The GlutoPeak test can predict wheat flour quality by measuring gluten aggregation properties in a short time and using a small amount of sample; thus it has usefulness along the entire wheat delivery chain. However, no information on the suitability of this new test on whole grain flours is available. In this contest a multivariate approach was used to assess the GlutoPeak test ability to predict dough quality directly from whole grain flour. GlutoPeak test was performed on both refined and whole grain flours (22 samples), obtaining both profiles and calculated indices, which were subjected to data exploration through Principal Component Analysis. Results suggested a trend according to farinographic stability values. Furthermore, k-Nearest Neighbours classification models were developed using the GlutoPeak profiles to predict farinographic stability, leading to average prediction ability of 81.8% for both refined and whole grain flour data. The present outcome suggests the possibility of predicting farinographic stability by GlutoPeak test directly on whole grain flour, thus skipping the refinement process.

GlutoPeak profile analysis for wheat classification: Skipping the refinement process

Malegori C.;
2018-01-01

Abstract

The GlutoPeak test can predict wheat flour quality by measuring gluten aggregation properties in a short time and using a small amount of sample; thus it has usefulness along the entire wheat delivery chain. However, no information on the suitability of this new test on whole grain flours is available. In this contest a multivariate approach was used to assess the GlutoPeak test ability to predict dough quality directly from whole grain flour. GlutoPeak test was performed on both refined and whole grain flours (22 samples), obtaining both profiles and calculated indices, which were subjected to data exploration through Principal Component Analysis. Results suggested a trend according to farinographic stability values. Furthermore, k-Nearest Neighbours classification models were developed using the GlutoPeak profiles to predict farinographic stability, leading to average prediction ability of 81.8% for both refined and whole grain flour data. The present outcome suggests the possibility of predicting farinographic stability by GlutoPeak test directly on whole grain flour, thus skipping the refinement process.
File in questo prodotto:
File Dimensione Formato  
glutopeak_def.pdf

accesso chiuso

Tipologia: Documento in versione editoriale
Dimensione 719.47 kB
Formato Adobe PDF
719.47 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11567/1027241
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 44
  • ???jsp.display-item.citation.isi??? 37
social impact