Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N

Non-Newtonian fluids include a variety of regularly encountered substances such as custard, honey, toothpaste, starch suspensions (including starch from corn starch), paint, blood, melted butter, and hairspray. For decades, scientists have investigated non-Newtonian fluid behavior and produced model...

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Main Author: Shukor, Mohd Yunus
Format: Article
Published: Hibiscus Publisher 2021
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author Shukor, Mohd Yunus
author_facet Shukor, Mohd Yunus
author_sort Shukor, Mohd Yunus
collection UPM
description Non-Newtonian fluids include a variety of regularly encountered substances such as custard, honey, toothpaste, starch suspensions (including starch from corn starch), paint, blood, melted butter, and hairspray. For decades, scientists have investigated non-Newtonian fluid behavior and produced models to aid in the characterization of non-Newtonian fluid behavior. In addition to data interpolation and extrapolation, the outputs of these models may be utilized for material classification based on model parameters and aid with the simulation of computational fluid dynamics. The Carreau-Yasuda model fitted to the rheological behavior of the non-Newtonian fluid1-butyl-3-methylimidazolium bis(trifluoromethylsulfonyl) imide ([emim][TF2N]) was checked for its conformation to the normal distribution of its residual using the normality tests , which was found not to pass all of the test. After checking for the presence of an outlier using the Grubbs ‘test, no outlier was detected. The ROUT method was then applied to detect the presence of outliers and three outliers were found and removed. The normality checks performed on the cleaned residues gave acceptable results in terms of normality tests and visual conformation of the residual, Q-Q plot and overlaid normality curve to the histogram, indicating that the model is now appropriate for the data.
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spelling upm.eprints-944812022-11-29T01:49:06Z http://psasir.upm.edu.my/id/eprint/94481/ Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N Shukor, Mohd Yunus Non-Newtonian fluids include a variety of regularly encountered substances such as custard, honey, toothpaste, starch suspensions (including starch from corn starch), paint, blood, melted butter, and hairspray. For decades, scientists have investigated non-Newtonian fluid behavior and produced models to aid in the characterization of non-Newtonian fluid behavior. In addition to data interpolation and extrapolation, the outputs of these models may be utilized for material classification based on model parameters and aid with the simulation of computational fluid dynamics. The Carreau-Yasuda model fitted to the rheological behavior of the non-Newtonian fluid1-butyl-3-methylimidazolium bis(trifluoromethylsulfonyl) imide ([emim][TF2N]) was checked for its conformation to the normal distribution of its residual using the normality tests , which was found not to pass all of the test. After checking for the presence of an outlier using the Grubbs ‘test, no outlier was detected. The ROUT method was then applied to detect the presence of outliers and three outliers were found and removed. The normality checks performed on the cleaned residues gave acceptable results in terms of normality tests and visual conformation of the residual, Q-Q plot and overlaid normality curve to the histogram, indicating that the model is now appropriate for the data. Hibiscus Publisher 2021-07 Article PeerReviewed Shukor, Mohd Yunus (2021) Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N. Bioremediation Science and Technology Research, 9 (1). 20 - 26. ISSN 2289-5892 https://journal.hibiscuspublisher.com/index.php/BSTR/article/view/593 10.54987/bstr.v9i1.593
spellingShingle Shukor, Mohd Yunus
Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title_full Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title_fullStr Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title_full_unstemmed Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title_short Outlier and normality testing of the residuals from the Carreau-Yasuda model in fitting the rheological behavior of the non-Newtonian fluid TF2N
title_sort outlier and normality testing of the residuals from the carreau yasuda model in fitting the rheological behavior of the non newtonian fluid tf2n
work_keys_str_mv AT shukormohdyunus outlierandnormalitytestingoftheresidualsfromthecarreauyasudamodelinfittingtherheologicalbehaviorofthenonnewtonianfluidtf2n