Ultrasonic and artificial intelligence approach: Elastic behavior on the influences of ZnO in tellurite glass systems

Raise in the industrial development field required some simulation in order to predict the glass characterization before the pure materials of oxide are melted. This study uses artificial neural networks (ANN) model as a tool to simulate the elastic properties of the binary series ZnO-TeO2 glasses....

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Bibliographic Details
Published in:Journal of alloys and compounds 2020-09, Vol.835, p.155350, Article 155350
Main Authors: Effendy, Nuraidayani, Ab Aziz, Sidek Hj, Mohamed Kamari, Halimah, Mohd Zaid, Mohd Hafiz, Abdul Wahab, Siti Aisyah
Format: Article
Language:English
Subjects:
Artificial intelligence
Artificial neural network
Artificial neural networks
Computer simulation
Elastic analysis
Elastic properties
Glass
Industrial development
Microhardness
Modulus of elasticity
Poisson's ratio
Tellurite glass
Tellurium dioxide
Wave measurement
Zinc oxide
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Summary:Raise in the industrial development field required some simulation in order to predict the glass characterization before the pure materials of oxide are melted. This study uses artificial neural networks (ANN) model as a tool to simulate the elastic properties of the binary series ZnO-TeO2 glasses. This simulation would predict the density and elastic modulus variation include microhardness and Poisson’s ratio. The result from the ANN model was found to give an excellent good agreement with those experimental works of binary series xZnO-(100-x)TeO2 (x = 0, 5, 10, 15, 20, 25, 30 mol%) glass systems. From the ultrasonic wave measurement result, the substitution of ZnO which working as a network modifier towards TeO2 glass systems would break up the Te-O-Te bonds of TeO4 into the form TeO3 along with all the formation of NBO’s which give the impact in the elastic moduli analysis. •Fabrication of binary series xZnO-(100-x)TeO2 glass systems where x = 0, 5, 10, 15, 20, 25, 30 mole%.•XRD analysis has confirmed the amorphous phase of the glass series.•The density rises meanwhile molar volume reduces with the mole percentage of ZnO.•ZnO substitution towards TeO2 glass systems would break Te-O-Te bonds which give the impact in the elastic moduli analysis.•Elastic moduli give an excellent agreement between the measured and predicted value from the ANN model.
ISSN:0925-8388
1873-4669
DOI:10.1016/j.jallcom.2020.155350