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Materiale Plastice
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https://doi.org/10.37358/Mat.Plast.1964

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Materiale Plastice (Mater. Plast.), Year 2020, Volume 57, Issue 1, 57-68

https://doi.org/10.37358/MP.20.1.5312

Florin Susac, Felicia Stan

Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA


Abstract:
In this paper, experimental investigation, modeling and optimization of the drilling of PMMA are performed using the Taguchi Design of Experiments (DOE), analysis of variance (ANOVA) and artificial neural networks (ANN) methods. Drilling experiments were conducted on PMMA to assess the impact of process parameters (drill diameter, spindle speed, and feed rate) on the hole-quality characteristics (surface roughness, circularity error, and cylindricity error). ANOVA was performed to identify the drilling parameters that have a statistically significant influence on the hole-quality characteristics. A predictive model for the hole-quality characteristics was derived using a four-layer ANN with a backpropagation algorithm and a sigmoidal transfer function at the hidden layers. The ANN model was able to accurately predict the hole-quality parameters with the absolute mean relative errors of the testing data in the limits of 3 to 7%. Based on the experimental results and analytical modeling, it was found that drilling of PMMA requires lower spindle speed and high feed rate when the integrity of the drill hole is the main quality criterion.


Keywords:
Drilling; ANOVA; ANN; Surface roughness; PMMA

Issue: 2020 Volume 57, Issue 1
Pages: 57-68
Publication date: 17/04/2020
https://doi.org/10.37358/MP.20.1.5312
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Creative Commons License
This article is published under the Creative Commons Attribution 4.0 International License
Citation Styles
Cite this article as:
SUSAC, F., STAN, F., Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA, Mater. Plast., 57(1), 2020, 57-68.

Vancouver
Susac F, Stan F. Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA. Mater. Plast.[internet]. 2020 Jan;57(1):57-68. Available from: https://doi.org/10.37358/MP.20.1.5312


APA 6th edition
Susac, F., Stan, F. (2020). Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA. Materiale Plastice, 57(1), 57-68. https://doi.org/10.37358/MP.20.1.5312


Harvard
Susac, F., Stan, F. (2020). 'Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA', Materiale Plastice, 57(1), pp. 57-68. https://doi.org/10.37358/MP.20.1.5312


IEEE
F. Susac, F. Stan, "Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA". Materiale Plastice, vol. 57, no. 1, pp. 57-68, 2020. [online]. https://doi.org/10.37358/MP.20.1.5312


Text
Florin Susac, Felicia Stan,
Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA,
Materiale Plastice,
Volume 57, Issue 1,
2020,
Pages 57-68,
ISSN 2668-8220,
https://doi.org/10.37358/MP.20.1.5312.
(https://revmaterialeplastice.ro/Articles.asp?ID=5312)
Keywords: Drilling; ANOVA; ANN; Surface roughness; PMMA


RIS
TY - JOUR
T1 - Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA
A1 - Susac, Florin
A2 - Stan, Felicia
JF - Materiale Plastice
JO - Mater. Plast.
PB - Materiale Plastice SRL
SN - 2668-8220
Y1 - 2020
VL - 57
IS - 1
SP - 57
EP - 68
UR - https://doi.org/10.37358/MP.20.1.5312
KW - Drilling
KW - ANOVA
KW - ANN
KW - Surface roughness
KW - PMMA
ER -


BibTex
@article{MatPlast2020P57,
author = {Susac Florin and Stan Felicia},
title = {Experimental Investigation, Modeling and Optimization of Circularity, Cylindricity and Surface Roughness in Drilling of PMMA Using ANN and ANOVA},
journal = {Materiale Plastice},
volume = {57},
number = {1},
pages = {57-68},
year = {2020},
issn = {2668-8220},
doi = {https://doi.org/10.37358/MP.20.1.5312},
url = {https://revmaterialeplastice.ro/Articles.asp?ID=5312}
}
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