SAE Technical Paper Series 2004
DOI: 10.4271/2004-01-2009
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The Use of Quantitative Structure Activity Relationships (QSAR) in Traction Fluid Design

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Cited by 3 publications
(3 citation statements)
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“…Although molecular dynamics simulations enables us to directly analyse the motions of lubricant molecules, [12][13][14] which is a realistic simulation procedure compared with a quantum chemical or statistical approach such as the quantitative structure-property relationship (QSAR), 15,16 they have some restrictions. Because of the large difference in shear viscosity and oil fi lm thickness, the simulations do not directly model the experiments such as ball-on-disk type apparatus.…”
Section: Introductionmentioning
confidence: 99%
“…Although molecular dynamics simulations enables us to directly analyse the motions of lubricant molecules, [12][13][14] which is a realistic simulation procedure compared with a quantum chemical or statistical approach such as the quantitative structure-property relationship (QSAR), 15,16 they have some restrictions. Because of the large difference in shear viscosity and oil fi lm thickness, the simulations do not directly model the experiments such as ball-on-disk type apparatus.…”
Section: Introductionmentioning
confidence: 99%
“…High polarity leads to strong repulsive forces between molecules reducing their ability to pack close together. In 2004, Edgar and Hurley showed that quantitative structure activity relationships (QSAR) could be used to predict EHD friction from molecular structure based on friction measurements on other molecular structures [13].…”
Section: Previous Workmentioning
confidence: 99%
“…Tsubouchi identified five key molecular structure features for high-EHD friction to be high molecular stiffness, large size, short alkyl chain length, high melting point and low molecular polarity [7][8][9][10]. Edgar and Hurley applied quantitative structure activity relationships (QSAR) to predict EHD friction based on friction measurements on a learning set of molecules of known structure to aid in the development of new traction fluids [11].…”
Section: Previous Workmentioning
confidence: 99%