ABOUT INDEXING EDITORIAL BOARD ARCHIVES AUTHOR GUIDELINES SUBMIT PAPER NEWS, EVENTS AUTHOR'S PAGE CONTACT
Materiale Plastice
Cite as: Mater. Plast.
https://doi.org/10.37358/Mat.Plast.1964

OSIM Nr. R102356
ISSN Print 0025-5289
ISSN Online 2668-8220
Materiale Plastice - Latest Issue

Latest Issue >>>
ARCHIVES
   Volume 61, 2024
   Volume 60, 2023
   Volume 59, 2022
   Volume 58, 2021
   Volume 57, 2020
   Volume 56, 2019
   Volume 55, 2018
   Volume 54, 2017
   Volume 53, 2016
   Volume 52, 2015
   Volume 51, 2014
   Volume 50, 2013
   Volume 49, 2012
   Volume 48, 2011
   Volume 47, 2010
   Volume 46, 2009
   Volume 45, 2008
   Volume 44, 2007
   Volume 43, 2006
   Volume 42, 2005
   Volume 41, 2004
   Volume 40, 2003
 
<<<< back

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: 2020/4/17
https://doi.org/10.37358/MP.20.1.5312
download pdf   Download Pdf Article
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. https://doi.org/10.37358/MP.20.1.5312

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}
}


Downloads number: 142
<<<< back
 
  Search Authors
Crossref Member Badge
 DOI  logo
 Gold Open Access | Source=http://www.plos.org/  | Author=art designer at PLoS
Creative Commons License