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Prethodno priopćenje
https://doi.org/10.17559/TV-20180305095253

Application of SVM Models for Classification of Welded Joints

Dejan Marić   ORCID icon orcid.org/0000-0002-0142-1750 ; Mechanical Engineering Faculty in Slavonski Brod, Josip Juraj Strossmayer University of Osijek, Trg Ivane Brlić Mažuranić 2, HR-35000 Slavonski Brod, Republic of Croatia
Miroslav Duspara   ORCID icon orcid.org/0000-0003-4249-9279 ; Mechanical Engineering Faculty in Slavonski Brod, Josip Juraj Strossmayer University of Osijek, Trg Ivane Brlić Mažuranić 2, HR-35000 Slavonski Brod, Republic of Croatia
Tomislav Šolić ; Mechanical Engineering Faculty in Slavonski Brod, Josip Juraj Strossmayer University of Osijek, Trg Ivane Brlić Mažuranić 2, HR-35000 Slavonski Brod, Republic of Croatia
Ivan Samardžić ; Mechanical Engineering Faculty in Slavonski Brod, Josip Juraj Strossmayer University of Osijek, Trg Ivane Brlić Mažuranić 2, HR-35000 Slavonski Brod, Republic of Croatia

Puni tekst: engleski, pdf (1 MB) str. 533-538 preuzimanja: 377* citiraj
APA 6th Edition
Marić, D., Duspara, M., Šolić, T. i Samardžić, I. (2019). Application of SVM Models for Classification of Welded Joints. Tehnički vjesnik, 26 (2), 533-538. https://doi.org/10.17559/TV-20180305095253
MLA 8th Edition
Marić, Dejan, et al. "Application of SVM Models for Classification of Welded Joints." Tehnički vjesnik, vol. 26, br. 2, 2019, str. 533-538. https://doi.org/10.17559/TV-20180305095253. Citirano 23.04.2021.
Chicago 17th Edition
Marić, Dejan, Miroslav Duspara, Tomislav Šolić i Ivan Samardžić. "Application of SVM Models for Classification of Welded Joints." Tehnički vjesnik 26, br. 2 (2019): 533-538. https://doi.org/10.17559/TV-20180305095253
Harvard
Marić, D., et al. (2019). 'Application of SVM Models for Classification of Welded Joints', Tehnički vjesnik, 26(2), str. 533-538. https://doi.org/10.17559/TV-20180305095253
Vancouver
Marić D, Duspara M, Šolić T, Samardžić I. Application of SVM Models for Classification of Welded Joints. Tehnički vjesnik [Internet]. 2019 [pristupljeno 23.04.2021.];26(2):533-538. https://doi.org/10.17559/TV-20180305095253
IEEE
D. Marić, M. Duspara, T. Šolić i I. Samardžić, "Application of SVM Models for Classification of Welded Joints", Tehnički vjesnik, vol.26, br. 2, str. 533-538, 2019. [Online]. https://doi.org/10.17559/TV-20180305095253

Sažetak
Classification algorithm based on the support vector method (SVM) was used in this paper to classify welded joints in two categories, one being good (+1) and the other bad (−1) welded joints. The main aim was to classify welded joints by using recorded sound signals obtained within the MAG welding process, to apply appropriate preprocessing methods (filtering, processing) and then to analyze them by the SVM. This paper proves that machine learning, in this specific case of the support vector methods (SVM) with appropriate input conditions, can be efficiently applied in assessment, i.e. in classification of welded joints, as in this case, in two categories. The basic mathematical structure of the machine learning algorithm is presented by means of the support vector method.

Ključne riječi
Classification; Machine learning; Sound signal; SVM model; Welding

Hrčak ID: 219547

URI
https://hrcak.srce.hr/219547

Posjeta: 614 *