An experimental and modelling approach to proclaim sustainable machining using avocado oil-based nano-cutting fluids

Higher-end science and technology facilitate the human community with a sophisticated life despite it curses by abundant pollution. The alarming demand for sustainability pressurizes the manufacturing sector to ensure sustainable manufacturing. Since Molybdenum di sulfide (MoS<sub>2</sub>) and avocado oil are known solid and liquid lubricants respectively, hence, it is a worthwhile attempt to implement the bio-based degradable avocado oil enriched with nano Molybdenum di sulfide (nMoS<sub>2</sub>) particles as a potential machining fluid for CNC-end milling. Different proportions of avocado oil and nMoS<sub>2</sub> were used to synthesise four distinct machining fluids to assess the individual impact of avocado oil and nMoS<sub>2</sub> particles. The emulsification and sonication were employed to synthesise the fluids. A hybrid Grey Relational Analysis (GRA) coupled with Principal Component Analysis (PCA) was followed to scrutiny the effect of novel machining fluid on machining objectives. The experimental results of physio-chemical properties revealed that avocado-rich 0.5% nMoS<sub>2</sub> excels among others. The L<sub>16</sub> orthogonal array experiments associated with statistical analysis explored the developed machining fluid (A6W4/0.5) that significantly impacts the machining objectives. The experimental results manifest that nearly 64.87% of surface roughness and 93.3% of tool wear have been reduced during machining in the presence of A6W4/0.5 fluid than A4W6/0.75. The improved performance of the novel machining fluid upholds its potential to replace conventional fluids and ensure green manufacturing.

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Publication Details

Journal
Scientific Reports
Published
2025-01-10
DOI
https://doi.org/10.1038/s41598-024-84309-z
Citations
2
Primary Topic
Advanced machining processes and optimization
Type
article
Field-Weighted Citation Impact
1.43

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article

An experimental and modelling approach to proclaim sustainable machining using avocado oil-based nano-cutting fluids

Rajakrishnan Rajagopal, Kiran Shahapurkar, Muhammad Nasir Bashir, Jana Petrů et al.
2 citations
Scientific Reports
Advanced machining processes and optimization
1.43
article

An experimental and modelling approach to proclaim sustainable machining using avocado oil-based nano-cutting fluids

Rajakrishnan Rajagopal, Kiran Shahapurkar, Muhammad Nasir Bashir, Jana Petrů, Venkatesh Chenrayan, Manzoore Elahi M. Soudagar, Gezahgn Gebremaryam, Vijayabhaskara Rao Bhaviripudi, Abera Ayza Anebo
article en
2 citations

Abstract

Higher-end science and technology facilitate the human community with a sophisticated life despite it curses by abundant pollution. The alarming demand for sustainability pressurizes the manufacturing sector to ensure sustainable manufacturing. Since Molybdenum di sulfide (MoS<sub>2</sub>) and avocado oil are known solid and liquid lubricants respectively, hence, it is a worthwhile attempt to implement the bio-based degradable avocado oil enriched with nano Molybdenum di sulfide (nMoS<sub>2</sub>) particles as a potential machining fluid for CNC-end milling. Different proportions of avocado oil and nMoS<sub>2</sub> were used to synthesise four distinct machining fluids to assess the individual impact of avocado oil and nMoS<sub>2</sub> particles. The emulsification and sonication were employed to synthesise the fluids. A hybrid Grey Relational Analysis (GRA) coupled with Principal Component Analysis (PCA) was followed to scrutiny the effect of novel machining fluid on machining objectives. The experimental results of physio-chemical properties revealed that avocado-rich 0.5% nMoS<sub>2</sub> excels among others. The L<sub>16</sub> orthogonal array experiments associated with statistical analysis explored the developed machining fluid (A6W4/0.5) that significantly impacts the machining objectives. The experimental results manifest that nearly 64.87% of surface roughness and 93.3% of tool wear have been reduced during machining in the presence of A6W4/0.5 fluid than A4W6/0.75. The improved performance of the novel machining fluid upholds its potential to replace conventional fluids and ensure green manufacturing.

Scientific ReportsVol. 15(1)
Lovely Professional University (IN), VSB - Technical University of Ostrava (CZ), Alliance University (IN), King Saud University (SA), Lishui University (CN), Wolaita Sodo University (ET), Metropolitan University of Technology (CL), Chitkara University (IN), Saveetha University (IN)
European Commission, King Saud University
Responsible consumption and production
Openalex Percentile: Top 23%
Advanced machining processes and optimization
1.43
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