Working on the Structural Components of Evolutionary Approaches

Alexandros Tzanetos; Jakub Kůdela

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Paper

Working on the Structural Components of Evolutionary Approaches

Topics: Behavior Analysis of Evolutionary Algorithms; Bio-inspired Metaheuristics; Evolutionary Search and Meta-heuristics ; Theory of Evolutionary Algorithms

In Proceedings of the 16th International Joint Conference on Computational Intelligence ECTA - Volume 1, 375-382, 2024 , Porto, Portugal

Authors: Alexandros Tzanetos ¹ and Jakub Kůdela ²

Affiliations: ¹ Jönköping AI Lab (JAIL), Jönköping University, Gjuterigatan 5, 553 18 Jönköping, Sweden ; ² Institute of Automation and Computer Science, Faculty of Mechanical Engineering, Brno University of Technology, Czech Republic

Keyword(s): Evolutionary Computation, Swarm Intelligence, Nature-Inspired Intelligence, Mechanisms, Operators, Modular Algorithms.

Abstract: Several researchers have turned their attention to the structural components of Evolutionary Computation-and Swarm Intelligence-oriented approaches. This direction offers various opportunities, such as developing automatic design and configuration frameworks and integrating operators and mechanisms addressing known limitations. This work lists recent operators and discusses promising mechanisms found in existing nature-inspired approaches. It also discusses how these algorithmic components can be integrated into modular frameworks and how they can be assessed and benchmarked. The work aims to emphasize the importance of the research direction about nature-inspired mechanisms and operators in the Evolutionary Computation field.

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Paper citation in several formats:

Tzanetos, A. and Kůdela, J. (2024). Working on the Structural Components of Evolutionary Approaches. In Proceedings of the 16th International Joint Conference on Computational Intelligence - ECTA; ISBN 978-989-758-721-4; ISSN 2184-3236, SciTePress, pages 375-382. DOI: 10.5220/0013083400003837

@conference{ecta24,
author={Alexandros Tzanetos and Jakub Kůdela},
title={Working on the Structural Components of Evolutionary Approaches},
booktitle={Proceedings of the 16th International Joint Conference on Computational Intelligence - ECTA},
year={2024},
pages={375-382},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013083400003837},
isbn={978-989-758-721-4},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the 16th International Joint Conference on Computational Intelligence - ECTA
TI - Working on the Structural Components of Evolutionary Approaches
SN - 978-989-758-721-4
IS - 2184-3236
AU - Tzanetos, A.
AU - Kůdela, J.
PY - 2024
SP - 375
EP - 382
DO - 10.5220/0013083400003837
PB - SciTePress