The Application of Artificial Neural Network (ANN) for Meat Classification Based on Near Infrared (NIR) Data Spectroscopy

Ayu Anisa Damayanti*, Suyanto, Aulia M.T. Nasution, Selfi Stendafity, Nur Alfiani Shoffiana, Ayu Dian Hartati, Mia Dwi Susanti, Nabilah Kartika Putri

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Research has been conducted on the classification of different types of meat using Near Infrared (NIR) spectroscopy method. This research uses 6 types of meat, namely, beef, chicken, lamb, chicken liver, ear mushrooms (A. Auriculla), and oyster mushrooms (P. Ostretatus). The input data used to design the ANN (Artificial Neural Network) architecture is the wavelength and transmittance intensity of each sample type. ANN architecture was designed by creating 1 input layer, 8 hidden layers, and 1 output layer and getting the best results. The ANN classifies the different types of meat so that meat differentiation can be done. Classification gives an accuracy value 72.38% with an epoch of 500. This result is good to be able for distinguish and predict different types of meat. The result shows that ANN can contribute with high accuracy and precision for NIR spectroscopy data.

Original languageEnglish
Title of host publication2023 International Conference on Advanced Mechatronics, Intelligent Manufacture and Industrial Automation, ICAMIMIA 2023 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages864-868
Number of pages5
ISBN (Electronic)9798350309225
DOIs
Publication statusPublished - 2023
Event2023 International Conference on Advanced Mechatronics, Intelligent Manufacture and Industrial Automation, ICAMIMIA 2023 - Lombok, Indonesia
Duration: 14 Nov 202315 Nov 2023

Publication series

Name2023 International Conference on Advanced Mechatronics, Intelligent Manufacture and Industrial Automation, ICAMIMIA 2023 - Proceedings

Conference

Conference2023 International Conference on Advanced Mechatronics, Intelligent Manufacture and Industrial Automation, ICAMIMIA 2023
Country/TerritoryIndonesia
CityLombok
Period14/11/2315/11/23

Keywords

  • ANN
  • Accuracy
  • Meat
  • NIR
  • Spectra

Fingerprint

Dive into the research topics of 'The Application of Artificial Neural Network (ANN) for Meat Classification Based on Near Infrared (NIR) Data Spectroscopy'. Together they form a unique fingerprint.

Cite this