APPLICATION OF BOX-BEHNKEN, ANN, AND ANFIS TECHNIQUES FOR IDENTIFICATION OF THE OPTIMUM PROCESSING PARAMETERS FOR FDM 3D PRINTING PARTS
DOI:
https://doi.org/10.14421/jiehis.3468Keywords:
FDM, 3D Printing, Boc Behnken, ANN, FANFIS, DOEAbstract
Fused Deposition Modeling, among the various 3D printing approaches, is becoming more and more popular because of its capacity to produce complicated parts quickly. The tensile strength of parts printed with polylactic acid (PLA) showed a significant variation of many factors such as printing speed, printing temperature, printing angle and infill pattern. This study presented an experimental investigation of collecting data with four input factors namely printing speed, printing temperature, printing angle and infill pattern with the tensile strength response. The research methodology of the RSM Box-Behnken DOE method, ANN (Artificial neural network), and ANFIS (Adaptive neuro-fuzzy inference systems) has been used to determine the optimum process 3D printing parameters. The obtained results based on RSM, ANN and ANFIS methods are used to predict the tensile strength of 3D printed FDM details. The best tensile value is 7,03303 MPa corresponding to print speed of 30,0003 mm/s, printing temperature of 211,594℃, printing angle of 90° with Honeycomb” infill printing pattern. Moreover, the results also highlighted that ANFIS is potential approach for forecasting the tensile strength of 3D printing parts more competitively.
References
Deshwal, S., Kumar, A., and Chhabra, D., 2020, "Exercising hybrid statistical tools GA-RSM, GA-ANN and GA-ANFIS to optimize FDM process parameters for tensile strength improvement," CIRP Journal of Manufacturing Science and Technology, 31, pp. 189-199
Dey, A., and Yodo, N., 2019, "A Systematic Survey of FDM Process Parameter Optimization and Their Influence on Part Characteristics," Journal of Manufacturing and Materials Processing, 3(3)
Chohan, J. S., Kumar, R., Singh, T. B., Singh, S., Sharma, S., Singh, J., Mia, M., Pimenov, D. Y., Chattopadhyaya, S., Dwivedi, S. P., and Kapłonek, W., 2020, "Taguchi S/N and TOPSIS Based Optimization of Fused Deposition Modelling and Vapor Finishing Process for Manufacturing of ABS Plastic Parts," Materials, 13(22)
Özen, A., Auhl, D., Völlmecke, C., Kiendl, J., and Abali, B. E., 2021, "Optimization of Manufacturing Parameters and Tensile Specimen Geometry for Fused Deposition Modeling (FDM) 3D-Printed PETG," Materials, 14(10)
Catana, D., Pop, M.-A., and Brus, D.-I., 2021, "Comparison between the Test and Simulation Results for PLA Structures 3D Printed, Bending Stressed," Molecules, 26(11)
Alharbi, M., Kong, I., and Patel, V. I., 2020, "Simulation of uniaxial stress–strain response of 3D-printed polylactic acid by nonlinear finite element analysis," Applied Adhesion Science, 8(1), p. 5
Hodžić, D., Pandžić, A., Hajro, I., and Tasić, P. J. T. J., 2020, "Strength comparison of FDM 3D printed PLA made by different manufacturers," 9, p. 966
Özsoy, K., "A Comparative Finite Element Stress Analysis Of Isotropic Matrix And 3D Printed PLA Material, November 14-16, 2019," Proc. Proceedings on 2nd International Conference on Technology and Science
Rahmatabadi, D., Aminzadeh, A., Aberoumand, M.,and Moradi, M., 2021, "Mechanical Characterization of Fused Deposition Modeling (FDM) 3D Printed Parts," Fused Deposition Modeling Based 3D Printing, H. K. Dave, and J. P. Davim, eds., Springer International Publishing, Cham, pp. 131-150
Zhao, Y., Chen, Y., and Zhou, Y., 2019, "Novel mechanical models of tensile strength and elastic property of FDM AM PLA materials: Experimental and theoretical analyses," Materials & Design, 181, p. 108089
Yao, T., Ye, J., Deng, Z., Zhang, K., Ma, Y., and Ouyang, H., 2020, "Tensile failure strength and separation angle of FDM 3D printing PLA material: Experimental and theoretical analyses," Composites Part B: Engineering, 188, p. 107894
Rajpurohit, S. R., and Dave, H. K., 2018, "Effect of process parameters on tensile strength of FDM printed PLA part," Rapid Prototyping Journal, 24(8), pp. 1317-1324
Durga Prasada Rao, V., Rajiv, P., and Navya Geethika, V., 2019, "Effect of fused deposition modelling (FDM) process parameters on tensile strength of carbon fibre PLA," Materials Today: Proceedings, 18, pp. 2012-2018
Yao, T., Deng, Z., Zhang, K., and Li, S., 2019, "A method to predict the ultimate tensile strength of 3D printing polylactic acid (PLA) materials with different printing orientations," Composites Part B: Engineering, 163, pp. 393-402
Altan, M., Eryildiz, M., Gumus, B., and Kahraman, Y., 2018, "Effects of process parameters on the quality of PLA products fabricated by fused deposition modeling (FDM): surface roughness and tensile strength," Materials Testing, 60(5), pp. 471-477
Hikmat, M., Rostam, S., and Ahmed, Y. M., 2021, "Investigation of tensile property-based Taguchi method of PLA parts fabricated by FDM 3D printing technology," Results in Engineering, 11, p. 100264
Samykano, M., 2021, "Mechanical Property and Prediction Model for FDM-3D Printed Polylactic Acid (PLA)," Arabian Journal for Science and Engineering, 46(8), pp. 7875-7892
Dave, H. K., Prajapati, A. R., Rajpurohit, S. R., Patadiya, N. H., and Raval, H.K., 2020, "Investigation on tensile strength and failure modes of FDM printed part using in-house fabricated PLA filament," Advances in Materials and Processing Technologies, pp. 1-22
Vălean, C., Marșavina, L., Mărghitaș, M., Linul, E., Razavi, J., and Berto, F., 2020, "Effect of manufacturing parameters on tensile properties of FDM printed specimens," Procedia Structural Integrity, 26, pp. 313-320
Ayatollahi, M. R., Nabavi-Kivi, A., Bahrami, B., Yazid Yahya, M., and Khosravani, M. R., 2020, "The influence of in-plane raster angle on tensile and fracture strengths of 3D-printed PLA specimens," Engineering Fracture Mechanics, 237, p. 107225
Grasso, M., Azzouz, L., Ruiz-Hincapie, P., Zarrelli, M., and Ren, G., 2018, "Effect of temperature onthe mechanical properties of 3D-printed PLA tensile specimens," Rapid Prototyping Journal, 24(8), pp. 1337-1346
Rajpurohit, S. R., and Dave, H. K., 2019, "Analysis of tensile strength of a fused filament fabricated PLA part using an open-source 3D printer," The International Journal of Advanced Manufacturing Technology, 101(5), pp. 1525-1536
Rajpurohit, S. R., and Dave, H. K., "Tensile Strength of 3D Printed PLA Part," Proc. Advances in Additive Manufacturing and Joining, M. S. Shunmugam, and M. Kanthababu, eds., Springer Singapore, pp. 103-114
Naik, T. P., Rana, R. S., Mishra, R. R., Singh, I., and Sharma, A. K., "Parametric Optimization of FDM Process for Fabricating High-Strength PLA Parts," Proc. Advances in Engineering Design, P. K. Rakesh, A. K. Sharma, and I. Singh, eds., Springer Singapore, pp. 15-22
Lalegani Dezaki, M., Ariffin, M. K., Serjouei, A., Zolfagharian, A., Hatami, S., and Bodaghi, M., 2021, "Influence of Infill Patterns Generated by CAD and FDM 3D Printer on Surface Roughness and Tensile Strength Properties," Applied Sciences, 11(16)
Dave, H. K., Patel, B. H., Rajpurohit, S. R., Prajapati, A. R., and Nedelcu, D., 2021, "Effect of multi-infill patterns on tensile behavior of FDM printed parts," Journal of the Brazilian Society of Mechanical Sciences and Engineering, 43(1), p. 23
Heidari-Rarani, M., Ezati, N., Sadeghi, P., and Badrossamay, M. R., 2020, "Optimization of FDM process parameters for tensile properties of polylactic acid specimens using Taguchi design of experiment method," Journal of Thermoplastic Composite Materials, p. 0892705720964560
Tho N.H., Minh T.C., Tai N.P., “The effect of infill pattern, infill density, printing speed and temperature on the additive manufacturing process based on the FDM technology for the hook-shaped components”, Jurnal Polimesin, 18(1) (2020)
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Copyright (c) 2022 Nguyen Huu Tho
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(c) The Author(s). This article is distributed under a Creative Commons Attribution-ShareAlike 4.0 International License.
