20.500.12556/DKUM-90719 Implementacija algoritma iL-SHADE v programskem jeziku Python Implementation of the iL-SHADE algorithm in Python programming language V diplomskem delu opišemo algoritme po vzorih iz narave in se poglobimo v delovanje diferencialne evolucije, algoritma iL-SHADE ter njegovega predhodnika L-SHADE. Algoritem iL-SHADE implementiramo v programskem jeziku Python ter s pomočjo testnih funkcij tekmovanja CEC 2014 preizkusimo njegovo delovanje. Rezultate naše implementacije in originalne implementacije uporabimo v Wilcoxonovem neparametričnem testu ter s tem pokažemo pravilnost naše implementacije. Izvedemo tudi primerjavo med našim algoritmom in algoritmom L-SHADE iz knjižnice NiaPy. Algoritem iL-SHADE vključimo v knjižnico NiaPy, katere namen je zbiranje in enostavna uporaba algoritmov po vzorih iz narave. In this thesis, we describe nature-inspired algorithms and delve into the workings of differential evolution, the iL-SHADE algorithm, and its predecessor, the L-SHADE algorithm. We implement the iL-SHADE algorithm in the Python programming language and test its performance on the benchmark functions of the CEC 2014 competition. We use the results from our implementation and the original implementation in the Wilcoxon non-parametric test and demonstrate the correctness of our implementation. We also carry out a comparison between our algorithm and the algorithm L-SHADE from the NiaPy library. The algorithm iL-SHADE is included in the NiaPy library, which is designed for the collection and easy use of nature-inspired algorithms. iL-SHADE NiaPy algoritmi po vzorih iz narave evolucijski algoritmi diferencialna evolucija iL-SHADE NiaPy nature-inspired algorithms evolutionary algorithms differential evolution true true false [G. Rubin] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2024-09-17 21:07:31 2024-12-23 08:32:35 2025-01-07 13:51:35 0000-00-00 00:00:00 2024 0 Maribor 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8.021(043.2) 221212419 UN_Rubin_Grega_2024.pdf UN_Rubin_Grega_2024.pdf 1 376FA3E4B55B56FBE4B2B1F3820808EB c302dd87b712729db8e6b7b6483b314e6a10bde3062b56325785a3723a1be679 3198bd0d-8c93-11ef-9d2c-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=186631 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0