Abstract
In this study, a method combining full-factorial experiment and response surface methodology was developed to simultaneously optimize the density and tensile strength of SLMed-AlSi10Mg alloy for the first time, taking into account the economic benefits. Meanwhile, the effects of laser power, scanning speed and their interaction on the relative density (ρ) and tensile strength (Rm) were systematically studied. The results show that ρ is not always positively correlated with Rm. Laser power and scanning speed have a strong interaction on ρ and Rm, especially for Rm. The mathematical models of ρ and Rm constructed have high adaptability, reliability and fitting accuracy. The predicted optimal process parameters are laser power of 340 W and scanning speed of 1870 mm/s, and the corresponding experimental values of ρ and Rm are 99.34% and 328.31 MPa, respectively. Our work provides theoretical guidance and technical support for printing AlSi10Mg alloy with high quality.
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The data that support the findings of this study are available from the corresponding author, upon reasonable request.
References
J. Zhang, B. Song, Q. Wei, D. Bourell, and Y. Shi, A Review of Selective Laser Melting of Aluminum Alloys: Processing, Microstructure, Property and Developing Trends, J. Mater. Sci. Technol., 2019, 35(2), p 270–284.
J.C. Williams and E.A. Starke, Progress in Structural Materials for Aerospace Systems11 The Golden Jubilee Issue—Selected Topics in Materials Science and Engineering: Past, Present and Future, Acta Mater., 2003, 51(19), p 5775–5799.
D. Patel and A. Pandey, Powder Bed Fusion of Aluminium Alloys: A Review of Experimental Explorations—Microstructure, Mechanical Properties, and Recent Advances, Mater. Today: Proc., 2023, 82, p 168–177.
Z. Dong, M. Xu, H. Guo, X. Fei, Y. Liu, B. Gong, and G. Ju, Microstructural Evolution and Characterization of AlSi10Mg Alloy Manufactured by Selective Laser Melting, J. Mater. Res. Technol., 2022, 17, p 2343–2354.
K. Hareharen, P. Kumar, T. Panneerselvam, D. Babu, and N. Sriraman, Investigating the Effect of Laser Shock Peening on the Wear Behaviour of Selective Laser Melted 316L Stainless Steel, Opt. Laser Technol., 2023, 162, p 10931.
L. Girelli, M. Giovagnoli, M. Tocci, A. Pola, A. Fortini, M. Merlin, and G.M. La Vecchia, Evaluation of the Impact Behaviour of AlSi10Mg Alloy Produced Using Laser Additive Manufacturing, Mater. Sci. Eng. A, 2019, 748, p 38–51.
D. Svetlizky, B. Zheng, D.M. Steinberg, J.M. Schoenung, E.J. Lavernia, and N. Eliaz, The Influence of Laser Directed Energy Deposition (DED) Processing Parameters for Al5083 Studied by Central Composite Design, J. Mater. Res. Technol., 2022, 17, p 3157–3171.
N.T. Aboulkhair, N.M. Everitt, I. Ashcroft, and C. Tuck, Reducing Porosity in AlSi10Mg Parts Processed by Selective Laser Melting, Addit. Manuf., 2014, 1–4, p 77–86.
N. Read, W. Wang, K. Essa, and M.M. Attallah, Selective Laser Melting of AlSi10Mg Alloy: Process Optimisation and Mechanical Properties Development, Mater. Des., 2015, 65, p 417–424.
A.H. Maamoun, Y.F. Xue, M.A. Elbestawi, and S.C. Veldhuis, Effect of Selective Laser Melting Process Parameters on the Quality of Al Alloy Parts: Powder Characterization Density, Surface Roughness, and Dimensional Accuracy, Materials, 2018, 11(12), p 2343.
Y. Liu, C. Liu, W. Liu, Y. Ma, S. Tang, C. Liang, Q. Cai, and C. Zhang, Optimization of Parameters in Laser Powder Deposition AlSi10Mg Alloy Using Taguchi Method, Opt. Laser Technol., 2019, 111, p 470–480.
M.H. Rahimi, M. Shayganmanesh, R. Noorossana, and F. Pazhuheian, Modelling and Optimization of Laser Engraving Qualitative Characteristics of Al-SiC Composite Using Response Surface Methodology and Artificial Neural Networks, Opt. Laser Technol., 2019, 112, p 65–76.
S. Gopalakannan and T. Senthilvelan, Application of Response Surface Method on Machining of Al–SiC Nano-Composites, Measurement, 2013, 46(8), p 2705–2715.
A. Khorram, A. Davoodi Jamaloei, M. Paidar, and X. Cao, Laser Cladding of Inconel 718 with 75Cr3C2 + 25(80Ni20Cr) Powder: Statistical Modeling and Optimization, Surf. Coat. Tech., 2019, 378, p 12493.
G. Shi, L. Li, Z. Yu, R. Liu, P. Sha, Z. Xu, Y. Guo, R. Xi, J. Liu, R. Xin, L. Chen, X. Wang, and Z. Zhang, The Interaction Effect of Process Parameters on the Phase Transformation Behavior and Tensile Properties in Additive Manufacturing of Ni-rich NiTi Alloy, J. Manuf. Process., 2022, 77, p 539–550.
K. Miao, H. Zhou, Y. Gao, X. Deng, Z. Lu, and D. Li, Laser Powder-Bed-Fusion of Si3N4 Reinforced AlSi10Mg Composites: Processing, Mechanical Properties and Strengthening Mechanisms, Mater. Sci. Eng. A, 2021, 825, 141874.
R.M. Radhakrishnan, V. Ramamoorthi, and R. Srinivasan, Experimental Investigation on Powder Processing and its Flow Properties of AlSi10Mg Alloy with Niobium Carbide for Additive Manufacturing, P. I. Mech. Eng. E-J. Pro., 2021, 236(4), p 1421–1429.
E. Louvis, P. Fox, and C.J. Sutcliffe, Selective Laser Melting of Aluminium Components, J. Mater. Process. Tech., 2011, 211(2), p 275–284.
L. Wu, Z. Zhao, P. Bai, W. Zhao, Y. Li, M. Liang, H. Liao, P. Huo, and J. Li, Wear Resistance of Graphene Nano-Platelets (GNPs) Reinforced AlSi10Mg Matrix Composite Prepared by SLM, Appl. Surf. Sci., 2020, 503, p 144156.
Z. Feng, H. Tan, Y. Fang, X. Lin, and W. Huang, Selective Laser Melting of TiB2/AlSi10Mg Composite: Processability, Microstructure and Fracture Behavior, J. Mater. Process. Tech., 2022, 299, 117386.
Y. Geng, M. Zhao, X. Li, K. Huang, X. Peng, B. Zhang, X. Fang, Y. Duan, and B. Lu, Wire-Based Directed Energy Deposition of a Novel High-Performance Titanium Fiber-Reinforced Al5183 Aluminum Alloy, Addit. Manuf., 2023, 65, 103445.
H. Rao, S. Giet, K. Yang, X. Wu, and C.H.J. Davies, The Influence of Processing Parameters on Aluminium Alloy A357 Manufactured by Selective Laser Melting, Mater. Des., 2016, 109, p 334–346.
S.R. Ch, A. Raja, P. Nadig, R. Jayaganthan, and N.J. Vasa, Influence of Working Environment and Built Orientation on the Tensile Properties of Selective Laser Melted AlSi10Mg Alloy, Mater. Sci. Eng. A, 2019, 750, p 141–151.
L. Cui, Z. Peng, Y. Chang, D. He, Q. Cao, X. Guo, and Y. Zeng, Porosity, Microstructure and Mechanical Property of Welded Joints Produced by Different Laser Welding Processes in Selective Laser Melting AlSi10Mg Alloys, Opt. Laser Technol., 2022, 150, 107952.
D.D.A. Buelvas, L.P. Camargo, I.K.I. Salgado, B.L.S. Vicentin, D.F. Valezi, L.H. Dall’Antonia, C.R.T. Tarley, and E.D. Mauro, Study and Optimization of the Adsorption Process of Methylene Blue Dye in Reusable Polyaniline-Magnetite Composites, Synth. Met., 2023, 292, p 117232.
M.E. Imanian and F.R. Biglari, Modeling and prediction of surface roughness and dimensional accuracy in SLS 3D printing of PVA/CB composite using the central composite design, J. Manuf. Process., 2022, 75, p 154–169.
Y. Javid, Multi-response optimization in laser cladding process of WC powder on Inconel 718, CIRP J. Manuf. Sci. Tec., 2020, 31, p 406–417.
G. Derringer, S. Rr, Simultaneous Optimization of Several Response Variable, 12, (1980)
H. Wu, Y.J. Ren, J.Y. Ren, L.X. Liang, R.D. Li, Q.H. Fang, A.H. Cai, Q. Shan, Y.T. Tian, and I. Baker, Selective Laser Melted AlSi10Mg Alloy Under Melting Mode Transition: Microstructure Evolution, Nanomechanical Behaviors and Tensile Properties, J. Alloys Compd., 2021, 873(10), p 159823.
J. Liu and P. Wen, Metal Vaporization and its Influence During Laser Powder Bed Fusion Process, Mater. Des., 2022, 215, 110505.
H. Xie, J. Zhang, F. Li, G. Yuan, Q. Zhu, Q. Jia, H. Zhang, and S. Zhang, Selective Laser Melting of SiCp/Al Composites: Densification, Microstructure, and Mechanical and Tribological Properties, Ceram. Int., 2021, 47(21), p 30826–30837.
Y. Huang, T.G. Fleming, S.J. Clark, S. Marussi, K. Fezzaa, J. Thiyagalingam, C.L.A. Leung, and P.D. Lee, Keyhole Fluctuation and Pore Formation Mechanisms During Laser Powder Bed Fusion Additive Manufacturing, Nat. Commun., 2022, 13(1), p 1170.
Q. Guo, M. Qu, L.I. Escano, S.M.H. Hojjatzadeh, Z. Young, K. Fezzaa, and L. Chen, Revealing Melt Flow Instabilities in Laser Powder Bed Fusion Additive Manufacturing of Aluminum Alloy via In-Situ High-Speed X-ray Imaging, Int. J. Mach. Tool Manuf., 2022, 175, 103861.
J.A. Glerum, A. De Luca, M.L. Schuster, C. Kenel, C. Leinenbach, and D.C. Dunand, Effect of Oxide Dispersoids on Precipitation-Strengthened Al-1.7Zr (wt %) Alloys Produced by Laser Powder-Bed Fusion, Addit. Manuf., 2022, 56, p 102933.
S. Kou, Welding Metallurgy, second ed., John Wiley & Sons, Inc., 2003
T. Zhou, G. Shi, Q. Wu, Z. Wang, J. Che, and H. Wu, Optimization of Cutting Parameters for Cubic Boron Nitride Tool Wear in Hard Turning AISI M2, J. Mater. Eng. Perform., 2023 https://doi.org/10.1007/s11665-023-08743-2
C. Guo, S. He, H. Yue, Q. Li, and G. Hao, Prediction Modelling and Process Optimization For Forming Multi-Layer Cladding Structures with Laser Directed Energy Deposition, Opt. Laser Technol., 2021, 134, 106607.
T. Zhou, Q. Wu, Z. Wang, G. Zhao, S. Li, B. Guo, and H. Wu, Analysis of Machined Surface Topography of AISI M2 in Hard Turning Based on Box-Behnken Design, Proc. Inst. Mech. Eng. Pt. B J. Eng. Manuf., 2023, 238(1–2), p 58–71.
J. Suryawanshi, K.G. Prashanth, S. Scudino, J. Eckert, O. Prakash, and U. Ramamurty, Simultaneous Enhancements of Strength and Toughness in an Al-12Si Alloy Synthesized Using Selective Laser Melting, Acta Mater., 2016, 115, p 285–294.
Acknowledgments
Thanks to Professor Yan Shi for his suggestions on the experimental scheme and design, and the writing assistance. This work was supported by International Science and Technology Cooperation Program of Jilin Province (CN) [Grant Numbers 20220402015GH].
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Liu, J., Shi, Y. Multi-objective Optimization in Selective Laser Melting of AlSi10Mg Alloy Based on Response Surface Methodology. J. of Materi Eng and Perform (2024). https://doi.org/10.1007/s11665-024-09340-7
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DOI: https://doi.org/10.1007/s11665-024-09340-7