journal article·2023-07-30Open access

Operational Performance and Energy Efficiency of MEX 3D Printing with Polyamide 6 (PA6): Multi-Objective Optimization of Seven Control Settings Supported by L27 Robust Design

Constantine David, Dimitrios Sagris, Markos Petousis, Nektarios K. Nasikas, Amalia Moutsopoulou, Evangelos Sfakiotakis, Nikolaos Mountakis, Chrysa Charou, Nectarios Vidakis

Applied Sciences· Volume 13· Issue 15

Abstract

Both energy efficiency and robustness are popular demands for 3D-printed components nowadays. These opposing factors require compromises. This study examines the effects of seven general control variables on the energy demands and the compressive responses of polyamide (PA6) material extrusion (MEX) 3D printed samples. Nozzle Temperature, Layer Thickness, Orientation Angle, Raster Deposition Angle, Printing Speed, Bed Temperature, and Infill Density were studied. An L27 orthogonal array was compiled with five replicas. A total of 135 trials were conducted, following the ASTM D695-02a specifications. The stopwatch method was used to assess the construction time and energy usage. The compressive strength, toughness, and elasticity modulus were experimentally determined. The Taguchi technique ranks each control parameter’s impact on each response measure. The control parameter that had the greatest impact on both energy use and printing time was layer thickness. Additionally, the infill density had the greatest influence on the compressive strength. Quadratic regression model equations were formed for each of the response measures. The ideal compromise between mechanical strength and energy efficiency is now reported, with merit related to technological and economic benefits.
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Research context

OpenAlex topics: Additive Manufacturing and 3D Printing Technologies · Manufacturing Process and Optimization · Innovations in Concrete and Construction Materials

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

Affiliations

Department of Mechanical Engineering, Serres Campus, International Hellenic University, 62124 Serres, Greece

Department of Mechanical Engineering, Hellenic Mediterranean University, 71410 Heraklion, Greece

Division of Mathematics and Engineering Sciences, Department of Military Sciences, Hellenic Army Academy, 16673 Vari, Greece

References (88)

Show source-provided references
1. Process Planning for Additive and Subtractive Manufacturing Technologies10.1016/j.cirp.2015.04.109 ↗
2. Sustainability of Additive Manufacturing: An Overview on Its Energy Demand and Environmental Impact
3. Multiprocess 3D Printing for Increasing Component Functionality10.1126/science.aaf2093 ↗
4. Role of Additive Manufacturing Applications towards Environmental Sustainability
5. Sustainability Characterization for Additive Manufacturing10.6028/jres.119.016 ↗
6. Despeisse, M. (2023, July 05). The Role of Additive Manufacturing in Improving Resource Efficiency and Sustainability. Available online: https://link.springer.com/chapter/10.1007/978-3-319-22759-7_15.
7. Sustainability of Additive Manufacturing: The Circular Economy of Materials and Environmental Perspectives10.1016/j.jmrt.2020.04.062 ↗
8. Why Manufacturers Adopt Additive Manufacturing Technologies: The Role of Sustainability10.1016/j.jclepro.2019.03.019 ↗
9. Fico, D., Rizzo, D., Montagna, F., and Esposito Corcione, C. (2023). Fused Filament Fabrication and Computer Numerical Control Milling in Cultural Heritage Conservation. Materials, 16.10.3390/ma16083038 ↗
10. Processing of Poly-l-Lactide and Poly(l-Lactide-Co-Trimethylene Carbonate) Blends by Fused Filament Fabrication and Fused Granulate Fabrication Using RepRap 3D Printer10.1007/s00170-020-04981-z ↗
11. 3D Printing in Dentistry10.1038/sj.bdj.2015.914 ↗
12. Geometric Accuracy and Mechanical Behavior of PA6 Composite Curved Tubes Fabricated by Fused Filament Fabrication (FFF)10.1002/adem.202101056 ↗
13. Harding, O.J., Griffiths, C.A., Rees, A., and Pletsas, D. (2023). Methods to Reduce Energy and Polymer Consumption for Fused Filament Fabrication 3D Printing. Polymers, 15.10.3390/polym15081874 ↗
14. On the Environmental Impacts of 3D Printing Technology10.1016/j.apmt.2020.100689 ↗
15. Impact of 3D Printing on the Environment: A Literature-Based Study10.1016/j.susoc.2021.04.001 ↗
16. Ajay, J., Rathore, A.S., Song, C., Zhou, C., and Xu, W. (2016, January 4–5). Don’t Forget Your Electricity Bills! An Empirical Study of Characterizing Energy Consumption of 3D Printers. Proceedings of the 7th ACM SIGOPS Asia-Pacific Workshop on Systems, Hong Kong, China.10.1145/2967360.2967377 ↗
17. Annibaldi, V., and Rotilio, M. (2019, January 4–6). Energy Consumption Consideration of 3D Printing. Proceedings of the 2019 II Workshop on Metrology for Industry 4.0 and IoT (MetroInd4.0&IoT), Naples, Italy.10.1109/METROI4.2019.8792856 ↗
18. The Effects of FFF 3D Printing Parameters on Energy Consumption10.1080/10426914.2022.2105882 ↗
19. Energy Consumption versus Strength in MEΧ 3D Printing of Polylactic Acid
20. Petousis, M., Vidakis, N., Mountakis, N., Karapidakis, E., and Moutsopoulou, A. (2023). Functionality Versus Sustainability for PLA in MEX 3D Printing: The Impact of Generic Process Control Factors on Flexural Response and Energy Efficiency. Polymers, 15.10.3390/polym15051232 ↗
21. Vidakis, N., Petousis, M., Mountakis, N., Moutsopoulou, A., and Karapidakis, E. (2023). Energy Consumption vs. Tensile Strength of Poly [Methyl Methacrylate] in Material Extrusion 3D Printing: The Impact of Six Control Settings. Polymers, 15.10.3390/polym15040845 ↗
22. Vidakis, N., Petousis, M., David, C.N., Sagris, D., Mountakis, N., and Karapidakis, E. (2023). Mechanical Performance over Energy Expenditure in MEX 3D Printing of Polycarbonate: A Multiparametric Optimization with the Aid of Robust Experimental Design. J. Manuf. Mater. Process, 7.10.3390/jmmp7010038 ↗
23. Energy Efficiency Optimization for Ecological 3D Printing Based on Adaptive Multi-Layer Customization10.1016/j.jclepro.2019.118826 ↗
24. Idrissi, M.A.E.Y.E., Laaouina, L., Jeghal, A., Tairi, H., and Zaki, M. (2022). Energy Consumption Prediction for Fused Deposition Modelling 3D Printing Using Machine Learning. Appl. Syst. Innov., 5.10.3390/asi5040086 ↗
25. Energy Modelling for FDM 3D Printing from a Life Cycle Perspective10.1504/IJMR.2017.083651 ↗
26. Vidakis, N., Petousis, M., Velidakis, E., Liebscher, M., Mechtcherine, V., and Tzounis, L. (2020). On the Strain Rate Sensitivity of Fused Filament Fabrication (FFF) Processed PLA, ABS, PETG, PA6, and PP Thermoplastic Polymers. Polymers, 12.10.3390/polym12122924 ↗
27. Mechanical Response Assessment of Antibacterial PA12/TiO2 3D Printed Parts: Parameters Optimization through Artificial Neural Networks Modeling10.1007/s00170-022-09376-w ↗
28. Parameter Effects and Process Modeling of FFF-TPU Mechanical Response10.1080/10426914.2021.2001523 ↗
29. Optimization of Hybrid Friction Stir Welding of PMMA: 3D-Printed Parts and Conventional Sheets Welding Efficiency in Single- and Two-Axis Welding Traces10.1007/s00170-023-11632-6 ↗
30. Optimization of Key Quality Indicators in Material Extrusion 3D Printing of Acrylonitrile Butadiene Styrene: The Impact of Critical Process Control Parameters on the Surface Roughness, Dimensional Accuracy, and Porosity10.1016/j.mtcomm.2022.105171 ↗
31. Mechanical Strength Predictability of Full Factorial, Taguchi, and Box Behnken Designs: Optimization of Thermal Settings and Cellulose Nanofibers Content in PA12 for MEX AM10.1016/j.jmbbm.2023.105846 ↗
32. Assessment of 3D Printing Using Fused Deposition Modeling and Selective Laser Sintering for a Circular Economy10.1016/j.jclepro.2020.121567 ↗
33. 3D Printed Parts and Mechanical Properties: Influencing Parameters, Sustainability Aspects, Global Market Scenario, Challenges and Applications
34. Additive Manufacturing of Carbon Fiber Reinforced Thermoplastic Composites Using Fused Deposition Modeling10.1016/j.compositesb.2015.06.013 ↗
35. Effect of Infill Pattern and Infill Density on Mechanical Behaviour of FDM 3D Printed Parts- a Current Review10.1016/j.matpr.2022.02.310 ↗
36. A Study on the Influence of Process Parameters on the Mechanical Properties of 3D Printed ABS Composite10.1088/1757-899X/114/1/012109 ↗
37. Toward the Understanding of Temperature Effect on Bonding Strength, Dimensions and Geometry of 3D-Printed Parts10.1007/s10853-020-05057-9 ↗
38. Enhancement of Anisotropic Strength of Fused Deposited ABS Parts by Genetic Algorithm10.1080/10426914.2015.1127949 ↗
39. Optimization of Rapid Prototyping Parameters for Production of Flexible ABS Object10.1016/j.jmatprotec.2005.02.259 ↗
40. Effect of Processing Conditions on the Bonding Quality of FDM Polymer Filaments10.1108/13552540810862028 ↗
41. Critical Parameters Influencing the Quality of Prototypes in Fused Deposition Modelling10.1016/S0924-0136(01)00980-3 ↗
42. A Method to Predict the Ultimate Tensile Strength of 3D Printing Polylactic Acid (PLA) Materials with Different Printing Orientations10.1016/j.compositesb.2019.01.025 ↗
43. Investigation of Infill-Patterns on Mechanical Response of 3D Printed Poly-Lactic-Acid10.1016/j.polymertesting.2020.106557 ↗
44. Development of Constitutive Material Model of 3D Printed Structure via FDM10.1016/j.mtcomm.2018.03.004 ↗
45. Ziemian, C., Sharma, M., and Ziemian, S. (2012). Mechanical Engineering, IntechOpen.
46. Tensile and Fatigue Behavior of Layered Acrylonitrile Butadiene Styrene10.1108/RPJ-09-2013-0086 ↗
47. Characterization of Stiffness Degradation Caused by Fatigue Damage of Additive Manufactured Parts10.1016/j.matdes.2016.07.080 ↗
48. The Effect of Build Orientation on Both Flexural Quasi-Static and Fatigue Behaviours of Filament Deposited PA6 Polymer10.1016/j.ijfatigue.2020.105825 ↗
49. Fatigue Analysis of FDM Materials10.1108/13552541311323290 ↗
50. A Review of the Fatigue Behavior of 3D Printed Polymers
51. Residual Stress Measurement in Fused Deposition Modelling Parts10.1016/j.polymertesting.2017.01.003 ↗
52. Prediction of Dimensional Accuracy in Fused Deposition Modelling: A Fuzzy Logic Approach10.1504/IJPQM.2011.037730 ↗
53. Parametric Appraisal of Mechanical Property of Fused Deposition Modelling Processed Parts10.1016/j.matdes.2009.06.016 ↗
54. Terekhina, S., Skornyakov, I., Tarasova, T., and Egorov, S. (2019). Effects of the Infill Density on the Mechanical Properties of Nylon Specimens Made by Filament Fused Fabrication. Technologies, 7.10.3390/technologies7030057 ↗
55. The Effect of Raster Orientation on the Static and Fatigue Properties of Filament Deposited ABS Polymer10.1016/j.ijfatigue.2019.02.042 ↗
56. Luzanin, O., Plancak, M., Lužanin, O., Movrin, D., and Plančak, M. (2014). Effect of Layer. Thickness, Deposition Angle, and Infill on Maximum Flexural Force in FDM-Built Specimens. J. Technol. Plast., 39.
57. McKeen, L.W. (2017). Film Properties of Plastics and Elastomers, William Andrew Publishing. [4th ed.].
58. Jiang, Y., and Loos, K. (2016). Enzymatic Synthesis of Biobased Polyesters and Polyamides. Polymers, 8.10.3390/polym8070243 ↗
59. Effect of Process Parameters on Thermal and Mechanical Properties of Polymer-Based Composites Using Fused Filament Fabrication10.1002/pc.26282 ↗
60. Ring-Opening Polymerization of Cyclic Amides (Lactams)10.1016/B978-0-444-53349-4.00109-6 ↗
61. Ring-Opening Polymerization of ϵ-Caprolactam and ϵ-Caprolactone via Microwave Irradiation10.1002/pola.10306 ↗
62. Rwei, S.-P., Ranganathan, P., Chiang, W.-Y., and Lee, Y.-H. (2018). Synthesis of Low Melting Temperature Aliphatic-Aromatic Copolyamides Derived from Novel Bio-Based Semi Aromatic Monomer. Polymers, 10.10.3390/polym10070793 ↗
63. Shakeri, Z., Benfriha, K., Shirinbayan, M., Ahmadifar, M., and Tcharkhtchi, A. (2021). Mathematical Modeling and Optimization of Fused Filament Fabrication (FFF) Process Parameters for Shape Deviation Control of Polyamide 6 Using Taguchi Method. Polymers, 13.10.3390/polym13213697 ↗
64. On the Recyclability of Polyamide for Sustainable Composite Structures in Civil Engineering10.1016/j.compstruct.2017.10.036 ↗
65. Multiscale Modelling of Graphene Platelets-Based Nanocomposite Materials10.1016/j.compstruct.2017.02.022 ↗
66. Recycled Nylon Fibers as Cement Mortar Reinforcement10.1016/j.conbuildmat.2015.01.075 ↗
67. Recycling of Plastic Solid Waste: A State of Art Review and Future Applications10.1016/j.compositesb.2016.09.013 ↗
68. A Comparative Study of the Mechanical Properties and Failure Behavior of Carbon Fiber/Epoxy and Carbon Fiber/Polyamide 6 Unidirectional Composites10.1016/j.compstruct.2016.10.037 ↗
69. Ahmadifar, M., Benfriha, K., and Shirinbayan, M. (2023). Thermal, Tensile and Fatigue Behaviors of the PA6, Short Carbon Fiber-Reinforced PA6, and Continuous Glass Fiber-Reinforced PA6 Materials in Fused Filament Fabrication (FFF). Polymers, 15.10.3390/polym15030507 ↗
70. Mazurkiewicz, M., Kluczyński, J., Jasik, K., Sarzyński, B., Szachogłuchowicz, I., Łuszczek, J., Torzewski, J., Śnieżek, L., Grzelak, K., and Małek, M. (2022). Bending Strength of Polyamide-Based Composites Obtained during the Fused Filament Fabrication (FFF) Process. Materials, 15.10.3390/ma15145079 ↗
71. Hadi, A., Kadauw, A., and Zeidler, H. (2023). The Effect of Printing Temperature and Moisture on Tensile Properties of 3D Printed Glass Fiber Reinforced Nylon 6. Mater. Today Proc.10.1016/j.matpr.2023.04.641 ↗
72. Reactive Compatibilization of Melt Mixed PA6/SWNT Composites: Mechanical Properties and Morphology10.1002/macp.200500231 ↗
73. Ultrasonic Plastic Welding of CF/PA6 Composites to Aluminium: Process and Mechanical Performance of Welded Joints10.1177/0021998319836022 ↗
74. Enhancing the Mechanical Performance of PA6 Based Composites by Altering Their Crystallization and Rheological Behavior via In-Situ Generated PPS Nanofibrils10.1016/j.compositesb.2020.108067 ↗
75. 3D Printed Continuous CF/PA6 Composites: Effect of Microscopic Voids on Mechanical Performance10.1016/j.compscitech.2020.108077 ↗
76. Vidakis, N., Petousis, M., Tzounis, L., Maniadi, A., Velidakis, E., Mountakis, N., and Kechagias, J.D. (2021). Sustainable Additive Manufacturing: Mechanical Response of Polyamide 12 over Multiple Recycling Processes. Materials, 14.10.3390/ma14020466 ↗
77. Vidakis, N., Petousis, M., Mountakis, N., Korlos, A., Papadakis, V., and Moutsopoulou, A. (2022). Trilateral Multi-Functional Polyamide 12 Nanocomposites with Binary Inclusions for Medical Grade Material Extrusion 3D Printing: The Effect of Titanium Nitride in Mechanical Reinforcement and Copper/Cuprous Oxide as Antibacterial Agents. J. Funct. Biomater., 13.10.3390/jfb13030115 ↗
78. Vidakis, N., Petousis, M., Michailidis, N., Grammatikos, S., David, C.N., Mountakis, N., Argyros, A., and Boura, O. (2022). Development and Optimization of Medical-Grade MultiFunctional Polyamide 12-Cuprous Oxide Nanocomposites with Superior Mechanical and Antibacterial Properties for Cost-Effective 3D Printing. Nanomaterials, 12.10.3390/nano12030534 ↗
79. Petousis, M., Moutsopoulou, A., Korlos, A., Papadakis, V., Mountakis, N., Tsikritzis, D., Ntintakis, I., and Vidakis, N. (2023). The Effect of Nano Zirconium Dioxide (ZrO2)-Optimized Content in Polyamide 12 (PA12) and Polylactic Acid (PLA) Matrices on Their Thermomechanical Response in 3D Printing. Nanomaterials, 13.10.3390/nano13131906 ↗
80. Li, Z., Liu, Y., Liang, Z., and Liu, Y. (2023). The Influence of Fused Deposition Modeling Parameters on the Properties of PA6/PA66 Composite Specimens by the Taguchi Method and Analysis of Variance. 3D Print. Addit. Manuf.10.1089/3dp.2022.0306 ↗
81. A Hyaluronic Acid/PVA Electrospun Coating on 3D Printed PLA Scaffold for Orthopedic Application10.1007/s40204-022-00180-z ↗
82. On the Compressive Behavior of an FDM Steward Platform Part
83. Hoboken, N. (1995). Quality Engineering Using Robust Design, Prentice Hall PTR. [1st ed.].
84. An Overview of Taguchi Method and Newly Developed Statistical Methods for Robust Design10.1080/07408179208964244 ↗
85. Teaching the Taguchi Method to Industrial Engineers10.1108/00438020110391873 ↗
86. Parameter Effects and Process Modelling of Polyamide 12 3D-Printed Parts Strength and Toughness10.1080/10426914.2022.2030871 ↗
87. Strength to Cost Ratio Analysis of FDM Nylon 12 3D Printed Parts10.1016/j.promfg.2018.07.086 ↗
88. de Toro, E.V., Sobrino, J.C., Martínez, A.M., Eguía, V.M., and Pérez, J.A. (2020). Investigation of a Short Carbon Fibre-Reinforced Polyamide and Comparison of Two Manufacturing Processes: Fused Deposition Modelling (FDM) and Polymer Injection Moulding (PIM). Materials, 13.10.3390/ma13030672 ↗