PSI - Issue 77

Y. Bakir et al. / Procedia Structural Integrity 77 (2026) 639–648

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Y.Bakir et al./ Structural Integrity Procedia 00 (2026) 000–000

Acknowledgment This research “Using machine learning for quality control in additive manufacturing” was supported by the project CZ.02.01.01/00/23_021/0009165 “Development of digital twins of structural components with support of on-line monitoring of their operational loading and simulations in laboratory conditions” funded by the Johannes Amos Comenius Programme. The project is co-funded by the European Union. References [1] S. Bremen, W. Meiners, and A. Diatlov, “Selective Laser Melting,” Laser Technik Journal , vol. 9, no. 2, pp. 33–38, Apr. 2012, doi: 10.1002/latj.201290018. [2] Y. Bai, Y. Yang, D. Wang, and M. Zhang, “Influence mechanism of parameters process and mechanical properties evolution mechanism of maraging steel 300 by selective laser melting,” Materials Science and Engineering: A , vol. 703, pp. 116–123, Aug. 2017, doi: 10.1016/j.msea.2017.06.033. [3] S. Clijsters, T. Craeghs, S. Buls, K. Kempen, and J.-P. Kruth, “In situ quality control of the selective laser melting process using a high-speed, real-time melt pool monitoring system,” Int J Adv Manuf Technol , vol. 75, no. 5, pp. 1089–1101, Nov. 2014, doi: 10.1007/s00170-014-6214-8. [4] Y. Bakir, “Investigation of SLM process Phenomena by means of In Situ Monitoring Systems,” Master’s thesis, UNIVERSITY OF WEST BOHEMIA IN PILSEN. [Online]. Available: https://theses.cz/id/uc08wq/. [5] U. Scipioni Bertoli, A. J. Wolfer, M. J. Matthews, J.-P. R. Delplanque, and J. M. Schoenung, “On the limitations of Volumetric Energy Density as a design parameter for Selective Laser Melting,” Materials & Design , vol. 113, pp. 331–340, Jan. 2017, doi: 10.1016/j.matdes.2016.10.037. [6] X. Kan, Y. Yin, D. Yang, W. Li, and J. Sun, “Micro pool characteristics of 316L and the influence of sulfur during SLM,” Optics & Laser Technology , vol. 142, p. 107136, Oct. 2021, doi: 10.1016/j.optlastec.2021.107136. [7] T. Craeghs, S. Clijsters, E. Yasa, and J.-P. Kruth, “Online quality control of selective laser melting,” 22nd Annual International Solid Freeform Fabrication Symposium - An Additive Manufacturing Conference, SFF 2011 , Jan. 2011. [8] P. Mercelis and J. Kruth, “Residual stresses in selective laser sintering and selective laser melting,” Rapid Prototyping Journal , vol. 12, no. 5, pp. 254–265, Jan. 2006, doi: 10.1108/13552540610707013.