Assessing printability maps in additive manufacturing of metal alloys
Source abstract
Abstract
Abstract We propose a methodology for predicting the printability of an alloy, subject to laser powder bed fusion additive manufacturing. Regions in the process space associated with keyhole formation, balling, and lack of fusion are assumed to be strong functions of the geometry of the melt pool, which in turn is calculated for various combinations of laser power and scan speed via a Finite Element thermal model that incorporates a novel vaporization-based transition from surface to volumetric heating upon keyhole formation. Process maps established from the Finite Element simulations agree with experiments for a Ni-5wt.%Nb alloy and an equiatomic CoCrFeMnNi High Entropy Alloy and suggest a strong effect of chemistry on alloy printability. The printability maps resulting from the use of the simpler Eagar-Tsai model, on the other hand, are found to be in disagreement with experiments due to the oversimplification of this approach. Uncertainties in the printability maps were quantified via Monte Carlo sampling of a multivariate Gaussian Processes surrogate model trained on simulation outputs. The printability maps generated with the proposed method can be used in the selection—and potentially the design—of alloys best suited for Additive Manufacturing.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Additive Manufacturing Materials and Processes · Additive Manufacturing and 3D Printing Technologies · Welding Techniques and Residual Stresses
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (60)
Show source-provided references
1. Overview of materials qualification needs for metal additive manufacturing
2. The Additive Manufacturing (AM) of titanium alloys10.1016/j.mprp.2016.12.062 ↗
3. Additive manufacturing of Ti–6Al–4V components by shaped metal deposition: microstructure and mechanical properties10.1016/j.matdes.2009.11.032 ↗
4. Microstructure and mechanical properties of hybrid fabricated Ti–6.5 Al–3.5 Mo–1.5 Zr–0.3 Si titanium alloy by laser additive manufacturing10.1016/j.msea.2014.04.019 ↗
5. Laser aided direct metal deposition of inconel 625 superalloy: microstructural evolution and thermal stability10.1016/j.msea.2009.01.009 ↗
6. Microstructure and tensile properties of superalloy IN100 fabricated by micro-laser aided additive manufacturing10.1016/j.matdes.2014.04.020 ↗
7. Thermal effects on microstructural heterogeneity of Inconel 718 materials fabricated by electron beam melting10.1557/jmr.2014.140 ↗
8. Effects of processing parameters on tensile properties of selective laser melted 304 stainless steel10.1016/j.matdes.2013.03.056 ↗
9. Study of mechanical properties of aisi 316 stainless steel processed by ”selective laser melting”, following different manufacturing strategies10.1007/s00170-010-2631-5 ↗
10. On the printability and transformation behavior of nickel-titanium shape memory alloys fabricated using laser powder-bed fusion additive manufacturing10.1016/j.jmapro.2018.08.037 ↗
11. Tensile actuation response of additively manufactured nickel-titanium shape memory alloys10.1016/j.scriptamat.2017.11.013 ↗
12. A sensory material approach for reducing variability in additively manufactured metal parts10.1038/s41598-017-03499-x ↗
13. Spatial control of functional response in 4d-printed active metallic structures10.1038/srep46707 ↗
14. Metal additive manufacturing: a review of mechanical properties10.1146/annurev-matsci-070115-032024 ↗
15. Uncertainty propagation analysis of computational models in laser powder bed fusion additive manufacturing using polynomial chaos expansions
16. Density of additively-manufactured, 316l SS parts using laser powder-bed fusion at powers up to 400 W10.1007/s00170-014-5954-9 ↗
17. Single track formation in selective laser melting of metal powders10.1016/j.jmatprotec.2010.05.010 ↗
18. Hierarchical design principles of selective laser melting for high quality metallic objects
19. Factor analysis of selective laser melting process parameters and geometrical characteristics of synthesized single tracks10.1108/13552541211218117 ↗
20. A review on process monitoring and control in metal-based additive manufacturing
21. Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing10.1016/j.matdes.2016.01.099 ↗
22. Design of an optical system for the in situ process monitoring of selective laser melting (slm)10.1016/j.phpro.2011.03.085 ↗
23. In situ absorptivity measurements of metallic powders during laser powder-bed fusion additive manufacturing10.1016/j.apmt.2017.08.006 ↗
24. Cola · 2018 · 29
25. Using machine learning to identify in-situ melt pool signatures indicative of flaw formation in a laser powder bed fusion additive manufacturing process
26. Effect of real-time cooling rate on microstructure in laser additive manufacturing10.1016/j.jmatprotec.2016.01.017 ↗
27. Thermographic microstructure monitoring in electron beam additive manufacturing10.1038/srep43554 ↗
28. Feasibility study of using acoustic signals for online monitoring of the depth of weld in the laser welding of high-strength steels10.1243/09544054JEM1320 ↗
29. Selective laser sintering (melting) of stainless and tool steel powders: experiments and modelling10.1243/095440505X8109 ↗
30. Effect of minor alloying elements on crack-formation characteristics of Hastelloy-X manufactured by selective laser melting10.1016/j.addma.2017.05.006 ↗
31. Reduction of micro-cracking in nickel superalloys processed by Selective Laser Melting: a fundamental alloy design approach10.1016/j.actamat.2015.04.035 ↗
32. 3D printing of high-strength aluminium alloys10.1038/nature23894 ↗
33. Gockel · 2013 · 12
34. Printability of alloys for additive manufacturing10.1038/srep19717 ↗
35. Processing window and evaporation phenomena for Ti-6Al-4V produced by selective electron beam melting10.1016/j.actamat.2014.05.037 ↗
36. Mapping and modelling single scan track formation in direct metal selective laser melting10.1016/S0007-8506(07)60676-3 ↗
37. Additive manufacturing of metallic components–process, structure and properties10.1016/j.pmatsci.2017.10.001 ↗
38. Diagrams for laser materials processing10.1016/0956-7151(92)90097-X ↗
39. Taguchi on robust technology development: bringing quality engineering upstream10.1115/1.2905506 ↗
40. Choi · 2005
41. Quality utility-A compromise programming approach to robust design
42. Robust design optimization of structures through consideration of variation10.1016/S0045-7949(02)00160-8 ↗
43. Multivariate calibration and experimental validation of a 3d finite element thermal model for laser powder bed fusion metal additive manufacturing10.1007/s40192-018-0113-z ↗
44. Chandrasekhar · 2013
45. Mesoscopic simulation of selective beam melting processes10.1016/j.jmatprotec.2010.12.016 ↗
46. Noble · 2017
47. Discrete element modeling of particle-based additive manufacturing processes10.1016/j.cma.2016.02.023 ↗
48. Temperature fields produced by traveling distributed heat sources
49. Nguyen · 1999 · vol. 78 · 265
50. Metal vaporization from weld pools10.1007/BF02657376 ↗
51. Vapour pressure equations for the metallic elements: 298-2500k10.1179/cmq.1984.23.3.309 ↗
52. Numerical and experimental analysis of heat distribution in the laser powder bed fusion of Ti-6Al-4V
53. Smithells · 2004
54. Insights into the phase diagram of the CrMnFeCoNi high entropy alloy10.1016/j.actamat.2015.01.068 ↗
55. NIST JANAF themochemical tables
56. Heat transfer model and finite element formulation for simulation of selective laser melting10.1007/s00466-017-1496-y ↗
57. ooDACE toolbox: a flexible object-oriented Kriging implementation
58. Optimization of laser powder bed fusion processing using a combination of melt pool modeling and design of experiment approaches: density control10.3390/jmmp3010021 ↗
59. Unravelling the materials genome: symmetry relationships in alloy properties10.1016/j.jallcom.2013.02.148 ↗
60. Iida · 2015 · vol. 1