APPLICATIONS AND PERSPECTIVES FOR THE USE OF FIBERS VIA MACHINE LEARNING ASSISTED DATA MINING - part II

Authors

  • Johny Chantre da Silva UFRJ

DOI:

https://doi.org/10.55747/bjedis.v1i1.57220

Keywords:

Modification of plant fibers. Machine learning. Nanoscale modification. Data mining. Artificial intelligence.

Abstract

The use of vegetable fibers in place of synthetic fibers has been valued due to the wide applicability of these materials in the automotive, textile, packaging and construction industries This is due to the fact that they have properties such as: biodegradation, less abrasive, low density and excellent thermal, mechanical and acoustic properties. Thus, this document discusses the use of plant fibers as additives in polymeric matrices from a prospective analysis, via data mining, specific on the use of nanoparticles as additives in plant fibers and their characterizations and applications in the last 10 years (2011 to 2021) based on 3,000 articles made available in the SCOPUS and SCIENCE DIRECT databases. For this, an artificial intelligence algorithm, based on machine learning, implemented in the Vosviewer software was used. With it, it was observed the advance of the use of fibers of synthetic and vegetable origin, in recent years, focused on the field of health.

References

Assintecal. The green fiber market will grow 14.1% by 2026 and be worth $398 billion. 2019. Available in: https:// www.assintecal.org.br/noticias/1278/mercado-de-fibras-ecologicas-crescera-141-ate-2026-e-valera-us-398-bilhoes. Access: 12 Dec. 2021

Essabir, H.Bensalah, M.O; Rodrigue, D; Bouhfid, R; Qaiss, A. Structural, mechanical and thermal properties of bio-based hybrid composites from waste coir residues: Fibers and shell particles. Mechanics of Materials. [s/l]. v.93, p.134-144, 2016. Disponível em:https://www.sciencedirect.com/science/article/pii/S0167663615002276. Acesso: 25 mar. 2021.

Marinelli, A.L.; Monteiro, M.R; Ambrose, J.D; Branciforti, M.C.; Kobayashi, M; Nobre, A.D. Development of polymeric composites with natural plant fibers of biodiversity: a contribution to Amazonian sustainability. Polymers. v.18, no.2 São Carlos, 2008. Available in: https:// www.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282008000200005. Access on: 25 Mar. 2021.

Orue, A, Eceiza, A; Arbelaiz. A The effect of sisal fiber surface treatments, plasticizer addition and annealing process on the crystallization and the thermo-mechanical properties of poly(lactic acid) composites. Industrial Crops & Products.[ s/l]. 2018. Disponível em:https://www.sciencedirect.com/science/article/pii/S092666901830298X. Acesso em:25 mar. 2021.

Radovanovic, E; Fernandes, J.R; Moses, M.P.; Girotto, E.M;Favaro, S.L. Silica nanoparticles silanized as compatibleizing in sisal/polyethylene fiber composites. Polymers. [s/l]. v.27, p.61-69, 2017. Access at:https://www.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282017000700061. Access on: 25 Mar. 2021.

Silva, J.C; Oliveira, G.E; Toledo Filho, R.D; , F.G. Oil Spill Clean-Up Tool Based on Castor Oil and Coffee. Macromolecular Symposia. 2018. Disponível em: https://www.researchgate.net/publication/327063971_Oil_Spill_Clean- Up_Tool_Based_on_Castor_Oil_and_Coffee_Grounds_Magnetic_Resins. Acesso em: 25 mar. 2021.

www.vosviewer.com/documentation/Manual_VOSviewer_1.6.8.pdf. Access on: 25 Mar. 2021.

www.drive.google.com/drive/folders/1lZaKwR9rQbmL6_lPbMwbMInp-ep6rIoK?usp=sharing.

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Published

2023-12-29