2007
DOI: 10.1016/j.snb.2007.05.014
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Simultaneous estimation of soot and diesel contamination in engine oil using electrochemical impedance spectroscopy

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Cited by 51 publications
(35 citation statements)
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“…It has also been proposed that the quality of engine oils can be monitored by observing the electric permittivity change at high frequency (above 1 MHz) alternating currents (AC) [15]. Furthermore, impedance changes were used for the determination of engine oil contamination with soot and diesel fuel [16]. Interestingly, a method of continuous monitoring of engine oil density and viscosity by using piezoelectric microresonators has also been developed [17].…”
Section: Introductionmentioning
confidence: 99%
“…It has also been proposed that the quality of engine oils can be monitored by observing the electric permittivity change at high frequency (above 1 MHz) alternating currents (AC) [15]. Furthermore, impedance changes were used for the determination of engine oil contamination with soot and diesel fuel [16]. Interestingly, a method of continuous monitoring of engine oil density and viscosity by using piezoelectric microresonators has also been developed [17].…”
Section: Introductionmentioning
confidence: 99%
“…Being a statistical method, the quantity and the quality of the available samples influence the validity of PLS and N-PLS analysis. 1 When the number of samples is limited, various so-called resampling techniques have been described and used, such as the leave-one-out cross-validation (LOOCV). In LOOCV, one sample at a time is left out and used to validate the analysis of the others.…”
Section: Dielectric Spectroscopy Experiments Proceduresmentioning
confidence: 99%
“…Engine oil is a typical complex organic mixture composed of nonpolar base oils and polar functional additives such as dispersants, detergents (surfactants), oxidation inhibitors and anti-wear agents. 1 For the fresh and mildly deteriorated engine oils, the functional additives and early oxidation by-products, which contained polar functional groups and nonpolar hydrocarbon chains, could form inverse micelles and aggregate to very loose 'networks' of relative larger sizes 2 dispersed in the uniform nonpolar base oils. 3 With the degradation and contamination of engine oils, the aggregations in the loose networks would increase and result in greater heterogeneity of the engine oil system.…”
Section: Introductionmentioning
confidence: 99%
“…AC impedance spectroscopy has been used to measure the conductivity of industrial polymers and colloids, which are classified as lowconductivity and high resistance media 7 . Its feasibility in detecting contamination of industrial lubricants by water 8 and glycol leakage 9 as well as diesel contamination by soot 10 , the influences of lubricant chemical compositions 7 , the effect of steel in jet engine oil 11 and changes in industrial cutting fluids 12 have also been investigated. As oil degrades, its electrical conductivity changes due to changes in the concentration of "conductive species" in the oil.…”
Section: Introductionmentioning
confidence: 99%