20.500.12556/DKUM-48363 Uporaba metod mehkega računanja v proizvodnih sistemih Application of soft computing techniques in manufacturing system V diplomskem delu smo raziskali in nazorno predstavili metode mehkega računanja in njihove prednosti. Pri tem smo se osredotočili na nevronske mreže, mehko logiko, evolucijsko računanje in skupinsko inteligenco. Vsako metodo smo raziskali in predstavili po naslednjem ključu: zgled v naravi, uporabnost v industriji, oblikovanje metode in njeni sestavni deli ter predstavitev delovanja metod. Nato smo na podlagi strokovne in znanstvene literature naredili primerjavo omenjenih metod. Z diplomskim delom smo potrdili, da so metode mehkega računanja koristna orodja za reševanje optimizacijskih problemov ter so uporabne pri kompleksnih NP problemih. In this Diploma thesis we discuss the benefits of soft computing to modern manufacturing processes. The focus has been put on neural networks, evolutionary algorithms, swarm intelligence and fuzzy logic. The explanation of each method consists of a comparison with the natural occurrence, the application of the method and its structure; it is illustrated by a simplified model/example of its application. Based on literature we are presenting a comparison between soft computing and conventional methods. Diploma thesis proves that soft computing is a useful tool for optimization and it can produce good results in resolving NP hard problems, mehko računanje umetna inteligenca nevronske mreže genetski algoritmi skupinska inteligenca mehka logika algoritem kolonije mravelj inteligenca roja delcev. soft computing artificial intelligence neural networks genetic algorithms swarm intelligence fuzzy logic ant colony algorithm particle swarm optimisation true true false [J. Šafner] Slovenski jezik Angleški jezik Diplomsko delo 2015-06-13 14:03:02 2015-07-02 11:30:25 2022-05-25 03:06:51 2021-05-06 03:22:32 2015 0 Maribor 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.89(043.2) 18883094 URN:SI:UM:DK:3SPR7ZLN UN_Safner_Jure_2015.pdf UN_Safner_Jure_2015.pdf 1 2CE8E273D046D1A420760DB37EFDA8EE 69ea4d94383620f58c86038c2dd24db190ac092b25724328440a0f66ee6385f0 8ee45ba7-7c07-11eb-bb7a-00155d0001ca https://dk.um.si/Dokument.php?lang=slv&id=78322 Fakulteta za strojništvo 0 0 0