Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)

Quantitative Structure-Properties Relationship (QSPR) and molecular dynamics simulations studies were carried out on the 53 lubricating oil additives and hydrogen-containing DLC (a-C: H). Good QSPR model was developed along with squared correlation coefficient (R2), adjusted squared correlation coef...

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Main Authors: Usman Abdulfatai, Adamu Uzairu, Sani Uba, Gideon Adamu Shallangwa
Format: Article
Language:English
Published: Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR 2020-08-01
Series:Iranian Journal of Chemistry & Chemical Engineering
Subjects:
Online Access:http://www.ijcce.ac.ir/article_38358_19cf62f0195536d1c237c0edb55c088a.pdf
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spelling doaj-8d6bfd0927bc47c5bba5ea157cffaf552021-01-23T19:52:30ZengIranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECRIranian Journal of Chemistry & Chemical Engineering 1021-99861021-99862020-08-0139428129510.30492/ijcce.2020.3835838358Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)Usman Abdulfatai0Adamu Uzairu1Sani Uba2Gideon Adamu Shallangwa3Department of Chemistry, Ahmadu Bello University P.M.B. 1044, Zaria, NIGERIADepartment of Chemistry, Ahmadu Bello University P.M.B. 1044, Zaria, NIGERIADepartment of Chemistry, Ahmadu Bello University P.M.B. 1044, Zaria, NIGERIADepartment of Chemistry, Ahmadu Bello University P.M.B. 1044, Zaria, NIGERIAQuantitative Structure-Properties Relationship (QSPR) and molecular dynamics simulations studies were carried out on the 53 lubricating oil additives and hydrogen-containing DLC (a-C: H). Good QSPR model was developed along with squared correlation coefficient (R2), adjusted squared correlation coefficient (R2adj), leave one out cross-validation coefficient (Q2) and the external validation (R2ext) of values 0.807208, 0.763674, 0.68867 and 0.6297 respectively which shows that model I was reliable and satisfactory. Molecular dynamics simulation binding energy calculations between the lubricant additives and the hydrogen-containing DLC (a-C: H) crystals surface revealed that the best molecular dynamic binding energy was found to be -2112.06 kcal/mol and was found to be better than the one reported by other researchers. Moreover, the lubricant additive with compound number 50** (S-(2-(benzo[d]thiazol-2-ylamino)-2-oxoethyl) O-hexyl carbonodithioate) was found to have the best molecular dynamic binding energy of -2112.06 kcal/mol which conformed with excellent best-normalized onset temperature (Tonset) 2.467K of the same compound. Moreover, Table 7 revealed that the time(s) used for every simulation varies from 12683.13s to 138841.09s for all the studied additives. This investigation will help in rational additive design and synthesis of new and better lubricant additives with predetermined promising binding energy and onset temperature (Tonset) and will provide valuable information for the understanding of dynamic binding energy between DLC substrate and the new compounds and will give the way toward the discovery of novel lubricating oil additives that can withstand high dynamic working temperature and also resist wearing and frictions.http://www.ijcce.ac.ir/article_38358_19cf62f0195536d1c237c0edb55c088a.pdfqsprlubricant additive: diamond-like-carbon (dlc): hydrogen-containing dlc (a-c: h): density functional theory: genetic function algorithm: molecular dynamic
collection DOAJ
language English
format Article
sources DOAJ
author Usman Abdulfatai
Adamu Uzairu
Sani Uba
Gideon Adamu Shallangwa
spellingShingle Usman Abdulfatai
Adamu Uzairu
Sani Uba
Gideon Adamu Shallangwa
Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
Iranian Journal of Chemistry & Chemical Engineering
qspr
lubricant additive: diamond-like-carbon (dlc): hydrogen-containing dlc (a-c: h): density functional theory: genetic function algorithm: molecular dynamic
author_facet Usman Abdulfatai
Adamu Uzairu
Sani Uba
Gideon Adamu Shallangwa
author_sort Usman Abdulfatai
title Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
title_short Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
title_full Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
title_fullStr Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
title_full_unstemmed Quantitative Structure-Properties Relationship of Lubricating Oil Additives and Molecular Dynamic Simulations Studies of Diamond-Like-Carbon (DLC)
title_sort quantitative structure-properties relationship of lubricating oil additives and molecular dynamic simulations studies of diamond-like-carbon (dlc)
publisher Iranian Institute of Research and Development in Chemical Industries (IRDCI)-ACECR
series Iranian Journal of Chemistry & Chemical Engineering
issn 1021-9986
1021-9986
publishDate 2020-08-01
description Quantitative Structure-Properties Relationship (QSPR) and molecular dynamics simulations studies were carried out on the 53 lubricating oil additives and hydrogen-containing DLC (a-C: H). Good QSPR model was developed along with squared correlation coefficient (R2), adjusted squared correlation coefficient (R2adj), leave one out cross-validation coefficient (Q2) and the external validation (R2ext) of values 0.807208, 0.763674, 0.68867 and 0.6297 respectively which shows that model I was reliable and satisfactory. Molecular dynamics simulation binding energy calculations between the lubricant additives and the hydrogen-containing DLC (a-C: H) crystals surface revealed that the best molecular dynamic binding energy was found to be -2112.06 kcal/mol and was found to be better than the one reported by other researchers. Moreover, the lubricant additive with compound number 50** (S-(2-(benzo[d]thiazol-2-ylamino)-2-oxoethyl) O-hexyl carbonodithioate) was found to have the best molecular dynamic binding energy of -2112.06 kcal/mol which conformed with excellent best-normalized onset temperature (Tonset) 2.467K of the same compound. Moreover, Table 7 revealed that the time(s) used for every simulation varies from 12683.13s to 138841.09s for all the studied additives. This investigation will help in rational additive design and synthesis of new and better lubricant additives with predetermined promising binding energy and onset temperature (Tonset) and will provide valuable information for the understanding of dynamic binding energy between DLC substrate and the new compounds and will give the way toward the discovery of novel lubricating oil additives that can withstand high dynamic working temperature and also resist wearing and frictions.
topic qspr
lubricant additive: diamond-like-carbon (dlc): hydrogen-containing dlc (a-c: h): density functional theory: genetic function algorithm: molecular dynamic
url http://www.ijcce.ac.ir/article_38358_19cf62f0195536d1c237c0edb55c088a.pdf
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