Portable fluorescence sensor for on-line monitoring of lubricant oils

被引:5
|
作者
Liang, TK [1 ]
Friedrich, M [1 ]
Lala, D [1 ]
Ozanyan, KB [1 ]
机构
[1] Univ Manchester, Fac Engn & Phys Sci, Sch Elect & Elect Engn, Manchester M60 1QD, Lancs, England
关键词
fluorescence; oil; optical fibre; PCA; neural networks;
D O I
10.1109/ICSENS.2004.1426086
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, we report on a portable, compact and inexpensive fluorescence sensor for monitoring the ageing of retail lubricant oils as a result of the operation in an internal combustion engine. The proposed sensor consists of a UV laser diode, an optical fibre probe for simultaneous excitation and collection of the fluorescence and a USB-powered palm-size spectrometer connected to a laptop. The sensor was applied on a set of oil samples, taken from production engines by a leading car manufacturing company, at various mileages. The subtle variations in the spectra, caused by the ageing process of the oil, are resolved using two methods: Principle Component Analysis (PCA) and Artificial Neural Networks (ANN). Their performance is compared with regard to utilization in a portable dedicated system for continuous in-situ monitoring. Because of the "fingerprinting" approach which avoids detailed interpretation, the sensor has a wide range of application areas.
引用
收藏
页码:8 / 11
页数:4
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