Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method
In this study, the rheological behavior of MWCNT-Al2O3 (40:60)/SAE50 hybrid nano-lubricant was studied to identify the maximum drop, the maximum increase in viscosity (μnf), as well as how the parameters of temperature, ϕ and shear rate (γ˙) affect the μnf. Various methods theoretically show that th...
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doaj-2b074a66134b4b69938dad99b3a83e952021-09-25T05:07:38ZengElsevierJournal of Materials Research and Technology2238-78542021-11-011520592074Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface methodMohammad Hemmat Esfe0Saeed Esfandeh1Soheyl Alidoust2Davood Toghraie3Department of Mechanical Engineering, Imam Hossein University, Tehran, IranDepartment of Mechanical Engineering, Imam Hossein University, Tehran, IranDepartment of Mechanical Engineering, Imam Hossein University, Tehran, Iran; School of Chemistry, Damghan University, Damghan 36716-41167, IranDepartment of Mechanical Engineering, Khomeinishahr Branch, Islamic Azad University, Khomeinishahr, Iran; Corresponding author.In this study, the rheological behavior of MWCNT-Al2O3 (40:60)/SAE50 hybrid nano-lubricant was studied to identify the maximum drop, the maximum increase in viscosity (μnf), as well as how the parameters of temperature, ϕ and shear rate (γ˙) affect the μnf. Various methods theoretically show that the nano-lubricant has a flow of pseudo-plastic non-Newtonian fluids. Statistical reports show that the highest increase and decrease in μnf of nano-lubricant compared to the base fluid in ϕ = 1%, T = 30 °C and γ=˙ 6665 s−1 (equivalent to high engine speed) and ϕ = 0.0625%, T = 25 °C and γ=˙ 3999 s−1 (equivalent to low engine speed) are occurred, which are equal to 38.76% and −5.14%, respectively. To predict the dependent variable data, a three-variable-quadratic model was presented with the RSM method with an R-Squared = 0.9997. The margin of deviation for data was determined in the range of −2.41% <MOD <3.13%. Using numerical simulation, it was found that with increasing the ϕ, the pressure drop of the flow and the applied shear stress to the wall of the pipe increase.http://www.sciencedirect.com/science/article/pii/S2238785421009054Hybrid nano-lubricantsViscosityComparative studyRheological behaviorRSM |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mohammad Hemmat Esfe Saeed Esfandeh Soheyl Alidoust Davood Toghraie |
spellingShingle |
Mohammad Hemmat Esfe Saeed Esfandeh Soheyl Alidoust Davood Toghraie Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method Journal of Materials Research and Technology Hybrid nano-lubricants Viscosity Comparative study Rheological behavior RSM |
author_facet |
Mohammad Hemmat Esfe Saeed Esfandeh Soheyl Alidoust Davood Toghraie |
author_sort |
Mohammad Hemmat Esfe |
title |
Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
title_short |
Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
title_full |
Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
title_fullStr |
Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
title_full_unstemmed |
Experimental study of rheological characteristics of MWCNT-Al2O3 (40:60) / SAE50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
title_sort |
experimental study of rheological characteristics of mwcnt-al2o3 (40:60) / sae50 hybrid nano-lubricant to identify optimal lubrication conditions and post-processing of results using the response surface method |
publisher |
Elsevier |
series |
Journal of Materials Research and Technology |
issn |
2238-7854 |
publishDate |
2021-11-01 |
description |
In this study, the rheological behavior of MWCNT-Al2O3 (40:60)/SAE50 hybrid nano-lubricant was studied to identify the maximum drop, the maximum increase in viscosity (μnf), as well as how the parameters of temperature, ϕ and shear rate (γ˙) affect the μnf. Various methods theoretically show that the nano-lubricant has a flow of pseudo-plastic non-Newtonian fluids. Statistical reports show that the highest increase and decrease in μnf of nano-lubricant compared to the base fluid in ϕ = 1%, T = 30 °C and γ=˙ 6665 s−1 (equivalent to high engine speed) and ϕ = 0.0625%, T = 25 °C and γ=˙ 3999 s−1 (equivalent to low engine speed) are occurred, which are equal to 38.76% and −5.14%, respectively. To predict the dependent variable data, a three-variable-quadratic model was presented with the RSM method with an R-Squared = 0.9997. The margin of deviation for data was determined in the range of −2.41% <MOD <3.13%. Using numerical simulation, it was found that with increasing the ϕ, the pressure drop of the flow and the applied shear stress to the wall of the pipe increase. |
topic |
Hybrid nano-lubricants Viscosity Comparative study Rheological behavior RSM |
url |
http://www.sciencedirect.com/science/article/pii/S2238785421009054 |
work_keys_str_mv |
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1717369046318448640 |