Optimization of fused deposition modeling (FDM) process parameters for flexural strength

被引:18
|
作者
Dev, Saty [1 ]
Srivastava, Rajeev [1 ]
机构
[1] Motilal Nehru Natl Inst Technol Allahabad, Dept Mech Engn, Prayagraj 211004, UP, India
关键词
FDM; Parameters; Flexural strength; RSM-GA; MECHANICAL-PROPERTIES; PROPERTY; DESIGN;
D O I
10.1016/j.matpr.2021.02.436
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The mechanical properties of functional parts created by fused deposition modelling (FDM) technique are influenced by process variables. The optimum process conditions can provide the desired properties of part. The aim of this study is an experimental investigation and optimization of FDM process variables using a hybrid statistical approach to attain desired flexural strength. The hybrid approach combines response surface methodology (RSM) and genetic algorithm (GA). The test samples are manufactured using FDM type 3D printer. The dimensions of samples considered according to American Society for Testing and Materials (ASTM) D790 standard. The acrylic butadiene styrene (ABS) of standard grade is considered as manufacturing material. Three process parameters varying at three levels are, layer thickness (0.1-0.2-0.3 mm), nozzle temperature (220-230 -240 degrees C) and print head speed (30-50-70 mm/s) considered. The experiments have been planned using face cantered composite design (FCCD) in Minitab software. The flexural strength test has been performed on tinnitus Olsen UTM machine. Further hybrid approach RSM-GA is used to optimize the process parameters. The predicted flexural strength by RSM-GA is found 58.34 MPa which is validated through experiment. The percentage prediction error and mean absolute deviation are also calculated for the scientific validation of results. Copyright (C) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页码:3012 / 3016
页数:5
相关论文
共 50 条
  • [1] Effects of process parameters on the quality of PLA products fabricated by fused deposition modeling (FDM): surface roughness and tensile strength
    Altan, Mirigul
    Eryildiz, Meltem
    Gumus, Beril
    Kahraman, Yusuf
    [J]. MATERIALS TESTING, 2018, 60 (05) : 471 - 477
  • [2] Impact of fused deposition modeling (FDM) process parameters on strength of built parts using Taguchi’s design of experiments
    Uzair Khaleeq uz Zaman
    Emilien Boesch
    Ali Siadat
    Mickael Rivette
    Aamer Ahmed Baqai
    [J]. The International Journal of Advanced Manufacturing Technology, 2019, 101 : 1215 - 1226
  • [3] Impact of fused deposition modeling (FDM) process parameters on strength of built parts using Taguchi's design of experiments
    Zaman, Uzair Khaleeq Uz
    Boesch, Emilien
    Siadat, Ali
    Rivette, Mickael
    Baqai, Aamer Ahmed
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 101 (5-8): : 1215 - 1226
  • [4] Effect of fused deposition modelling (FDM) process parameters on tensile strength of carbon fibre PLA
    Rao, V. Durga Prasada
    Rajiv, P.
    Geethika, V. Navya
    [J]. MATERIALS TODAY-PROCEEDINGS, 2019, 18 : 2012 - 2018
  • [5] Optimizing Fused Deposition Modelling Process Parameters for Medical Grade Polymethylmethacrylate Flexural Strength
    Obaeed, Nareen Hafidh
    Hamdan, Wisam K.
    [J]. ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2024, 18 (01) : 349 - 359
  • [6] Detailed classification of FDM (Fused Deposition Modeling) process parameters and potentially affected Part characteristics
    Ouazzani, Khaoula
    El Jai, Mostapha
    Elfahime, Benaissa
    [J]. 2022 2ND INTERNATIONAL CONFERENCE ON INNOVATIVE RESEARCH IN APPLIED SCIENCE, ENGINEERING AND TECHNOLOGY (IRASET'2022), 2022, : 627 - 635
  • [7] Strength Optimization and Strength Prediction of Fused Deposition Modelled Specimens Based on Process Parameters
    Schwicker, Maurice P.
    Nikolov, Nikolay D.
    Haessel, Marco
    [J]. INTERNATIONAL JOURNAL OF MECHANICAL ENGINEERING AND ROBOTICS RESEARCH, 2022, 11 (07): : 527 - 534
  • [8] Multi-objective optimization of process parameters of Fused Deposition Modeling (FDM) for printing Polylactic Acid (PLA) polymer components
    Patil, Pooja
    Singh, Dharmendra
    Raykar, Sunil J.
    Bhamu, Jaiprakash
    [J]. MATERIALS TODAY-PROCEEDINGS, 2021, 45 : 4880 - 4885
  • [9] OPTIMIZATION OF SUPPORT MATERIAL AND BUILD TIME IN FUSED DEPOSITION MODELING (FDM)
    Kumar, G. Pavan
    Regalla, Srinivasa Prakash
    [J]. MECHANICAL AND AEROSPACE ENGINEERING, PTS 1-7, 2012, 110-116 : 2245 - 2251
  • [10] Image Monitoring Study on Fused Deposition Modeling (FDM) Fabrication Process
    Tsai, Hung-Yin
    Hsu, Wei-Yuan
    Chen, Yi-Hung
    Tsao, Che-Chih
    [J]. JOURNAL OF THE CHINESE SOCIETY OF MECHANICAL ENGINEERS, 2018, 39 (06): : 537 - 544