Machine learning based calculation of refractive index of polyethylene glycol polymer

Machine learning based calculation of refractive index of polyethylene glycol polymer

This study develops advanced machine learning algorithms to accurately predict the refractive index of polyethylene glycol (PEG) polymers using temperature and molecular weight as key input variables. A databank comprising 99 experimental measurements were utilized to train and assess multiple algor...

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Bibliographic Details
Main Authors: Walid Abdelfattah, Munthar Kadhim Abosaoda, Hardik Doshi, H.S. Shreenidhi, Manoranjan Parhi, Devendra Singh, Prabhjot Singh, Bilakshan Purohit, Kamal Kant Joshi, Ahmad Abumalek
Format: Article
Language:English
Published: Elsevier 2025-07-01
Series:Results in Chemistry
Subjects:
Machine learning
Artificial intelligence
Polyethylene glycol
Refractive index
Outlier detection
SHAP analysis
Online Access:http://www.sciencedirect.com/science/article/pii/S2211715625004242
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