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Analiza obratovalnih parametrov ležaja sesalne enote z metodami strojnega učenja : doktorsko delo
Benedik, Blaž
Jedro doktorske naloge je empirično modeliranje dobe trajanja ležanja sesalne enote. Glavne vplive na dobo trajanja smo razložili s statistično prepoznanimi vplivi širšega nabora domnevnih vplivov. ...Postavljeni napovedni model ocenjuje dobo trajanja ležaja za 50 odstotno verjetnost odpovedi L [sub] 50. Le-to določajo temperatura ležaja, hitrostni faktor, ekvivalentna obremenitev, količina masti, vrsta oljne osnove, vrsta ležajne kletke, vrsta tesnila, tolerančni razred in položaj ležaja v sesalni enoti. Nabor empiričnih podatkov je sprva predstavljalo 4672 populacij z 38.000 sesalnimi enotami. Stroge filtrirne zahteve so rezultirale v končnem seznamu 170-ih populacij za izgradnjo Weibullovo bazo predstavljajo doprinos k znanosti na področju napredovanja dobe trajanja ležaja.
Type of material - dissertation
; adult, serious
Publication and manufacture - Ljubljana : [B. Benedik], 2018
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