Sustainable extraction of phytochemicals from Mentha arvensis using supramolecular eutectic solvent via microwave Irradiation: Unveiling insights with CatBoost-Driven feature analysis

Sustainable extraction of phytochemicals from Mentha arvensis using supramolecular eutectic solvent via microwave Irradiation: Unveiling insights with CatBoost-Driven feature analysis

The present study revealed the higher extraction potential of sustainable choline chloride (ChCl) and ethylene glycol (EG) based deep eutectic solvent (DES) from Mentha arvensis via microwave irradiation. The categorical boosting (CatBoost) machine learning model was applied to optimize the extracti...

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Bibliographic Details
Main Authors: Zubera Naseem, Muhammad Bilal Qadir, Abdulaziz Bentalib, Zubair Khaliq, Muhammad Zahid, Fayyaz Ahmad, Nimra Nadeem, Anum Javaid
Format: Article
Language:English
Published: Elsevier 2025-04-01
Series:Ultrasonics Sonochemistry
Subjects:
Deep eutectic solvent
Mentha arvensis
Sustainable
CatBoost
Feature importance
Partial dependence analysis
Online Access:http://www.sciencedirect.com/science/article/pii/S1350417725000793
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