Skip to main content

2022 | OriginalPaper | Buchkapitel

Analysis of Dimensional Accuracy of Fused Filament Fabrication Parts Using Genetic Algorithm and Taguchi Analysis

verfasst von : J. S. Chohan, R. Kumar, S. Singh

Erschienen in: Numerical Modelling and Optimization in Advanced Manufacturing Processes

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The dimensional accuracy of parts created through Fused Filament Fabrication (FFF) process has been always a subject of investigation for researchers due to variation in results of different optimization algorithms. The situation becomes more complex when different response parameters with equal weightages are required to be optimized. The present investigation aims to solve the dimensional variations issues of FFF parts with different attributes such as length, width, diameter and thickness. Genetic Algorithm is implemented along with Taguchi optimization DOE technique for achieving the minimum dimensional variability in all the attributes. Total 27 experimental results were used for Taguchi and ANOVA analysis followed by Genetic Algorithm. The variable parameters of FFF process are layer thickness, orientation angle, raster angle, raster width and air gap. The results predicted by Genetic Algorithm were more accurate than Taguchi Analysis with higher prediction and validation accuracy. The recommended parametric settings were 0.1405, 0.0000, 0.0000, 0.5064, 0.0080 for layer thickness, orientation angle, raster angle, raster width and air gap respectively with objective function value of 0.5802.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Alsoufi, M.S., Elsayed, A.E.: Surface roughness quality and dimensional accuracy—A comprehensive analysis of 100% infill printed parts fabricated by a personal/desktop cost-effective FDM 3D printer. Mater. Sci. Appl. 9(1), 11–40 (2018) Alsoufi, M.S., Elsayed, A.E.: Surface roughness quality and dimensional accuracy—A comprehensive analysis of 100% infill printed parts fabricated by a personal/desktop cost-effective FDM 3D printer. Mater. Sci. Appl. 9(1), 11–40 (2018)
2.
Zurück zum Zitat Chohan, J.S., Kumar, R., Singh, T.C.B., Singh, S., Sharma, S., Singh, J., Mia, M., Pimenov, D.Y., Chattopadhyaya, S., Dwivedi, S.P. and Kapłonek, W.: Taguchi S/N and TOPSIS based optimization of fused deposition modelling and vapor finishing process for manufacturing of ABS plastic parts. Materials 13(22), 5176 (2020a) Chohan, J.S., Kumar, R., Singh, T.C.B., Singh, S., Sharma, S., Singh, J., Mia, M., Pimenov, D.Y., Chattopadhyaya, S., Dwivedi, S.P. and Kapłonek, W.: Taguchi S/N and TOPSIS based optimization of fused deposition modelling and vapor finishing process for manufacturing of ABS plastic parts. Materials 13(22), 5176 (2020a)
3.
Zurück zum Zitat Chohan, J.S., Mittal, N., Kumar, R.: Parametric optimization of fused deposition modeling using learning enthusiasm enabled teaching learning based algorithm. SN Appl. Sci. 2(12), 1–12 (2020)CrossRef Chohan, J.S., Mittal, N., Kumar, R.: Parametric optimization of fused deposition modeling using learning enthusiasm enabled teaching learning based algorithm. SN Appl. Sci. 2(12), 1–12 (2020)CrossRef
4.
Zurück zum Zitat Chohan, J.S., Mittal, N., Kumar, R., Singh, S., Sharma, S., Singh, J., Rao, K.V., Mia, M., Pimenov, D.Y., Dwivedi, S.P.: Mechanical strength enhancement of 3D printed acrylonitrile butadiene styrene polymer components using neural network optimization algorithm. Polymers 12(10), 2250 (2020)CrossRef Chohan, J.S., Mittal, N., Kumar, R., Singh, S., Sharma, S., Singh, J., Rao, K.V., Mia, M., Pimenov, D.Y., Dwivedi, S.P.: Mechanical strength enhancement of 3D printed acrylonitrile butadiene styrene polymer components using neural network optimization algorithm. Polymers 12(10), 2250 (2020)CrossRef
5.
Zurück zum Zitat Dixit, N.K., Srivastava, R., Narain, R.: Comparison of two different rapid prototyping system based on dimensional performance using grey relational grade method. Procedia Technol. 25, 908–915 (2016)CrossRef Dixit, N.K., Srivastava, R., Narain, R.: Comparison of two different rapid prototyping system based on dimensional performance using grey relational grade method. Procedia Technol. 25, 908–915 (2016)CrossRef
6.
Zurück zum Zitat Górski, F., Kuczko, W., Wichniarek, R.: Influence of process parameters on dimensional accuracy of parts manufactured using fused deposition modelling technology. Ad. Sci. Technol. Res. J. 7(19), 27–35 (2013)CrossRef Górski, F., Kuczko, W., Wichniarek, R.: Influence of process parameters on dimensional accuracy of parts manufactured using fused deposition modelling technology. Ad. Sci. Technol. Res. J. 7(19), 27–35 (2013)CrossRef
7.
Zurück zum Zitat Gurrala, P.K., Regalla, S.P.: DOE based parametric study of volumetric change of FDM parts. Procedia Mater. Sci. 6, 354–360 (2014)CrossRef Gurrala, P.K., Regalla, S.P.: DOE based parametric study of volumetric change of FDM parts. Procedia Mater. Sci. 6, 354–360 (2014)CrossRef
8.
Zurück zum Zitat Kaveh, M., Badrossamay, M., Foroozmehr, E., Etefagh, A.H.: Optimization of the printing parameters affecting dimensional accuracy and internal cavity for HIPS material used in fused deposition modeling processes. J. Mater. Process. Technol. 226, 280–286 (2015)CrossRef Kaveh, M., Badrossamay, M., Foroozmehr, E., Etefagh, A.H.: Optimization of the printing parameters affecting dimensional accuracy and internal cavity for HIPS material used in fused deposition modeling processes. J. Mater. Process. Technol. 226, 280–286 (2015)CrossRef
9.
Zurück zum Zitat Kumar, P., Singh, R., Ahuja, I.P.S.: Investigations on dimensional accuracy of the components prepared by hybrid investment casting. J. Manuf. Process. 20, 525–533 (2015)CrossRef Kumar, P., Singh, R., Ahuja, I.P.S.: Investigations on dimensional accuracy of the components prepared by hybrid investment casting. J. Manuf. Process. 20, 525–533 (2015)CrossRef
10.
Zurück zum Zitat Kumar, R., Singh, H.: Exploring the success factors for examining the potential of manufacturing system output. Benchmark.: Int. J. 25(4), 1171–1193 (2018) Kumar, R., Singh, H.: Exploring the success factors for examining the potential of manufacturing system output. Benchmark.: Int. J. 25(4), 1171–1193 (2018)
11.
Zurück zum Zitat Kumar, R., Chohan, J.S., Kumar, R., Yadav, A., Singh, N.: Hybrid fused filament fabrication for manufacturing of Al microfilm reinforced PLA structures. J. Braz. Soc. Mech. Sci. Eng. 42(9), 1–13 (2020)CrossRef Kumar, R., Chohan, J.S., Kumar, R., Yadav, A., Singh, N.: Hybrid fused filament fabrication for manufacturing of Al microfilm reinforced PLA structures. J. Braz. Soc. Mech. Sci. Eng. 42(9), 1–13 (2020)CrossRef
12.
Zurück zum Zitat Kumar, R., Kumar, R., Rai, J.S., Virk, N.S.: Analysis the effects of process parameters in EN24 alloy steel during CNC turning by using MADM. Int. J. Innov. Res. Sci. Eng. Technol. 2, 1131–1145 (2013) Kumar, R., Kumar, R., Rai, J.S., Virk, N.S.: Analysis the effects of process parameters in EN24 alloy steel during CNC turning by using MADM. Int. J. Innov. Res. Sci. Eng. Technol. 2, 1131–1145 (2013)
13.
Zurück zum Zitat Kumar, Y.R.: An application of Taguchi’s technique to improve the accuracy of rapid prototyped FDM parts. Int. J. Mater. Eng. Innov. 3(3–4), 228–246 (2012)CrossRef Kumar, Y.R.: An application of Taguchi’s technique to improve the accuracy of rapid prototyped FDM parts. Int. J. Mater. Eng. Innov. 3(3–4), 228–246 (2012)CrossRef
14.
Zurück zum Zitat Papazetis, G., Vosniakos, G.C.: Feature-based process parameter variation in continuous paths to improve dimensional accuracy in three-dimensional printing via material extrusion. Proc. Inst. Mech. Eng. Part B: J. Eng. Manuf. 233(12), 2241–2250 (2019)CrossRef Papazetis, G., Vosniakos, G.C.: Feature-based process parameter variation in continuous paths to improve dimensional accuracy in three-dimensional printing via material extrusion. Proc. Inst. Mech. Eng. Part B: J. Eng. Manuf. 233(12), 2241–2250 (2019)CrossRef
15.
Zurück zum Zitat Saqib, S., Urbanic, J.: An experimental study to determine geometric and dimensional accuracy impact factors for fused deposition modelled parts. In: Enabling Manufacturing Competitiveness and Economic Sustainability, pp. 293–298. Springer, Berlin, Heidelberg (2012) Saqib, S., Urbanic, J.: An experimental study to determine geometric and dimensional accuracy impact factors for fused deposition modelled parts. In: Enabling Manufacturing Competitiveness and Economic Sustainability, pp. 293–298. Springer, Berlin, Heidelberg (2012)
16.
Zurück zum Zitat Singh, B., Kumar, R., Chohan, J.S.: Polymer matrix composites in 3D printing: a state of art review. Mater. Today: Proc. 33, 1562–1567 (2020) Singh, B., Kumar, R., Chohan, J.S.: Polymer matrix composites in 3D printing: a state of art review. Mater. Today: Proc. 33, 1562–1567 (2020)
17.
Zurück zum Zitat Singh, H., Kumar, R.: Hybrid methodology for measuring the utilization of advanced manufacturing technologies using AHP and TOPSIS. Benchmark.: Int. J. 20(2), 169–185 (2013) Singh, H., Kumar, R.: Hybrid methodology for measuring the utilization of advanced manufacturing technologies using AHP and TOPSIS. Benchmark.: Int. J. 20(2), 169–185 (2013)
18.
Zurück zum Zitat Singh, T.B., Chohan, J.S., Kumar, R.: Performance analysis of vapour finishing apparatus for surface enhancement of FDM parts. Mater. Today: Proc. 26, 3497–3502 (2020) Singh, T.B., Chohan, J.S., Kumar, R.: Performance analysis of vapour finishing apparatus for surface enhancement of FDM parts. Mater. Today: Proc. 26, 3497–3502 (2020)
19.
Zurück zum Zitat Sudin, M.N., Shamsudin, S.A., Abdullah, M.A.: Effect of part features on dimensional accuracy of FDM model. APRN J. Eng. Appl. Sci. 8067–8072 (2016) Sudin, M.N., Shamsudin, S.A., Abdullah, M.A.: Effect of part features on dimensional accuracy of FDM model. APRN J. Eng. Appl. Sci. 8067–8072 (2016)
Metadaten
Titel
Analysis of Dimensional Accuracy of Fused Filament Fabrication Parts Using Genetic Algorithm and Taguchi Analysis
verfasst von
J. S. Chohan
R. Kumar
S. Singh
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-031-04301-7_7

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.