Artificial Intelligence–Based Characterisation of Eco‐Friendly <scp>TiO<sub>2</sub></scp>‐Based Nanofluid Blended With <i>Moringa oleifera</i> Oil

ABSTRACT Characterisation of eco‐friendly biodegradable lubricant is a significant investigation in the replacement of the toxic mineral/synthetic oil that creates a negative impact on health. In this study, the nanoparticle titanium dioxide (TiO 2 ) was synthesised by the coprecipitate method and dispersed in the palm oil blended with Moringa oleifera seed oil (enriched palm oil‐EPO) to prepare a biodegradable lubricant. Structural and compositional analysis of TiO 2 nanoparticles was carried out using scanning electron microscope (SEM), X‐ray diffraction (XRD) and Fourier transform infrared spectroscopy analysis (FTIR). The biodegradable lubricant nature of TiO 2 dispersed at different volume fractions in EPO was investigated by varying viscosity and density with temperature (30°C–60°C), and the Brownian motion of the particle in the oil was studied through the diffusion constant, diffusion time and Brownian velocity. The biodegradable lubricant nature of TiO 2 has been analysed using machine learning (ML) techniques that categorise the lubricant nature of the blended oil.

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Publication Details

Journal
Lubrication Science
Published
2025-01-10
DOI
https://doi.org/10.1002/ls.1733
Primary Topic
Nanofluid Flow and Heat Transfer
Type
article
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article

Artificial Intelligence–Based Characterisation of Eco‐Friendly TiO2‐Based Nanofluid Blended With Moringa oleifera Oil

S. Amsavahini, G. Monisha, K. Ghousiya Begum, S. Rubalya Valantina et al.
Lubrication Science
Nanofluid Flow and Heat Transfer
article

Artificial Intelligence–Based Characterisation of Eco‐Friendly TiO2‐Based Nanofluid Blended With Moringa oleifera Oil

S. Amsavahini, G. Monisha, K. Ghousiya Begum, S. Rubalya Valantina, S.R. Janani
article en

Abstract

ABSTRACT Characterisation of eco‐friendly biodegradable lubricant is a significant investigation in the replacement of the toxic mineral/synthetic oil that creates a negative impact on health. In this study, the nanoparticle titanium dioxide (TiO 2 ) was synthesised by the coprecipitate method and dispersed in the palm oil blended with Moringa oleifera seed oil (enriched palm oil‐EPO) to prepare a biodegradable lubricant. Structural and compositional analysis of TiO 2 nanoparticles was carried out using scanning electron microscope (SEM), X‐ray diffraction (XRD) and Fourier transform infrared spectroscopy analysis (FTIR). The biodegradable lubricant nature of TiO 2 dispersed at different volume fractions in EPO was investigated by varying viscosity and density with temperature (30°C–60°C), and the Brownian motion of the particle in the oil was studied through the diffusion constant, diffusion time and Brownian velocity. The biodegradable lubricant nature of TiO 2 has been analysed using machine learning (ML) techniques that categorise the lubricant nature of the blended oil.

Lubrication ScienceVol. 37(4)
SASTRA University (IN)
Responsible consumption and production
Openalex Percentile: Top 100%
Nanofluid Flow and Heat Transfer
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Artificial Intelligence–Based Characterisation of Eco‐Friendly <scp>TiO<sub>2</sub></scp>‐Based Nanofluid Blended With <i>Moringa oleifera</i> Oil — S. Amsavahini, G. Monisha, et al. · Lubrication Science (2025) | TGRS Research Map | TGRS