Development of a Prediction System for 3D Printed Part Deformation
Received: 12 August 2022 | Revised: 26 August 2022 | Accepted: 2 September 2022 | Online: 12 September 2022
Corresponding author: N. H. Tran
Abstract
The Additive Manufacturing (AM) process is applied in industrial applications. However, quality issues of the printed parts, including part distortion and cracks caused by high temperature and fast cooling, result in high residual stress. The theoretical calculation equation shows elastic behavior which is the linear behavior between strain and stress. However, in practice with the additive manufacturing process, strain and stress have nonlinear behavior. So, the prediction of the deformation of a printed part is inaccurate. The contribution of this research is the creation of an Inherent Strain (IS)-based part deformation prediction method during the Selective Laser Melting (SLM) process. To have the deformation in the design stage, we developed software for calculating the IS value and predicting the deformation. The difference between the calculated results and the experimental results is still there, so, we proposed an algorithm and developed an optimization module for the system to minimize this difference. In the final optimal printing process, the parameters are derived in order for the real printing process to have the required quality of the SLM printed part.
Keywords:
selective laser melting, predicting deformation, inherent strain, heat treatment effect zoneDownloads
References
T. Sunar and M. Cetin, "An Experimental Study on Boron Carbide Reinforced Open Cell Aluminum Foams Produced via Infiltration Technique," Engineering, Technology & Applied Science Research, vol. 8, no. 6, pp. 3640–3645, Dec. 2018. DOI: https://doi.org/10.48084/etasr.2419
D. G. Zisopol, I. Nae, A. I. Portoaca, and I. Ramadan, "A Statistical Approach of the Flexural Strength of PLA and ABS 3D Printed Parts," Engineering, Technology & Applied Science Research, vol. 12, no. 2, pp. 8248–8252, Apr. 2022. DOI: https://doi.org/10.48084/etasr.4739
D. G. Zisopol, I. Nae, A. I. Portoaca, and I. Ramadan, "A Theoretical and Experimental Research on the Influence of FDM Parameters on Tensile Strength and Hardness of Parts Made of Polylactic Acid," Engineering, Technology & Applied Science Research, vol. 11, no. 4, pp. 7458–7463, Aug. 2021. DOI: https://doi.org/10.48084/etasr.4311
D. G. Zisopol, A. I. Portoaca, I. Nae, and I. Ramadan, "A Comparative Analysis of the Mechanical Properties of Annealed PLA," Engineering, Technology & Applied Science Research, vol. 12, no. 4, pp. 8978–8981, Aug. 2022. DOI: https://doi.org/10.48084/etasr.5123
B. Schoinochoritis, D. Chantzis, and K. Salonitis, "Simulation of metallic powder bed additive manufacturing processes with the finite element method: A critical review," Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, vol. 231, no. 1, pp. 96–117, Jan. 2017. DOI: https://doi.org/10.1177/0954405414567522
E. Kundakcioglu, I. Lazoglu, and S. Rawal, "Transient thermal modeling of laser-based additive manufacturing for 3D freeform structures," The International Journal of Advanced Manufacturing Technology, vol. 85, no. 1, pp. 493–501, Jul. 2016. DOI: https://doi.org/10.1007/s00170-015-7932-2
I. Setien, M. Chiumenti, S. van der Veen, M. San Sebastian, F. Garciandía, and A. Echeverría, "Empirical methodology to determine inherent strains in additive manufacturing," Computers & Mathematics with Applications, vol. 78, no. 7, pp. 2282–2295, Oct. 2019. DOI: https://doi.org/10.1016/j.camwa.2018.05.015
M. Bugatti and Q. Semeraro, "Limitations of the inherent strain method in simulating powder bed fusion processes," Additive Manufacturing, vol. 23, pp. 329–346, Oct. 2018. DOI: https://doi.org/10.1016/j.addma.2018.05.041
X. Liang, Q. Chen, L. Cheng, Q. Yang, and A. To, "A Modified Inherent Strain Method for Fast Prediction of Residual Deformation in Additive Manufacturing of Metal Parts," in Solid Freeform Fabrication 2017: Proceedings of the 28th Annual International Solid Freeform Fabrication Symposium – An Additive Manufacturing Conference, Austin TX, USA, 2017.
X. Liang, Q. Chen, L. Cheng, D. Hayduke, and A. C. To, "Modified inherent strain method for efficient prediction of residual deformation in direct metal laser sintered components," Computational Mechanics, vol. 64, no. 6, pp. 1719–1733, Dec. 2019. DOI: https://doi.org/10.1007/s00466-019-01748-6
S. N. Ahmad et al., "FEM Simulation Procedure for Distortion and Residual Stress Analysis of Wire Arc Additive Manufacturing," IOP Conference Series: Materials Science and Engineering, vol. 834, no. 1, Dec. 2020, Art. no. 012083. DOI: https://doi.org/10.1088/1757-899X/834/1/012083
M. Schänzel, A. Ilin, and V. Ploshikhin, "New approach for fast numerical prediction of residual stress and distortion of AM parts from steels with phase transformations," in 10th International Seminar ‘Numerical Analysis of Weldability, Gratz, Austria, Sep. 2012.
Q. Chen et al., "An inherent strain based multiscale modeling framework for simulating part-scale residual deformation for direct metal laser sintering," Additive Manufacturing, vol. 28, pp. 406–418, Aug. 2019. DOI: https://doi.org/10.1016/j.addma.2019.05.021
L. Yazhi, "Research on Inherent Strain Distribution in Welded Low-Alloy Components," in 2014 Sixth International Conference on Measuring Technology and Mechatronics Automation, Jan. 2014, pp. 512–515. DOI: https://doi.org/10.1109/ICMTMA.2014.125
Č. Donik, J. Kraner, I. Paulin, and M. Godec, "Influence of the Energy Density for Selective Laser Melting on the Microstructure and Mechanical Properties of Stainless Steel," Metals, vol. 10, no. 7, Jul. 2020, Art. no. 919. DOI: https://doi.org/10.3390/met10070919
A. A. Saprykin, E. A. Ibragimov, and E. V. Babakova, "Modeling the Temperature Fields of Copper Powder Melting in the Process of Selective Laser Melting," IOP Conference Series: Materials Science and Engineering, vol. 142, Dec. 2016, Art. no. 012061. DOI: https://doi.org/10.1088/1757-899X/142/1/012061
Z. Samad, N. M. Nor, and E. R. I. Fauzi, "Thermo-Mechanical Simulation of Temperature Distribution and Prediction of Heat-Affected Zone Size in MIG Welding Process on Aluminium Alloy EN AW 6082-T6," IOP Conference Series: Materials Science and Engineering, vol. 530, no. 1, Mar. 2019, Art. no. 012016. DOI: https://doi.org/10.1088/1757-899X/530/1/012016
V. Nain, T. Engel, M. Carin, D. Boisselier, and L. Seguy, "Development of an Elongated Ellipsoid Heat Source Model to Reduce Computation Time for Directed Energy Deposition Process," Frontiers in Materials, vol. 8, 2021. DOI: https://doi.org/10.3389/fmats.2021.747389
H.-S. Park, H. S. Shin, and N.-H. Tran, "A new approach for calculating inherent strain and distortion in additive manufacturing of metal parts," The International Journal of Advanced Manufacturing Technology, vol. 121, no. 9, pp. 6507–6521, Aug. 2022. DOI: https://doi.org/10.1007/s00170-022-09766-0
T.-J. Kim, B.-S. Jang, and S.-W. Kang, "Welding deformation analysis based on improved equivalent strain method considering the effect of temperature gradients," International Journal of Naval Architecture and Ocean Engineering, vol. 7, no. 1, pp. 157–173, Jan. 2015. DOI: https://doi.org/10.1515/ijnaoe-2015-0012
A. Leicht, M. Fischer, U. Klement, L. Nyborg, and E. Hryha, "Increasing the Productivity of Laser Powder Bed Fusion for Stainless Steel 316L through Increased Layer Thickness," Journal of Materials Engineering and Performance, vol. 30, no. 1, pp. 575–584, Jan. 2021. DOI: https://doi.org/10.1007/s11665-020-05334-3
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