Related Experiment Video

Updated: Jun 20, 2026

Preparation of Hard Palm Seeds for Matrix-Assisted Laser Desorption/Ionization-Imaging Mass Spectrometry Analysis
07:55

Preparation of Hard Palm Seeds for Matrix-Assisted Laser Desorption/Ionization-Imaging Mass Spectrometry Analysis

Published on: June 30, 2023

1H NMR-based machine learning methods for rapid authentication and composition profiling of crude palm oil

Abdul Nggofur1, Natthapong Sueviriyapan1, Noppadon Nuntawong2

  • 1The Petroleum and Petrochemical College, Chulalongkorn University, Bangkok 10330, Thailand.

Food Chemistry
|June 18, 2026
PubMed
Abstract

Keywords:
(1)H NMRCrude palm oil (CPO)Fatty acids compositionGC-FIDGeographical traceabilityMachine learning

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