Detail publikace

An Imaging Method for Automated Detection of Acrylamide in Potato Chips

SINGH, A. MISHRA, M. DUTTA, M. BURGET, R.

Originální název

An Imaging Method for Automated Detection of Acrylamide in Potato Chips

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

angličtina

Originální abstrakt

Neurotoxin substance acrylamide is commonly formed in starchy food stuffs like potato during deep frying. This is a problem especially for small manufacturers. Conventionally identification of acrylamide is done by chemical based LC-MS analysis which is destructive, expensive procedure and may need expert manpower. Automated and non-destructive detection of such toxic substances like acrylamide in food stuffs is of great significance. The proposed work presents non-destructive imaging system for objective estimation of acrylamide in potato chips, which can be processed by most current smartphones. To find out discrimination between healthy and acrylamide affected potato chips, the area of chip (ROI) is automatically segmented from input image followed by feature analysis for machine learning. Statistical features were extracted from different components of ROI segmented color chip images. Extracted prominent features were subjected to artificial intelligence classifier for classification of healthy and acrylamide affected potato chip samples. The proposed imaging system is tested on a comprehensive dataset consisting of 84 samples and achieved 99% area under curve which is encouraging.

Klíčová slova

image segmentation; Feature extraction; Imaging; Image color analysis; Artificial neural networks; Color

Autoři

SINGH, A.; MISHRA, M.; DUTTA, M.; BURGET, R.;

Vydáno

26. 10. 2017

Nakladatel

IEEE

Místo

Mathura, India, India

ISBN

978-1-5386-3004-4

Kniha

IEEE Uttar Pradesh Section International Conference on Electrical, Computer and Electronics Engineering

Strany od

487

Strany do

490

Strany počet

4

URL

http://ieeexplore.ieee.org/document/8251097/?tp=&arnumber=8251097&refinements%3D4225165638%26filter%3DAND(p_IS_Number:8251011)

BibTex

@inproceedings{BUT163642,
  author="SINGH, A. and MISHRA, M. and DUTTA, M. and BURGET, R.",
  title="An Imaging Method for Automated Detection of Acrylamide in Potato Chips",
  booktitle="IEEE Uttar Pradesh Section International Conference on Electrical, Computer and Electronics Engineering",
  year="2017",
  pages="487--490",
  publisher="IEEE",
  address="Mathura, India, India",
  doi="10.1109/UPCON.2017.8251097",
  isbn="978-1-5386-3004-4",
  url="http://ieeexplore.ieee.org/document/8251097/?tp=&arnumber=8251097&refinements%3D4225165638%26filter%3DAND(p_IS_Number:8251011)"
}