journal article·2024-08-08Open access

Modern Dimensional Analysis Model Laws Used to Model Additive Manufacturing Processes

Zsolt Asztalos, Ioan Száva, Maria-Luminița Scutaru, Sorin Vlase, Botond-Pál Gálfi, Száva Renáta-Ildikó, Gabriel Popa

Applied Sciences· Volume 14· Issue 16

Abstract

By means of its facilities, AM brings several advantages in comparison with the classical manufacturing technologies. Nowadays, there are a huge number of unexplored directions, which assure AM will become a very powerful manufacturing process in the next period, with an undoubted low cost and reduced material consumption, as well as optimal stiffness and competitiveness technology. Between the unexplored (or less-explored) directions, one has to mention the dimensional methods’ involvement in gaining an optimal, highly competitive final product. This means that instead of the real structural element, named the prototype, the engineers will perform high-accuracy tests on the attached reduced-scale models, whose experimental results are extended to the prototype by means of the deduced model law (ML). The authors, based on their previous theoretical research as well as experimental investigations, offer a new approach, which is less implemented in AM technologies. Based on the obtained results, these dimensional methods are very promising, especially the last one, the so-called Modern Dimensional Analysis (MDA), conceived by Thomas Szirtes and described in the following paper. Starting with the nowadays-applied dimensional methods’ critical analysis, the authors will present evidence for the advantages of MDA, especially on the polymer-based AM technology. They will prove that MDA represents a very promising, as well as easy approach, which through its implementation can offer a higher competitiveness for AM technologies. As an illustration of the advantages of MDA, the authors conceived several MDA approaches for a given structural element’s case (a cantilever beam, with an internal-ribbed structure loaded at its free end by means of a vertical concentrated load), which, through their high accuracy in experimental-validated MLs, offer very good accuracy in model–prototype correlation. The deviations between the effective measured values of the displacements on the prototypes and those predicted, based on the values of the measurements on the models assigned to the prototypes by the validated MLs, were 1.06, 1.60, and 2.35%, respectively. In the authors’ opinion, MDA can represent a starting point for conceiving a highly competitive product with an optimal filling, as well as the deposition of layers using AM technologies. Based on the authors’ best knowledge, up to this moment, it seems that this engineering area does not fully apply the advantages of MDA, only in few limited cases, analyzed in the following.
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Research context

OpenAlex topics: Additive Manufacturing and 3D Printing Technologies · Manufacturing Process and Optimization · Additive Manufacturing Materials and Processes

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Mechanical Engineering, Transylvania University of Brasov, B-dul Eroilor 29, 500036 Brasov, Romania

Technical Sciences Academy of Romania, B-dul Dacia 26, 030167 Bucharest, Romania

Funding

Transilvania University of Brașov

References (100+)

Show source-provided references
1. Anderson, D.M. (2004). Design for Manufacturability & Concurrent Engineering: How to Design for Low Cost, Design in High Quality, Design for Lean Manufacture, and Design Quickly for Fast Production, CIM Press.
2. Aw, J., Parikh, N., Zhang, X., Moore, J., Geubelle, P., and Sottos, N. (April, January 31). Additive manufacturing of thermosetting polymers using frontal polymerization. Abstracts of Papers of the American Chemical Society. Proceedings of the 257th National Meeting of the American-Chemical-Society (ACS), Orlando, FL, USA.
3. Boyard, N., Rivette, M., Christmann, O., and Richir, S. (2013). A design methodology for parts using additive manufacturing. High Value Manufacturing: Advanced Research in Virtual and Rapid Prototyping: Proceedings of the 6th International Conference on Advanced Research in Virtual and Rapid Prototyping, Leiria, Portugal, 1–5 October 2013, CRC Press.10.1201/b15961-74 ↗
4. Butt, J., and Bhaskar, R. (2020). Investigating the Effects of Annealing on the Mechanical Properties of FFF-Printed Thermoplastics. J. Manuf. Mater. Process., 4.10.3390/jmmp4020038 ↗
5. Dinar, M., and Rosen, D.W. (2016, January 21–24). A Design for Additive Manufacturing Ontology. Proceedings of the ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Charlotte, NC, USA.10.1115/DETC2016-60196 ↗
6. X-ray microcomputed tomography in additive manufacturing: A review of the current technology and applications10.1089/3dp.2018.0060 ↗
7. Gibson, I., Rosen, D.W., and Stucker, B. (2010). Additive Manufacturing Technologies, Springer.10.1007/978-1-4419-1120-9 ↗
8. Hatchuel, A., and Weil, B. (2003, January 19–21). A new approach of innovative Design: An introduction to CK theory. Proceedings of the ICED 03, the 14th International Conference on Engineering Design, Stockholm, Sweden.
9. A functional basis for engineering design: Reconciling and evolving previous efforts10.1007/s00163-001-0008-3 ↗
10. An Overview on Additive Manufacturing of Polymers10.1007/s11837-017-2730-y ↗
11. Bai, L., Gong, C., Chen, X., Sun, Y., Zhang, J., Cai, L., Zhu, S., and Xie, S.Q. (2019). Additive Manufacturing of Customized Metallic Orthopaedic Implants: Materials, Structures, and Surface Modifications. Metals, 9.10.3390/met9091004 ↗
12. Liquefier Dynamics in Fused Deposition10.1115/1.1688377 ↗
13. New trajectories in Electron Beam Melting manufacturing to reduce curling effect10.1016/j.procir.2014.02.038 ↗
14. 3D Printing Using Powder Melt Extrusion
15. Investigation into the effect of process parameters on microstructural and physical properties of 316l stainless steel parts by selective laser melting10.1007/s00170-014-6297-2 ↗
16. Dimensional Analysis of 3D-Printed Acetabular Cups for Hip Arthroplasty Using X-Ray Microcomputed Tomography10.1108/RPJ-06-2019-0175 ↗
17. Effects of process parameters on porosity in laser powder bed fusion revealed by X-ray tomography
18. Analysis and possible estimation of keyhole depths evolution, using laser operating parameters and material properties10.2351/1.5040624 ↗
19. Modelling of additive manufacturing processes for metals: Challenges and opportunities10.1016/j.cossms.2016.12.001 ↗
20. Universal scaling laws of keyhole stability and porosity in 3D printing of metals10.1038/s41467-021-22704-0 ↗
21. Multilayer feed-forward networks are universal approximators10.1016/0893-6080(89)90020-8 ↗
22. Correlation between porosity and processing parameters in tial6v4 produced by selective laser melting10.1016/j.matdes.2016.05.070 ↗
23. Krutis, V., Novosad, P., Zadera, A., and Kana, V. (2022). Requirements for Hybrid Technology Enabling the Production of High-Precision Thin-Wall Castings. Materials, 15.10.3390/ma15113805 ↗
24. Influence of laser processing parameters on porosity in inconel 718 during additive manufacturing10.1007/s00170-019-03655-9 ↗
25. Influence of Double Aging Heat Treatment on Phase Transformation and Dimensional Accuracy of Inconel 718 Alloy made Through Laser-Based Additive Manufacturing10.1007/s12666-021-02374-8 ↗
26. Effect of process parameters on the microstructure, tensile strength and productivity of 316l parts produced by laser powder bed fusion10.1016/j.matchar.2019.110016 ↗
27. Keyhole dynamics and morphology visualized by insitu X-ray imaging in laser melting of austenitic stainless steel10.1016/j.jmatprotec.2020.116673 ↗
28. Mondal, S., Gwynn, D., Ray, A., and Basak, A. (2020). Investigation of Melt pool Geometry Control in Additive Manufacturing Using Hybrid Modelling. Metals, 10.10.3390/met10050683 ↗
29. A Study of Melt Flow Analysis of an ABS-Iron Composite in Fused Deposition Modelling Process10.1016/S1007-0214(09)70063-X ↗
30. Okoth, G.H., Ndeda, R., Raghupatruni, P., and Olakanmi, E.O. (2022, January 5–6). Simulation and Topology Optimization of a Vehicle Door Hinge for Additive Manufacturing. Proceedings of the 2022 Sustainable Research and Innovation Conference, Juja, Kenya.
31. Polymer composites: Additive manufacturing of composites10.1002/pc.26631 ↗
32. Polymers for Additive Manufacturing: Present and Future along with their future properties and process requirements
33. Beitz, W., Pahl, G., and Grote, K. (2013). Engineering Design: A Systematic Approach, Springer Science & Business Media.
34. A review on additive manufacturing of polymer-fibre composites10.1016/j.compstruct.2017.08.088 ↗
35. Polymer-based filament feedstock for additive manufacturing10.1016/j.compscitech.2021.108876 ↗
36. Dimensional analysis of structural response in complex biological structures10.1016/j.matcom.2019.12.001 ↗
37. Paynter, H.M. (1961). Analysis and Design of Engineering Systems, MIT Press.
38. A Comparison of Rapid Prototyping Technologies10.1016/S0890-6955(97)00137-5 ↗
39. A new global approach to design for additive manufacturing10.1080/17452759.2012.679499 ↗
40. A novel methodology of design for Additive Manufacturing applied to Additive Laser Manufacturing process10.1016/j.rcim.2013.12.001 ↗
41. Topology optimization for fused deposition modelling process
42. Influence of processing and microstructure on the local and bulk thermal conductivity of selective laser melted 316l stainless steel
43. Sing, S.L., and Yeong, W.Y. (2021). Process-Structure-Properties in Polymer Additive Manufacturing. Polymers, 13.10.3390/polym13071098 ↗
44. Sing, S.L., and Yeong, W.Y. (2022). Recent Progress in Research of Additive Manufacturing for Polymers. Polymers, 14.10.3390/polym14112267 ↗
45. New Polymer Applications in Additive Manufacturing
46. Effect of processing conditions on the bonding quality of FDM polymer filaments10.1108/13552540810862028 ↗
47. Mechanical Properties of 3D Printed Polylactic Acid Product for Various Infill Design Parameters, International Conference on Science and Technology 201910.1088/1742-6596/1569/4/042010 ↗
48. Recent Progress on Polymer Materials for Additive Manufacturing10.1002/adfm.202003062 ↗
49. A Review of Additive Manufacturing Technology and Its Application to Foundry in China10.1007/s41230-021-1003-0 ↗
50. Design for Additive Manufacturing: Trends, opportunities, considerations, and constraints10.1016/j.cirp.2016.05.004 ↗
51. Tomiyama, T. (1980). General Design Theory and Its Application to Design Process, University of Tokyo.
52. Tounsi, R., and Vignat, F. (, January April). New concept of support structures in Electron Beam Melting manufacturing to reduce geometric defects. Proceedings of the 15e Colloque National AIP-Priméca, La Plagne, France.
53. Tura, A.D., Lemu, H.G., and Mamo, H.B. (2022). Experimental Investigation and Prediction of Mechanical Properties in a Fused Deposition Modelling Process. Crystals, 12.10.3390/cryst12060844 ↗
54. Designing for Additive Manufacturing10.1016/j.procir.2012.07.108 ↗
55. Evaluations of cellular lattice structures manufactured using selective laser melting10.1016/j.ijmachtools.2012.06.002 ↗
56. Crashworthiness investigation of conical tubes using dimensional analysis method10.1080/13588265.2022.2123182 ↗
57. Additive manufacturing-enabled design theory and methodology: A critical review10.1007/s00170-015-6994-5 ↗
58. A review on additive manufacturing of polymers composites. Materials today-proceedings
59. Yardmci, A. (1999). Process Analysis and Development for Fused Deposition. [Ph.D. Thesis, University of Illinois at Chicago].
60. Thermoplastic elastomer infill pattern impact on mechanical properties 3D printed customized orthotic insol
61. The feasibility study on fabrication customized orthotic insole using fused deposition modelling (FDM) Conference Paper10.1063/1.4981142 ↗
62. Energy coupling mechanisms and scaling behaviour associated with laser powder bed fusion additive manufacturing10.1002/adem.201900185 ↗
63. Critical instability at moving keyhole tip generates porosity in laser melting10.1126/science.abd1587 ↗
64. Walia, K., Khan, A., and Breedon, P. (2021). Polymer-Based Additive Manufacturing: Process Optimisation for Low-Cost Industrial Robotics Manufacture. Polymers, 13.10.3390/polym13162809 ↗
65. Dimensionless analysis on selective laser melting to predict porosity and track morphology10.1016/j.jmatprotec.2019.05.019 ↗
66. Recent developments in polymers/polymer nano-composites for additive Manufacturing10.1016/j.pmatsci.2020.100638 ↗
67. ASTM International (2020). WK 38342: New Guide for Design for Additive Manufacturing, ASTM International.
68. (2024, August 07). Available online: https://wohlersassociates.com/state-of-the-industry-reports.html.
69. (2024, August 07). Available online: https://www.solidworks.com/product/3dexperience-solidworks.
70. (2024, August 07). Available online: https://www.manufacturingtomorrow.com.
71. Westine, P.S., Dodge, F.T., and Baker, W.E. (1991). Similarity Methods in Engineering Dynamics, Elsevier.
72. Barenblatt, G.I. (1996). Scaling, Self-Similarity, and Intermediate Asymptotics, Cambridge University Press.10.1017/CBO9781107050242 ↗
73. Elastic moduli for a rectangular fibers array arrangement in a two phases composite
74. Consolidation of Basics of Dimensional Analysis10.1061/(ASCE)0733-9399(1984)110:9(1357) ↗
75. Qualitative Physics using Dimensional Analysis10.1016/0004-3702(90)90038-2 ↗
76. Bridgman, P.W. (1969). Dimensional Analysis, Encyclopaedia Britannica.
77. Dimensional analysis revisited10.1243/0954406011524748 ↗
78. On Physically Similar Systems: Illustrations of the use of dimensional equations10.1103/PhysRev.4.345 ↗
79. Calvetti, D., and Somersalo, E. (2015). Dimensional analysis and scaling. The Princeton Companion to Applied Mathematics, Princeton University Press.
80. Is dimensional analysis the best we have to offer?10.1021/ed070p40 ↗
81. Dimensional Analysis10.1016/S0065-2539(08)60559-4 ↗
82. Some New Results in Dimensional Analysis10.1007/BF00247739 ↗
83. Chen, T., and Xgboost, C.G. (2016, January 13–17). A scalable tree boosting system. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, San Francisco, CA, USA.10.1145/2939672.2939785 ↗
84. Algebraic Theory of Dimensional Analysis10.1016/0016-0032(71)90161-X ↗
85. Constantine, P.G., del Rosario, Z., and Iaccarino, G. (2017). Data-driven dimensional analysis: Algorithms for unique and relevant dimensionless groups. arXiv.
86. Constantine, P.G., del Rosario, Z., and Iaccarino, G. (2016). Many physical laws are ridge functions. arXiv.
87. Concepts and Software for Dimensional Analysis in Modelling10.1109/TSMC.1984.6313242 ↗
88. Dijkshoorn, A., Schouten, M., Stramigioli, S., and Krijnen, G. (2021). Modelling of Anisotropic Electrical Conduction in Layered Structures 3D-Printed with Fused Deposition Modelling. Sensors, 21.10.3390/s21113710 ↗
89. Additive manufacturing of polymer composites: Processing and modelling Approaches10.1016/j.compositesb.2019.04.029 ↗
90. Fourier, J. (1822). Theorie Analytique de la Chaleur, Firmin Didot. (In French).
91. Dimensional Analysis10.1088/0305-4470/13/1/010 ↗
92. Practical method of dimensional analysis
93. Karnopp, D.C., Margolis, D.L., and Rosenberg, R.C. (2012). System Dynamics: Modelling, Simulation, and Control of Mechatronic Systems, John Wiley & Sons.10.1002/9781118152812 ↗
94. The Fine Art of Modelling, SPAR
95. Szirtes, T. (1998). Applied Dimensional Analysis and Modelling, McGraw-Hill.
96. Kline, S.J. (2012). Similitude and Approximation Theory, Springer Science & Business Media.
97. Kunes, J. (2012). Dimensionless Physical Quantities in Science and Engineering, Elsevier.
98. Small-Scale Modelling of Flexible Barriers. I: Mechanical Similitude of the Structure10.1061/JHEND8.HYENG-13070 ↗
99. Langhaar, H.L. (1951). Dimensional Analysis and Theory of Models, John Wiley & Sons Ltd.
100. A dimensionless analysis to select directed energy deposition process parameters for proper clad formation10.1007/s00170-022-10393-y ↗