Abu Hannifa, Abdullah and Zulhelmi, Ismail and Wan Farhana, W. Idris and Zulsyazwan, Ahmad Khusairi and Mohd Khairul Nizam, Mohd Zuhan (2023) Combination of cellulose tissue paper and bleach-treated graphene in stiffness reinforcement of polyvinyl alcohol film. Diamond and Related Materials, 132 (109697). pp. 1-9. ISSN 0925-9635. (Published)
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Abstract
A pre-treatment of graphene with bleach is considered one of the possible purification methods after liquid-phase exfoliation. However, the effect of this treatment on the mechanical reinforcement strategy for polymer film is yet to be investigated to date. In this full work, the influence of the C/O ratio, ID/IG, and volume of graphene after combination with cellulose tissue on the resulting stiffness of polyvinyl alcohol (PVA) composite film has been extensively studied. It is noticed that the incorporation of 30 ml graphene that had been pre-treated for 3 h into PVA had produced the best increment in elastic modulus (1.6 GPa against 0.4 GPa) while a shorter pre-treatment duration of graphene (1 h) would require more graphene volume (40 ml) to match the previous stiffness improvement level. By using the collected experimental data (90 samples), we further modeled the effect of tissue and PVA mass, C/O ratio, ID/IG, and graphene volume on modulus using machine learning (ML) algorithms.
Item Type: | Article |
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Additional Information: | Indexed by Scopus |
Uncontrolled Keywords: | Graphene; Machine learning; Polyvinyl alcohol; Stiffness; Tissue paper |
Subjects: | Q Science > QD Chemistry T Technology > TP Chemical technology |
Faculty/Division: | Institute of Postgraduate Studies Centre for Advanced Intelligent Materials Faculty of Manufacturing and Mechatronic Engineering Technology |
Depositing User: | Mrs Norsaini Abdul Samat |
Date Deposited: | 19 Jun 2024 08:06 |
Last Modified: | 19 Jun 2024 08:06 |
URI: | http://umpir.ump.edu.my/id/eprint/41604 |
Download Statistic: | View Download Statistics |
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