On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters

Emin Cantez;İsmail Atalay;Oğuz Alper İsen;Serkan Aydın

doi:10.33793/acperpro.03.01.31

The Academic Perspective Procedia publishes Academic Platform symposiums papers as three volumes in a year. DOI number is given to all of our papers.
Publisher : Academic Perspective

Journal DOI : 10.33793/acperpro
Journal eISSN : 2667-5862

Year :2020, Volume 3, Issue 1, Pages: 127-140

25.10.2020

On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters

Emin Cantez;İsmail Atalay;Oğuz Alper İsen;Serkan Aydın

https://doi.org/10.33793/acperpro.03.01.31

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Abstract

Spot welding is one of the metal joining technologies and has an important place especially in the automotive industry. A passenger car has average 5000 spots. Destructive inspection is carried out at certain periods to check these spots. However, not all parts can be checked. In this work, welding parameters were collected and analyzed. By applying different machine learning methods, the quality of the spot welding was tried to be estimated and the results were compared.

Keywords: Data Acquisition, Quality Prediction, Manufacturing Science, Intelligent Manufacturing

References

[1] https://learnmech.com/introduction-to-spot-welding-working/

[2] http://www.sthda.com/english/wiki/regression-analysis-essentials-for-machine-learning

[3] https://scikit-learn.org/stable/user_guide.html

[4] Scikit-learn: Machine Learning in Python, Pedregosa et al., JMLR 12, pp. 2825-2830, 2011.

[5] Cassidy, A. P.; Deviney, F. A. Calculating Feature Importance in Data Streams with Concept Drift Using Online Random Forest. 2014 IEEE International Conference on Big Data (Big Data), 2014.

[6] https://docs.python.org/3/

[7] https://mosquitto.org/documentation/

Cite

@article{acperproISITES2020ID31, author={Cantez, Emin and Atalay, İsmail and İsen, Oğuz Alper and Aydın, Serkan}, title={On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters}, journal={Academic Perspective Procedia}, eissn={2667-5862}, volume={3}, year=2020, pages={127-140}}
Cantez, E. , Atalay, İ. , İsen, O. , Aydın, S.. (2020). On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters. Academic Perspective Procedia, 3 (1), 127-140. DOI: 10.33793/acperpro.03.01.31
%0 Academic Perspective Procedia (ACPERPRO) On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters% A Emin Cantez , İsmail Atalay , Oğuz Alper İsen , Serkan Aydın% T On-Line Spot Welding Quality Prediction with Analysis of Welding Parameters% D 10/25/2020% J Academic Perspective Procedia (ACPERPRO)% P 127-140% V 3% N 1% R doi: 10.33793/acperpro.03.01.31% U 10.33793/acperpro.03.01.31

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