Optimal PLA+ 3D Printing Parameters through Charpy Impact Testing: A Response Surface Methodology
Main Article Content
Keywords
response surface methodology, 3D Printing, impact charpy, PLA plastics, additive manufacturing
Abstract
Additive manufacturing (AM) has revolutionized the manufacturing sector, particularly with the advent of 3D printing technology, which allows for the creation of customized, cost-effective, and waste-free products. However, concerns about the strength and reliability of 3D-printed products persist. This study focuses on the impact of three crucial variables—infill density, printing speed, and infill pattern—on the strength of PLA+ 3D-printed products. Our goal is to optimize these parameters to enhance product strength without compromising efficiency. We employed Charpy impact testing and Response Surface Methodology (RSM) to analyze the effects of these variables in combination. Charpy impact testing provides a measure of material toughness, while RSM allows for the optimization of multiple interacting factors. Our experimental design included varying the infill density from low to high values, adjusting printing speeds from 70mm/s to 100mm/s, and using different infill patterns such as cubic and others. Our results show that increasing infill density significantly boosts product strength but also requires more material and longer processing times. Notably, we found that when the infill density exceeds 50%, the printing speed can be increased to 100mm/s without a notable reduction in strength, offering a balance between durability and production efficiency. Additionally, specific infill patterns like cubic provided better strength outcomes compared to others. These findings provide valuable insights for developing stronger and more efficient 3D-printed products using PLA+ materials. By optimizing these parameters, manufacturers can produce high-strength items more efficiently, thereby advancing the capabilities and applications of 3D printing technology in various industries.
References
plasticity for construction – The state of art,” Frontiers of Architectural Research, vol. 12, no. 2. 2023. doi:
10.1016/j.foar.2022.10.001.
[2] O. Abdulhameed, A. Al-Ahmari, W. Ameen, and S. H. Mian, “Additive manufacturing: Challenges, trends, and
applications,” Advances in Mechanical Engineering, vol. 11, no. 2, 2019, doi: 10.1177/1687814018822880.
[3] J. Zhu, H. Zhou, C. Wang, L. Zhou, S. Yuan, and W. Zhang, “A review of topology optimization for additive
manufacturing: Status and challenges,” Chinese Journal of Aeronautics, vol. 34, no. 1. 2021. doi:
10.1016/j.cja.2020.09.020.
[4] Mikell P. Groover, Fundamentals of Modern Manufacturing Materials, Processes, and Systems Seventh
Edition, vol. 53, no. 9. 2020.
[5] J. Y. Lee, J. An, and C. K. Chua, “Fundamentals and applications of 3D printing for novel materials,” Applied
Materials Today, vol. 7. 2017. doi: 10.1016/j.apmt.2017.02.004.
SURYADARMA ET AL. / JURNAL OPTIMASI SISTEM INDUSTRI, VOL. 23 NO. 1 (2024) 76-91
Suryadarma et al. 88 DOI: 10.25077/josi.v23.n1.p76-91.2024
[6] S. Rouf et al., “Additive manufacturing technologies: Industrial and medical applications,” Sustainable
Operations and Computers, vol. 3, 2022, doi: 10.1016/j.susoc.2022.05.001.
[7] M. Salmi, “Additive manufacturing processes in medical applications,” Materials, vol. 14, no. 1. 2021. doi:
https://doi.org/10.3390/ma14010191.
[8] B. Blakey-Milner et al., “Metal additive manufacturing in aerospace: A review,” Mater Des, vol. 209, 2021, doi:
10.1016/j.matdes.2021.110008.
[9] G. Liu et al., “Additive manufacturing of structural materials,” Materials Science and Engineering R: Reports,
vol. 145. 2021. doi: 10.1016/j.mser.2020.100596.
[10] U. M. Dilberoglu, B. Gharehpapagh, U. Yaman, and M. Dolen, “The Role of Additive Manufacturing in the Era
of Industry 4.0,” Procedia Manuf, vol. 11, 2017, doi: 10.1016/j.promfg.2017.07.148.
[11] M. K. Thompson et al., “Design for Additive Manufacturing: Trends, opportunities, considerations, and
constraints,” CIRP Ann Manuf Technol, vol. 65, no. 2, 2016, doi: 10.1016/j.cirp.2016.05.004.
[12] A. Townsend, N. Senin, L. Blunt, R. K. Leach, and J. S. Taylor, “Surface texture metrology for metal additive
manufacturing: a review,” Precision Engineering, vol. 46. 2016. doi: 10.1016/j.precisioneng.2016.06.001.
[13] A. Majeed et al., “A big data-driven framework for sustainable and smart additive manufacturing,” Robot
Comput Integr Manuf, vol. 67, 2021, doi: 10.1016/j.rcim.2020.102026.
[14] M. Javaid, A. Haleem, R. P. Singh, R. Suman, and S. Rab, “Role of additive manufacturing applications towards
environmental sustainability,” Advanced Industrial and Engineering Polymer Research, vol. 4, no. 4. 2021. doi:
10.1016/j.aiepr.2021.07.005.
[15] J. Jiang, X. Xu, and J. Stringer, “Support structures for additive manufacturing: A review,” Journal of
Manufacturing and Materials Processing, vol. 2, no. 4. 2018. doi: https://doi.org/10.3390/jmmp2040064.
[16] Y. Zhang et al., “Additive Manufacturing of Metallic Materials: A Review,” Journal of Materials Engineering
and Performance, vol. 27, no. 1. 2018. doi: 10.1007/s11665-017-2747-y.
[17] S. Ford and M. Despeisse, “Additive manufacturing and sustainability: an exploratory study of the advantages
and challenges,” J Clean Prod, vol. 137, 2016, doi: 10.1016/j.jclepro.2016.04.150.
[18] N. Krajangsawasdi, L. G. Blok, I. Hamerton, M. L. Longana, B. K. S. Woods, and D. S. Ivanov, “Fused deposition
modelling of fibre reinforced polymer composites: A parametric review,” Journal of Composites Science, vol.
5, no. 1. 2021. doi: 10.3390/jcs5010029.
[19] R. B. Kristiawan, F. Imaduddin, D. Ariawan, Ubaidillah, and Z. Arifin, “A review on the fused deposition
modeling (FDM) 3D printing: Filament processing, materials, and printing parameters,” Open Engineering,
vol. 11, no. 1. 2021. doi: 10.1515/eng-2021-0063.
[20] S. Wickramasinghe, T. Do, and P. Tran, “FDM-Based 3D printing of polymer and associated composite: A
review on mechanical properties, defects and treatments,” Polymers, vol. 12, no. 7. 2020. doi:
10.3390/polym12071529.
[21] S. Wasti and S. Adhikari, “Use of Biomaterials for 3D Printing by Fused Deposition Modeling Technique: A
Review,” Frontiers in Chemistry, vol. 8. 2020. doi: 10.3389/fchem.2020.00315.
[22] A. D. Valino, J. R. C. Dizon, A. H. Espera, Q. Chen, J. Messman, and R. C. Advincula, “Advances in 3D printing
of thermoplastic polymer composites and nanocomposites,” Progress in Polymer Science, vol. 98. 2019. doi:
10.1016/j.progpolymsci.2019.101162.
[23] H. Bakhtiari, M. Aamir, and M. Tolouei-Rad, “Effect of 3D Printing Parameters on the Fatigue Properties of
Parts Manufactured by Fused Filament Fabrication: A Review,” Applied Sciences (Switzerland), vol. 13, no. 2.
2023. doi: 10.3390/app13020904.
[24] N. Maqsood and M. Rimašauskas, “Delamination observation occurred during the flexural bending in
additively manufactured PLA-short carbon fiber filament reinforced with continuous carbon fiber composite,”
Results in Engineering, vol. 11, 2021, doi: 10.1016/j.rineng.2021.100246.
[25] S. Hwang, E. I. Reyes, K. sik Moon, R. C. Rumpf, and N. S. Kim, “Thermo-mechanical Characterization of
Metal/Polymer Composite Filaments and Printing Parameter Study for Fused Deposition Modeling in the 3D
Printing Process,” J Electron Mater, vol. 44, no. 3, 2015, doi: 10.1007/s11664-014-3425-6.
[26] M. León-Calero, S. C. Reyburn Valés, Á. Marcos-Fernández, and J. Rodríguez-Hernandez, “3D printing of
thermoplastic elastomers: Role of the chemical composition and printing parameters in the production of parts with controlled energy absorption and damping capacity,” Polymers (Basel), vol. 13, no. 20, 2021, doi:
10.3390/polym13203551.
[27] C. R. Tripathy, R. K. Sharma, and V. K. Rattan, “Effect of printing parameters on the mechanical behaviour of
the thermoplastic polymer processed by FDM technique: A research review,” Advances in Production
Engineering And Management, vol. 17, no. 3, 2022, doi: 10.14743/apem2022.3.436.
[28] R. A. Ilyas et al., “Natural Fiber-Reinforced Polylactic Acid, Polylactic Acid Blends and Their Composites for
Advanced Applications,” Polymers, vol. 14, no. 1. 2022. doi: 10.3390/polym14010202.
[29] L. Ranakoti et al., “Critical Review on Polylactic Acid: Properties, Structure, Processing, Biocomposites, and
Nanocomposites,” Materials, vol. 15, no. 12. 2022. doi: 10.3390/ma15124312.
[30] S. Pérez-Davila et al., “3D-Printed PLA Medical Devices: Physicochemical Changes and Biological Response
after Sterilisation Treatments,” Polymers (Basel), vol. 14, no. 19, 2022, doi: 10.3390/polym14194117.
[31] J. S. Bergström and D. Hayman, “An Overview of Mechanical Properties and Material Modeling of Polylactide
(PLA) for Medical Applications,” Ann Biomed Eng, vol. 44, no. 2, 2016, doi: 10.1007/s10439-015-1455-8.
[32] T. Grethe, “Biodegradable synthetic polymers in textiles – what lies beyond pla and medical applications? A
review.,” Tekstilec, vol. 64, no. 1, 2021, doi: https://doi.org/10.14502/Tekstilec2021.64.32-46.
[33] N. A. A. B. Taib et al., “A review on poly lactic acid (PLA) as a biodegradable polymer,” Polymer Bulletin, vol.
80, no. 2. 2023. doi: 10.1007/s00289-022-04160-y.
[34] E. H. Tümer and H. Y. Erbil, “Extrusion-based 3d printing applications of pla composites: A review,” Coatings,
vol. 11, no. 4. 2021. doi: 10.3390/coatings11040390.
[35] Z. Kovačević, S. Bischof, E. Vujasinović, and M. Fan, “The potential of nanoclay modified Spartium junceum
L. Fibres used as reinforcement in PLA matrix composites for automotive applications,” Int J Nanotechnol, vol.
15, no. 8–10, 2018, doi: 10.1504/IJNT.2018.098436.
[36] C. Ciofu, S. N. Mazurchevici, D. Maldonado-Cortes, L. Pena-Paras, D. I. Q. Correa, and D. Nedelcu,
“Tribological behavior of PLA biodegradable materials used in the automotive industry,” International Journal
of Modern Manufacturing Technologies, vol. 11, no. 3 Special Issue, 2019.
[37] Z. Liu, Y. Wang, B. Wu, C. Cui, Y. Guo, and C. Yan, “A critical review of fused deposition modeling 3D printing
technology in manufacturing polylactic acid parts,” International Journal of Advanced Manufacturing
Technology, vol. 102, no. 9–12. 2019. doi: 10.1007/s00170-019-03332-x.
[38] M. H. Hsueh et al., “Effect of printing parameters on the thermal and mechanical properties of 3d-printed pla
and petg, using fused deposition modeling,” Polymers (Basel), vol. 13, no. 11, 2021, doi:
10.3390/polym13111758.
[39] P. Yadav, A. Sahai, and R. S. Sharma, “Experimental Studies on the Mechanical Behaviour of Three Dimensional PLA Printed Parts by Fused Filament Fabrication,” Journal of The Institution of Engineers
(India): Series D, vol. 104, no. 1, 2023, doi: 10.1007/s40033-022-00403-4.
[40] F. Yilan, İ. B. Şahin, F. Koç, and L. Urtekin, “The Effects of Different Process Parameters of PLA+ on Tensile
Strengths in 3D Printer Produced by Fused Deposition Modeling,” El-Cezeri Journal of Science and
Engineering, vol. 10, no. 1, 2023, doi: 10.31202/ecjse.1179492.
[41] A. D. Tura, H. G. Lemu, L. E. Melaku, and H. B. Mamo, “Impact of FDM 3D Printing Parameters on
Compressive Strength and Printing Weight of PLA Components,” in Lecture Notes in Electrical Engineering,
2023. doi: 10.1007/978-981-19-9338-1_60.
[42] V. V. Bhandarkar, I. G. Patil, H. Y. Shahare, and P. Tandon, “Understanding The Influence of Process
Parameters oor Minimizing Defects on 3d Printed Parts through Remote Monitoring,” in ASME International
Mechanical Engineering Congress and Exposition, Proceedings (IMECE), 2022. doi: 10.1115/IMECE2022-
93991.
[43] M. Mani, A. G. Karthikeyan, K. Kalaiselvan, P. Muthusamy, and P. Muruganandhan, “Optimization of FDM
3-D printer process parameters for surface roughness and mechanical properties using PLA material,” Mater
Today Proc, vol. 66, 2022, doi: 10.1016/j.matpr.2022.05.422.
[44] A. Mishra, V. Srivastava, and N. K. Gupta, “Additive manufacturing for fused deposition modeling of carbon
fiber–polylactic acid composites: the effects of process parameters on tensile and flexural properties,”
Functional Composites and Structures, vol. 3, no. 4, 2021, doi: 10.1088/2631-6331/ac3732.
[45] J. A. Travieso-Rodriguez, R. Jerez-Mesa, J. Llumà, G. Gomez-Gras, and O. Casadesus, “Comparative study of
the flexural properties of ABS, PLA and a PLA–wood composite manufactured through fused filament
fabrication,” Rapid Prototyp J, vol. 27, no. 1, 2021, doi: 10.1108/RPJ-01-2020-0022.
[46] G. N. Khawly, N. R. Fabbri, A. J. W. McClung, and J. D. Ocampo, “Impact Testing of a Commercial Poly-Lactic
Acid,” in Conference Proceedings of the Society for Experimental Mechanics Series, 2021. doi: 10.1007/978-3-
030-59765-8_2.
[47] A. Pandzic, D. Hodzic, I. Hajro, and P. Tasic, “Strength properties of PLA material obtained by different models
of FDM 3D printer,” in Annals of DAAAM and Proceedings of the International DAAAM Symposium, 2020.
doi: 10.2507/31st.daaam.proceedings.044.
[48] M.S. Hasan, T. Ivanov, M. Vorkapic, A. Simonovic, D. Daou, A. Kovacevic, A. Milovanovic, “Impact of aging
effect and heat treatment on the tensile properties of PLA (poly lactic acid) printed parts,” Materiale Plastice,
vol. 57, no. 3, 2020, doi: 10.37358/MP.20.3.5389.
[49] J. Triyono, H. Sukanto, R. M. Saputra, and D. F. Smaradhana, “The effect of nozzle hole diameter of 3D printing
on porosity and tensile strength parts using polylactic acid material,” Open Engineering, vol. 10, no. 1, 2020,
doi: 10.1515/eng-2020-0083.
[50] P. K. Farayibi and B. O. Omiyale, “Mechanical behaviour of polylactic acid parts fabricated via material
extrusion process: A taguchi-grey relational analysis approach,” International Journal of Engineering Research
in Africa, vol. 46, 2020, doi: 10.4028/www.scientific.net/JERA.46.32.
[51] F. Wajdia and M. S. Saad, “Optimizing Surface Finish and Dimensional Accuracy in 3D Printed Free-Form
Objects,” Jurnal Optimasi Sistem Industri, vol. 22 no. 2 (2023), doi: 10.25077/josi.v22.n2.p99-113.2023.
[52] S. M. Ross, Introduction to Probability and Statistics for Engineers and Scientists, Sixth Edition. 2020. doi:
10.1016/C2018-0-02166-0.
[53] R. H. Myers and S. L. Myers, Probability & Statistics for Engineers Scientists Probability & Statistics for
Engineers & Scientists, vol. 6. 2007.