crossrefFoods2026-01-21Cited by 1
Honey Botanical Origin Authentication Using HS-SPME-GC-MS Volatile Profiling and Advanced Machine Learning Models (Random Forest, XGBoost, and Neural Network)
Amir Pourmoradian, Mohsen Barzegar, Ángel A. Carbonell-Barrachina, Luis Noguera-Artiaga
This study develops a comprehensive workflow integrating Headspace Solid-Phase Microextraction Gas Chromatography–Mass Spectrometry (HS-SPME-GC-MS) with advanced supervised machine learning to authenticate the botanical origin of honeys from five distinct floral sources—coriander…