A framework for modular construction and evaluation of metaheuristics

  • This paper presents MAHF, a software framework for the highly flexible construction of metaheuristics from individual components and the subsequent evaluation of these algorithms. At that, MAHF is developed specifically for the experimental analysis of the algorithmic behaviour during the optimization process with a focus on the influences of the algorithm’s components. Furthermore, uncommon and incompletely examined operators or frameworks of “novel” metaheuristics are included as well, so that their usefulness can be assessed. In the following, we will elaborate on MAHF’s structure and its general goals and application possibilities. Concerning MAHF’s component structure, we will provide examples of its usage and extension to ensure that it is reusable by others as well.

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Author:Helena StegherrORCiDGND, Leopold LuleyORCiD, Jonathan WurthORCiDGND, Michael HeiderORCiDGND, Jörg HähnerORCiDGND
Frontdoor URLhttps://opus.bibliothek.uni-augsburg.de/opus4/103452
Series (Serial Number):Reports / Technische Berichte der Fakultät für Angewandte Informatik der Universität Augsburg (2023-01)
Publisher:Institut für Informatik, Universität Augsburg
Place of publication:Augsburg
Year of first Publication:2023
Publishing Institution:Universität Augsburg
Release Date:2023/04/12
Tag:optimization; metaheuristics; evolutionary algorithms; software framework
Institutes:Fakultät für Angewandte Informatik
Fakultät für Angewandte Informatik / Institut für Informatik
Fakultät für Angewandte Informatik / Institut für Informatik / Lehrstuhl für Organic Computing
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
Licence (German):CC-BY 4.0: Creative Commons: Namensnennung (mit Print on Demand)