Abstract

Journal of Near Infrared Spectroscopy
Volume 18 Issue 3, Pages 217–223 (2010)
doi: 10.1255/jnirs.878

Near infrared calibration transfer for quantitative analysis of fish meal mixed with soybean meal

Guangtao Shi,a,b Lujia Han,a,b Zengling Yang,a,b Longjian Chena,b and Xian Liua,b
aCollege of Engineering, China Agricultural University, Beijing 100083, China. hanlj@cau.edu.cnb
State Key Laboratory of Animal Nutrition, Beijing 100091, China

The objective of this study was to explore the feasibility of near infrared (NIR) spectra calibration model transfer techniques in quantitative analysis of fish meal mixed with soybean meal. One dispersive NIR instrument (Foss 6500) and one Fourier transform (FT) instrument (Nicolet Antaris) were used in this study. The effect of slope/bias correction, local centring, direct standardisation (DS) and piecewise direct standardisation (PDS) on calibration transfer were studied. When the calibration model based on the Foss 6500 was used directly for the spectra scanned on Nicolet Antaris, it produced unsatisfactory prediction with the RMSEP = 10.81% and bias = –9.73%. However, the predictions were greatly improved after the calibration transfer based on slope/bias correction (RMSEP = 3.19%, bias = 0.64%), local centring (RMSEP = 2.91%, bias = 0.50%), DS (RMSEP = 3.06%, bias = 1.26%) and PDS (RMSEP = 2.54%, bias = 0.77%) with the validation set VNI. In order to test the transferability of the four calibration transfer technologies, another independent external validation set (VEI) was used to test the transferability of the four calibration transfer technologies. Similar results were obtained with the prediction (RMSEP = 2.71%, bias = 0.64%) for PDS, followed by local centring method (RMSEP = 2.98%, bias = 0.52%), DS method (RMSEP = 3.18%, bias = 0.96%) and slope/bias correction (RMSEP = 3.24%, bias = 0.60%). These findings demonstrated that calibration model transfer technology may be an appropriate tool to quantitatively analyse fish meal mixed with soybean meal.

Keywords: near infrared spectroscopy, calibration transfer, fish meal, soybean meal


Full-text article (447 kB) (subscribers only)

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

Alerting Service

 RSS Feed

Permalink: http://dx.doi.org/10.1255/jnirs.878
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