Abstract

Three-dimensional printing technology has become one of the key areas of Industry 4.0, as it allows complex geometries to be produced on site without wasting material. However, there are still shortcomings in terms of product quality and cost. Because dimensional accuracy is one of the most important parameters for product quality, researchers are working to improve dimensional accuracy. However, most studies have focused on the dimensional accuracy of holes in the z-axis. Because additive manufacturing is a layer-by-layer manufacturing method, the dimensional accuracy of holes in the x- and y-axes will be very different from that of holes in the z-axis. In this study, the effect of printing parameters on the dimensional accuracy of holes of different diameters and axes produced by additive manufacturing from different materials was investigated. The Taguchi experimental design was used to avoid wastage of material and time. Analysis of variance was used to determine the most effective parameter, and the experimental results were estimated using artificial neural networks. Because of this study, it was concluded that it is not possible to find a single optimum parameter for holes with different axes and diameters. It was observed that as the hole diameter decreased, the heat generated during production affected the dimensional accuracy by heating the previous hole surfaces, and even small holes were not formed in some parameters.

References

1.
Pérez
M.
,
Carou
D.
,
Rubio
E. M.
, and
Teti
R.
, “
Current Advances in Additive Manufacturing
,”
Procedia CIRP
88
(
2020
):
439
444
, https://doi.org/10.1016/j.procir.2020.05.076
2.
Frazier
W. E.
, “
Metal Additive Manufacturing: A Review
,”
Journal of Materials Engineering and Performance
23
, no. 
6
(June
2014
):
1917
1928
, https://doi.org/10.1007/s11665-014-0958-z
3.
Martucci
A.
,
Aversa
A.
, and
Lombardi
M.
, “
Ongoing Challenges of Laser-Based Powder Bed Fusion Processing of Al Alloys and Potential Solutions from the Literature—A Review
,”
Materials
16
, no. 
3
(February
2023
): 1084, https://doi.org/10.3390/ma16031084
4.
Dilberoglu
U. M.
,
Gharehpapagh
B.
,
Yaman
U.
, and
Dolen
M.
, “
The Role of Additive Manufacturing in the Era of Industry 4.0
,”
Procedia Manufacturing
11
(
2017
):
545
554
, https://doi.org/10.1016/j.promfg.2017.07.148
5.
Jariwala
S. H.
,
Lewis
G. S.
,
Bushman
Z. J.
,
Adair
J. H.
, and
Donahue
H. J.
, “
3D Printing of Personalized Artificial Bone Scaffolds
,”
3D Printing and Additive Manufacturing
,
2
, no. 
2
(June
2015
):
56
64
, https://doi.org/10.1089/3dp.2015.0001
6.
Liu
F.
,
Wang
W.
,
Hinduja
S.
, and
Bártolo
P. J.
, “
Hybrid Additive Manufacturing System for Zonal Plasma-Treated Scaffolds
,”
3D Printing and Additive Manufacturing
,
5
, no. 
3
(September
2018
):
205
213
, https://doi.org/10.1089/3dp.2018.0056
7.
White
J.
,
Foley
M.
, and
Rowley
A.
, “
A Novel Approach to 3D-Printed Fabrics and Garments
,”
3D Printing and Additive Manufacturing
,
2
, no. 
3
(September
2015
): 14
5
149
, https://doi.org/10.1089/3dp.2015.0019
8.
Nazir
A.
and
Jeng
J.-Y.
, “
A High-Speed Additive Manufacturing Approach for Achieving High Printing Speed and Accuracy
,”
Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science
234
, no. 
14
(July
2020
):
2741
2749
, https://doi.org/10.1177/0954406219861664
9.
Bayraklilar
M. S.
, “
Dimensional Accuracy of Acrylonitrile Butadiene Styrene Material Produced by Additive Manufacturing Method
,”
Journal of Materials Engineering and Performance
33
, no. 
5
(March
2024
):
2531
2551
, https://doi.org/10.1007/s11665-023-08205-9
10.
Parpala
R. C.
,
Popescu
D.
, and
Pupaza
C.
, “
Infill Parameters Influence over the Natural Frequencies of ABS Specimens Obtained by Extrusion-Based 3D Printing
,”
Rapid Prototyping Journal
27
, no. 
6
(July
2021
):
1273
1285
, https://doi.org/10.1108/RPJ-05-2020-0110
11.
Popescu
D.
,
Baciu
F.
,
Amza
C. G.
,
Cotrut
C. M.
, and
Marinescu
R.
, “
The Effect of Disinfectants Absorption and Medical Decontamination on the Mechanical Performance of 3D-Printed ABS Parts
,”
Polymers
13
, no. 
23
(December
2021
): 4249, https://doi.org/10.3390/polym13234249
12.
Provaggi
E.
,
Capelli
C.
,
Rahmani
B.
,
Burriesci
G.
, and
Kalaskar
D. M.
, “
3D Printing Assisted Finite Element Analysis for Optimising the Manufacturing Parameters of a Lumbar Fusion Cage
,”
Materials & Design
163
(February
2019
): 107540, https://doi.org/10.1016/j.matdes.2018.107540
13.
Kim
T.
,
Lee
S.
,
Kim
G. B.
,
Hong
D.
,
Kwon
J.
,
Park
J.-W.
, and
Kim
N.
, “
Accuracy of a Simplified 3D-Printed Implant Surgical Guide
,”
The Journal of Prosthetic Dentistry
124
, no. 
2
(August
2020
): 195–201.e2, https://doi.org/10.1016/j.prosdent.2019.06.006
14.
Moylan
S.
,
Cooke
A.
,
Jurrens
K.
,
Slotwinski
J.
, and
Donmez
M. A.
,
A Review of Test Artifacts for Additive Manufacturing, NISTIR 7858
(
Gaithersburg, MD
:
National Institute of Standards and Technology
,
2012
), https://doi.org/10.6028/NIST.IR.7858
15.
Rebaioli
L.
and
Fassi
I.
, “
A Review on Benchmark Artifacts for Evaluating the Geometrical Performance of Additive Manufacturing Processes
,”
The International Journal of Advanced Manufacturing Technology
93
, no. 
5
(November
2017
):
2571
2598
, https://doi.org/10.1007/s00170-017-0570-0
16.
Pilipović
A.
,
Baršić
G.
,
Katić
M.
, and
Rujnić Havstad
M.
, “
Repeatability and Reproducibility Assessment of a PolyJet Technology Using X-ray Computed Tomography
,”
Applied Sciences
10
, no. 
20
(October
2020
): 7040, https://doi.org/10.3390/app10207040
17.
Hanon
M. M.
,
Zsidai
L.
, and
Ma
Q.
, “
Accuracy Investigation of 3D Printed PLA with Various Process Parameters and Different Colors
,”
Materials Today: Proceedings
42
, Part 
5
(
2021
):
3089
3096
, https://doi.org/10.1016/j.matpr.2020.12.1246
18.
Nuñez
P. J.
,
Rivas
A.
,
García-Plaza
E.
,
Beamud
E.
, and
Sanz-Lobera
A.
, “
Dimensional and Surface Texture Characterization in Fused Deposition Modelling (FDM) with ABS Plus
,”
Procedia Engineering
132
(
2015
):
856
863
, https://doi.org/10.1016/j.proeng.2015.12.570
19.
Górski
F.
,
Kuczko
W.
, and
Wichniarek
R.
, “
Influence of Process Parameters on Dimensional Accuracy of Parts Manufactured Using Fused Deposition Modelling Technology
,”
Advances in Science and Technology Research Journal
7
, no. 
19
(September
2013
):
27
35
, https://doi.org/10.5604/20804075.1062340
20.
Zhu
Q.
,
Liu
Y.
,
Cai
Y.
, and
Wu
M.
, “
Research on the Shrinkage of Model with Hole in PLA Material Based on the FDM 3D Printing
,” in
2017 Sixth International Conference on Measurement, Instrumentation and Automation
(
Amsterdam, The Netherlands
:
Atlantis Press
,
2017
),
547
551
, https://doi.org/10.2991/icmia-17.2017.95
21.
Herath
H. M. D. B.
,
Thalagala
S.
, and
Gamage
P.
, “
Enhancing the Dimensional Accuracy of Components Fabricated Using Rapid Prototyping Technique by Optimizing Machine Parameters of a 3D Printer
,” in
2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM)
(
Piscataway, NJ
:
Institute of Electrical and Electronics Engineers
,
2019
),
1379
1383
, https://doi.org/10.1109/IEEM44572.2019.8978854
22.
Hernandez
D. D.
, “
Factors Affecting Dimensional Precision of Consumer 3D Printing
,”
International Journal of Aviation, Aeronautics, and Aerospace
2
, no. 
4
(
2015
): 2, https://doi.org/10.15394/ijaaa.2015.1085
23.
Knoop
F.
and
Schoppner
V.
, “
Geometrical Accuracy of Holes and Cylinders Manufactured with Fused Deposition Modeling
,” in
28th Annual International Solid Freeform Fabrication Symposium
(
Austin, TX
:
University of Texas at Austin
,
2017
),
2757
2776
, https://doi.org/10.26153/tsw/16990
24.
Popescu
D.
,
Gheorghe Amza
C.
,
Marinescu
R.
,
Cristiana Iacob
M.
, and
Luminiţa Căruţaşu
N.
, “
Investigations on Factors Affecting 3D-Printed Holes Dimensional Accuracy and Repeatability
,”
Applied Sciences
13
, no. 
1
(January
2023
): 41, https://doi.org/10.3390/app13010041
25.
Sevindir
M. K.
,
Gönül
A.
,
Çebi
A.
, and
Mercan
H.
, “
Artificial Neural Network Techniques for the Determination of Condensation Nusselt Number in Horizontal Smooth Tubes
,”
Süleyman Demirel University Journal of Natural and Applied Sciences
23
, no. 
3
(December
2019
):
871
877
, https://doi.org/10.19113/sdufenbed.503829
26.
Nancharaiah
T.
,
Raju
R.
, and
Raju
R.
, “
An Experimental Investigation on Surface Quality and Dimensional Accuracy of FDM Components
,”
International Journal on Emerging Technologies
,
1
, no. 
2
(
2010
):
106
111
.
27.
Anthony
I. A.
,
Itoro
T. M.
,
Ikpang
I. N.
, and
Nsikak
S.
, “
On the Goodness of Four Types of Organic Fertilizers Using the Split Plot Design and the Two-Way Block Design with Interactions
,”
American Journal of Applied Mathematics and Statistics
5
, no. 
4
(
2017
):
136
144
, https://doi.org/10.12691/ajams-5-4-4
28.
Ulewicz
R.
,
Szataniak
P.
,
Novy
F.
,
Trsko
L.
, and
Bokuvka
O.
, “
Fatigue Characteristics of Structural Steels in the Gigacycle Region of Loading
,”
Materials Today: Proceedings
4
, no. 
5
(
2017
):
5979
5984
, https://doi.org/10.1016/j.matpr.2017.06.081
29.
Tuncel
O.
and
Aydin
H.
, “
Optimization of Nd:YAG Laser Welding Factors of Cold Rolled Strenx 700 CR Steel by Taguchi Method
,”
Cukurova University Journal of the Faculty of Engineering
,
38
, no. 
1
(March
2023
):
85
92
, https://doi.org/10.21605/cukurovaumfd.1273719
30.
Ling
Y.
,
Ni
J.
,
Antonissen
J.
,
Ben Hamouda
H.
,
Vande Voorde
J.
, and
Abdel Wahab
M.
, “
Numerical Prediction of Microstructure and Hardness for Low Carbon Steel Wire Arc Additive Manufacturing Components
,”
Simulation Modelling Practice and Theory
122
(January
2023
): 102664, https://doi.org/10.1016/j.simpat.2022.102664
31.
Moradi
M.
,
Beygi
R.
,
Mohd Yusof
N.
,
Amiri
A.
,
da Silva
L. F. M.
, and
Sharif
S.
, “
3D Printing of Acrylonitrile Butadiene Styrene by Fused Deposition Modeling: Artificial Neural Network and Response Surface Method Analyses
,”
Journal of Materials Engineering and Performance
32
, no. 
4
(February
2023
):
2016
2028
, https://doi.org/10.1007/s11665-022-07250-0
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