Faculty of Mechanical Engineering, Lj. (FSLJ)
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Krmiljenje moči laserskega varjenja na osnovi konvolucijske nevronske mreže : magistrsko delo magistrskega študijskega programa II. stopnje StrojništvoBožič, AlexV magistrskem delu razvijemo krmilnik moči varilnega laserja z maksimalno močjo 400 W na osnovi slikovnih zaznaval, kjer proces varjenja sprotno ocenjujemo s pomočjo konvolucijske nevronske mreže. Na ... podlagi naučenih modelov s skupno točnostjo 94% na testnih podatkih smo sposobni oceniti vnos energije v pločevino iz nerjavečega jekla AISI 304 s skupno debelino prekrivnih pločevin 1,5 mm. Krmilnik je s pomočjo CNN-modela in PID-krmilnika zmožen krmiliti moč laserja, pri čemer je vselej poudarek na odzivnosti in stabilnosti sistema. Krmilnik se pri določenih parametrih stabilizira že v 0,46 s. S pomočjo dodatnih testov nakažemo smer nadaljnjega dela za izboljšavo in pohitritev krmilnika.Type of material - master's thesis ; adult, seriousPublication and manufacture - Ljubljana : [A. Božič], 2019Language - slovenianCOBISS.SI-ID - 16956443
Author
Božič, Alex
Other authors
Jezeršek, Matija |
Sadikov, Aleksander, 1973-
Topics
magistrske naloge |
krmilniki |
nevronske mreže |
laserska izhodna moč |
kamere |
lasersko varjenje |
controllers |
neural networks |
laser output power |
cameras |
laser welding
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MAG 0000000722 IN: 70000722 MAG 722 IN: 70000722 |
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JCR | SNIP | JCR | SNIP | JCR | SNIP | JCR | SNIP |
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Database name | Field | Year |
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Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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Božič, Alex | |
Jezeršek, Matija | 21238 |
Sadikov, Aleksander, 1973- | 20389 |
Source: Personal bibliographies
and: SICRIS
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