Acrylamide in industrial potato crisp manufacturing: a potential tool for its reduction

Moira Ledbetter, Leanne Bartlett, Alberto Fiore*, Gary Montague, Keith Sturrock, Ged McNamara

*Corresponding author for this work

Research output: Contribution to journalArticle

Abstract

This paper considers the potential for identifying industrial manufacturing conditions that will lead to high acrylamide formation in potato crisp manufacture. Considering the available historical industrial processing data, initial tests were undertaken to identify the degree of variability and confidence in the data. Following data visualisation which indicated data ‘fingerprints’ characteristic of high acrylamide, Partial Least Squares (PLS) Discriminant Analysis (DA) was implemented to provide indications of the probability that high acrylamide product would be produced. It was determined that in a third of instances, high acrylamide could be predicted while maintaining a low level of false predictions. The predominance of fructose concentration in the prediction along with the need for asparagine were indicated and aligned well with prior literature mechanistic model indications. The ability to identify a third of high acrylamide occurrences provides the process operators with a good opportunity to make process modifications that would comply with increasingly stringent regulation.
Original languageEnglish
Article number109111
Number of pages8
JournalLWT - Food Science and Technology
Volume123
Early online date1 Feb 2020
DOIs
Publication statusPublished - 1 Apr 2020

Fingerprint Dive into the research topics of 'Acrylamide in industrial potato crisp manufacturing: a potential tool for its reduction'. Together they form a unique fingerprint.

Cite this