20.500.12556/DKUM-77458 Analiza evolucijskega algoritma WOA magistrsko delo Analysis of the evolutionary Whale Optimization Algorithm Implementirali in analizirali smo moderni evolucijski algoritem po znanstvenem članku »The Whale Optimization Algorithm« avtorjev Seyedali Mirjalili in Andrew Lewis. Naredili smo primerjavo s podobnim algoritmom GWO istih avtorjev, opisanim v članku »Gray Wolf Optimizer«, in drugimi evolucijskimi algoritmi. Algoritem smo implementirali v programskem jeziku Java v sistemu za ocenjevanje evolucijskih algoritmov (angl. »evolutionary algorithm rating system«), znan tudi kot EARS [3]. Pri implementaciji smo se zgledovali po podani izvorni kodi avtorjev, napisani v Matlab-u [4]. Implementirali smo dva realna optimizacijska problema in algoritem na njima tudi preizkusili. Rezultate optimizacije problemov smo primerjali z rešitvami drugih algoritmov. Nenazadnje smo preverili pravilnost in točnost delovanja naše implementacije v primerjavi z izvorno kodo. In this thesis, the modern evolutionary algorithm described in Seyedali Mirjalili's and Andrew Lewis' article »The Whale Optimization Algorithm« was analysed and implemented. A detailed comparison was made with similar evolutionary algorithms, including the GWO algorithm presented by the same authors. The WOA algorithm was implemented in the Java programming language, in EARS (Evolutionary Algorithm Rating System) framework. Two real-world optimisation problems were implemented and solved with our WOA algorithm implementation. The results were compared with the results of other evolutionary algorithms. Finally, the results were compared to the authors’ Matlab source code. evolucijski algoritmi vzorci iz narave optimizacijski algoritmi optimizacija evolutionary algorithms nature-inspired patterns optimisation algorithms optimisation true true false [J. Krnc] Slovenski jezik Angleški jezik Magistrsko delo/naloga 2020-08-31 19:15:08 2020-11-02 12:24:51 2022-08-09 15:35:10 2020-11-20 03:18:50 2020 0 Maribor 0 Maribor 90 f. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8.021(043.2) 38011907 URN:SI:UM:DK:3IVLFUD1 MAG_Krnc_Janez_2020.pdf MAG_Krnc_Janez_2020.pdf 1 78757334FE77338885273A9A48B2D052 27d497187fc784756a5f0c8bd12bbe89fb30521ba5cf880ab7a14d5f1d12c342 ce74e0b7-7c11-11eb-bb7a-00155d0001ca 20.500.12556/dkum/48b58516-e0c8-419d-b79b-5c0493df7d83 https://dk.um.si/Dokument.php?lang=slv&id=145558 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0