An ensemble neural network using PCA and quantile transformation predicts GWP100 for 207 refrigerants from molecular descriptors, with the RDKit model reaching RMSE 481.9 and R2 0.918.
Experimental analysis of R-450A and R-513A as replacements of R-134a and R-507A in a medium temperature commercial refrigeration system,
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Deep Learning for GWP Prediction: A Framework Using PCA, Quantile Transformation, and Ensemble Modeling
An ensemble neural network using PCA and quantile transformation predicts GWP100 for 207 refrigerants from molecular descriptors, with the RDKit model reaching RMSE 481.9 and R2 0.918.