robotics is the reality gap. In the history of the field, several studies investigated this phenomenon on fixed robot…”
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A Process-Oriented Framework for Robot Imitation Learning in Human-Centered Interactive Tasks
Published in 2023 32nd IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) (28-08-2023)“…Human-centered interactive robot tasks (e.g., social greetings and cooperative dressing) are a type of task where humans are involved in task dynamics and…”
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Conference Proceeding -
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Shaping Imbalance into Balance: Active Robot Guidance of Human Teachers for Better Learning from Demonstrations
Published in 2023 32nd IEEE International Conference on Robot and Human Interactive Communication (RO-MAN) (28-08-2023)“…Learning from Demonstrations (LfD) transfers skills from human teachers to robots. However, data imbalance in demonstrations can bias policies towards majority…”
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Conference Proceeding -
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Heritability of morphological and behavioural traits in evolving robots
Published in Evolutionary intelligence (01-06-2024)“…In the field of evolutionary robotics, choosing the correct genetic representation is a complicated and delicate matter, especially when robots evolve…”
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Assessment of temporal predictive models for health care using a formal method
Published in Computers in biology and medicine (01-08-2017)“…Abstract Recent developments in the field of sensor devices provide new possibilities to measure a variety of health related aspects in a precise and…”
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