Abstract

Journal of Near Infrared Spectroscopy
Volume 12 Issue 3, Pages 159–166 (2004)
doi: 10.1255/jnirs.422

Determination of lubricant base oil properties by near infrared spectroscopy using different sample and variable selection methods

Flávio S.G. Lima,a Maria. A.S. Araújob and Luiz E.P. Borgesc
aGerência Industrial, Petrobras Distribuidora, Av. Fabor s/n, 25225-030, Campos Elíseos, Duque de Caxias, Brazil. E- mail:gusmao@br-petrobras.com.br
bGerência de Lubrificantes, Petrobras Research Centre, Cidade Universitária, 21949-900, Ilha do Fundão, Rio de Janeiro, Brazil. E-mail: adelina@cenpes.petrobras.com.br
cDepartamento de Engenharia Química, Instituto Militar de Engenharia, Praça General Tibúrcio, 80, 22290-270, Rio de Janeiro, Brazil.E-mail: luiz@ime.eb.br

The use of near infrared (NIR) spectroscopy and chemometrics for the prediction of seven lubricant base oil properties was studied. The partial least-squares calibration models were developed using spectra acquired on an acousto-optic tunable filter (AOTF)-NIR spectrophotometer equipped with a fibre-optic probe in the 1100ံ1700 nm region. In this work, 88 samples obtained from three Brazilian refineries over a period of two years were employed. Different variable selection and sample selection methods were also investigated. The partial least squares regression (PLSR) models thus obtained showed good correlation coefficients for the properties studied and the calculated root mean square errors of prediction (relative density = 0.0005 g cmŐ3; molecular weight = 12 g molŐ1; flash point = 7°C; temperature 50% recovered = 6.5°C; aromatic carbon assay = 0.5%; naftenic carbon assay = 1.0% and parafinic carbon assay = 1.4%) were lower than half the reproducibility values defined by the ASTM methods, except for the relative density. These results indicate, therefore, the potential of the NIR spectroscopy and chemometric techniques for on-line lubricant oil production process control.

Keywords: lubricant base oils, near infrared spectroscopy, chemometrics


Full-text article (213 kB) (subscribers only)

Buy article on-line for £20 (get immediate access)

Alerting Service

 RSS Feed

Permalink: http://dx.doi.org/10.1255/jnirs.422
QR Code (what is this?):


Alerting Services

Our Table of Contents Alerting Service will keep you up-to-date with the latest research published in our journals.

You can also follow our journals on Twitter or subscribe to their RSS feeds.  Follow us on Twitter and Subscribe to our RSS Feeds

Sign Up Now

Subscriptions

Discover the benefits of subscribing to our periodicals

  • Quality Science
  • Fair Pricing
  • Important Research
  • Flexible Subscriptions

Subscribe Today

New Books

New Series of Focused Books in Print and E-Reader Formats

Design of Experiments“If you’re going to experiment, then it is always worth doing it properly” writes Tom Fearn in this introduction to Design of Experiments.
find out more

Near Infrared Spectroscopy on Agricultural HarvestersThis book provides an overview of the deployment of NIR analysers onto harvesting machinery to give real-time, point-of-cropping data.
find out more

Sample Copy of JNIRS