Regression Models of Technological Process Indicators for Layer-by-Layer Product Growth of a 316L Steel Powder by Coaxial Laser Melting
Authors: Miandzhi Z., Taksants M.V., Kholopov A.A., Misurov A.I. | Published: 25.05.2021 |
Published in issue: #6(735)/2021 | |
Category: Mechanical Engineering and Machine Science | Chapter: Technology and Equipment for Mechanical and Physico-Technical Processing | |
Keywords: layered growing, regression models, 316L steel, coaxial laser melting, thin-wall |
Coaxial laser melting is a method of manufacturing metal parts related to additive manufacturing processes significantly reducing the manufacturing time and cost of complex geometry parts in single and small batch production, as well as reducing material losses during machining. The typical objects of this technology are parts containing thin-walled structures. Determining coaxial laser melting regimes of such structures when grown under conditions of varying heat sink is a daunting task, and numerous papers devoted to the analysis of the influence of process parameters on the geometry of the forming clads are contradictory and do not always take into account the limited heat capacity of the thin walls. Based on the results of the experiment using the mathematical planning method, regression models for calculating the dimensions of the upper forming clads for thin-walled structures made of corrosion-resistant steel 316L were obtained. The relationship between the main parameters of the coaxial laser melting regime and the geometric characteristics of single clads has been established. A complete correlation of the experimental and calculated data was found, as well as a high accuracy in predicting the results. The analysis of regression characteristics allowed finding the optimal regimes of coaxial laser melting i.e. the maximum cross-sectional area with the minimum substrate penetration.
References
[1] Sun G.F., Shena X.T., Wang Z.D., Zhan M.J., Yao S., Zhou R., Ni Z.H. Laser metal deposition as repair technology for 316L stainless steel: influence of feeding powder compositions on microstructure and mechanical properties. Opt. Las.er Technol., 2019, vol. 109, pp. 71–83, doi: https://doi.org/10.1016/j.optlastec.2018.07.051
[2] Grigor’yants A.G., Shiganov I.N., Misyurov A.I. Tekhnologicheskie protsessy lazernoy obrabotki [Technological processes of laser treatment]. Moscow, Bauman MSTU Publ., 2006.
[3] Grigor’yants A.G., ed. Lazernye additivnye tekhnologii v mashinostroenii [Laser additive technologies in machine building]. Moscow, Bauman MSTU Publ., 2018.
[4] Saboori A., Piscopo G., Lai M., Salmi A., Biamino S. An investigation on the effect of deposition pattern on the microstructure, mechanical properties and residual stress of 316L produced by Directed Energy Deposition. Mater. Sci. Eng. A, 2020, vol. 780, art. 139179, doi: https://doi.org/10.1016/j.msea.2020.139179
[5] Wang Q., Zhang S., Zhang C., Wang J., Babar S., Chen H., Chen J. A high strength low alloy steel fabricated by direct laser deposition. Vacuum, 2019, vol. 161, pp. 225–231, doi: https://doi.org/10.1016/j.vacuum.2018.12.030
[6] Li W., Yan L., Karnati S., Liou F., Newkirk J., Brown Taminger K., Seufzer W. Ti-Fe intermetallics analysis and control in joining titanium alloy and stainless steel by Laser Metal Deposition. J. Mater. Process. Technol., 2017, vol. 242, pp. 39–48, doi: https://doi.org/10.1016/j.jmatprotec.2016.11.010
[7] Zhang C., Zhang F., Diao H., Gao M., Tang Z., Poplawsky J., Liaw P. Understanding phase stability of Al-Co-Cr-Fe-Ni high entropy alloys. Mater. Des., 2016, vol. 109, pp. 425–433, doi: https://doi.org/10.1016/j.matdes.2016.07.073
[8] Caiazzo F. Laser-aided Directed Metal Deposition of Ni-based superalloy powder. Opt. Laser Technol., 2018, vol. 103, pp. 193–198, doi: https://doi.org/10.1016/j.optlastec.2018.01.042
[9] Gan Z., Yu G., He X., Li S. Numerical simulation of thermal behavior and multicomponent mass transfer in direct laser deposition of Co-base alloy on steel. Int. J. Heat Mass Transf., 2017, vol. 104, pp. 28–38, doi: https://doi.org/10.1016/j.ijheatmasstransfer.2016.08.049
[10] Zhang Z., Kong F., Kovacevic R. Laser hot-wire cladding of Co-Cr-W metal cored wire. Opt. Lasers Eng., 2020, vol. 128, art. 105998, doi: https://doi.org/10.1016/j.optlaseng.2019.105998
[11] Azarniya A., Colera X.G., Mirzaali M.J., Sovizi S. Additive manufacturing of Ti–6Al–4V parts through laser metal deposition (LMD): process, microstructure, and mechanical properties. J. Alloys Compd., 2019, vol. 804, pp. 163–191, doi: https://doi.org/10.1016/j.jallcom.2019.04.255
[12] Grigor’yants A.G., Koshlakov V.V., Rizakhanov R.N., Misurov A.I., Funtikov V.A., Shiganov I.N. Bimetallic structure formation by method of coaxial laser fusion. Naukoemkie tekhnologii v mashinostroenii [Science Intensive Technologies in Mechanical Engineering], 2019, no. 3, pp. 32–38, doi: https://doi.org/10.30987/article_5c7434f381d6e0.50316394 (in Russ.).
[13] Gladush G.G., Smurov I.Yu. Fizicheskie osnovy lazernoy obrabotki materialov [Basic physics of laser material treatment]. Moscow, Fizmatlit Publ., 2017 (in Russ.).
[14] Zheng B., Haley J.C., Yang N., Yee J., Terrassa K.W., Zhou Y., Lavernia E.J., Schoenung J.M. On the evolution of microstructure and defect control in 316L SS components fabricated via directed energy deposition. Mater. Sci. Eng. A, 2019, vol. 764, art. 138243, doi: https://doi.org/10.1016/j.msea.2019.138243
[15] Vadayi P. Designing, construction and characterization of laboratory additive manufacturing system DMD laser-based powdered to produce three-dimensional metal parts. Isfahan university of technology, 2018.
[16] Rahman Rashid R.A., Abaspour S., Palanisamy S., Matthews N., Dargusch M.S. Metallurgical and geometrical characterisation of the 316L stainless steel clad deposited on a mild steel substrate. Surf. Coatings Technol., 2017, vol. 327, pp. 174–184, doi: https://doi.org/10.1016/j.surfcoat.2017.08.013
[17] Balit Y., Joly L.R., Szmytka F., Durbecq S., Charkaluk E., Constantinescu A. Self-heating behavior during cyclic loadings of 316L stainless steel specimens manufactured or repaired by Directed Energy Deposition. Mater. Sci. Eng. A, 2020, vol. 786, art. 139476, doi: https://doi.org/10.1016/j.msea.2020.139476
[18] Weng F., Gao S., Jiang J., Wang J., Guo P. A novel strategy to fabricate thin 316L stainless steel rods by continuous directed energy deposition in Z direction. Addit. Manuf., 2019, vol. 27, pp. 474–481, doi: https://doi.org/10.1016/j.addma.2019.03.024
[19] Grigor’yants A.G., Stavertiy A.Ya., Tret’yakov R.S. Five-axis system for the parts growing by coaxial laser melting of powder materials. Tekhnologiya mashinostroeniya, 2015, no. 10, pp. 22–28 (in Russ.).
[20] Rykov V.V., Itkin V.Yu. Matematicheskaya statistika i planirovaniye eksperimenta [Mathematical statistics and experiment planning]. Moscow, RGU nefti i gaza im. I.M. Gubkina Publ., 2009 (in Russ.).
[21] Sidnyaev N.I. Statisticheskiy analiz i teoriya planirovaniya eksperimenta [Statistical analysis and teory of experiment design]. Moscow, Bauman MSTU Publ., 2017 (in Russ.).
[22] Nazarov N.G. Izmereniya: planirovanie i obrabotka rezul’tatov [Measurements: results planninng and processing]. Moscow, Izd-vo standartov Publ., 2000.