Experimental study rheological behavior of MWCNT (10%)-TiO2 (90%)/SAE40 hybrid nano-lubricants (HNLs) post-processing of the results with response surface methodology (RSM)
In this study, which was approached with an industrial approach, for the first time, the rheological behavior of hybrid nano-lubricants (HNLs) with the formulation MWCNT (10%)-TiO 2 (90%)/SAE40 was investigated experimentally, statistically and numerically. Nano-solution study conditions were perfor...
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Veröffentlicht in: | The Korean journal of chemical engineering 2023, 40(4), 277, pp.935-942 |
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Hauptverfasser: | , , , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In this study, which was approached with an industrial approach, for the first time, the rheological behavior of hybrid nano-lubricants (HNLs) with the formulation MWCNT (10%)-TiO
2
(90%)/SAE40 was investigated experimentally, statistically and numerically. Nano-solution study conditions were performed in six solid volume fractions (=0.0625% to 1%) and a temperature range of T=25 to 50 °C. Quantitative statistics of laboratory studies show that the maximum and minimum viscosity of HNLs relative to the base oil increase and decrease by 29.6%, −13.40%, respectively. To predict the experimental data, to provide a correlation relationship and to establish a relationship between the target response and the effective variables, response surface methodology (RSM) with a three-point model and coefficient of determination 0.9986 was used. |
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ISSN: | 0256-1115 1975-7220 |
DOI: | 10.1007/s11814-022-1268-z |