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Exploration and exploitation analysis for the sonar inspired optimization algorithm
Department of Financial and Management Engineering, Management and Decision Engineering Laboratory, University of the Aegean, 41 Kountouriotou Str, Chios, Greece.ORCID iD: 0000-0002-1319-513X
2021 (English)In: Annals of Mathematics and Artificial Intelligence, ISSN 1012-2443, E-ISSN 1573-7470, Vol. 89, no 8-9, p. 857-874Article in journal (Refereed) Published
Abstract [en]

In the recent years, extensive discussion takes place in literature, on the effectiveness of meta-heuristics, and especially Nature Inspired Algorithms. Usually, authors state that such an approach should embody a well-balanced exploration and exploitation strategy. Sonar Inspired Optimization (SIO) is a recently presented algorithm, which counts already a number of successful real-world applications. Its novel mechanisms provide this equilibrium between exploration and exploitation, as it has been stated in previous studies. In this work, authors prove that this equilibrium exists and also, it is one of the main reasons behind the high quality performance of SIO.

Place, publisher, year, edition, pages
Springer, 2021. Vol. 89, no 8-9, p. 857-874
Keywords [en]
Exploitation, Exploration, Nature-Inspired Algorithms, Sonar Inspired Optimization
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:hj:diva-63830DOI: 10.1007/s10472-021-09755-1ISI: 000678070800001Scopus ID: 2-s2.0-85111090345OAI: oai:DiVA.org:hj-63830DiVA, id: diva2:1846178
Available from: 2024-03-21 Created: 2024-03-21 Last updated: 2024-03-21Bibliographically approved

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Tzanetos, Alexandros

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