Author

K. Sainath

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Review Open access Sep 2026

Accelerating CO2 uptake modeling in carbon-based adsorbents through machine learning

Climate change is driven by numerous factors but one of the primary drivers includes the rapid increase in atmospheric carbon dioxide (CO 2 ) concentration. This necessitates the need for the development of efficient carbon capture technologies. CO 2 adsorption through porous carbon-based materials has emerged...

Aravind Sreekanth, Sushmitha Acharya, Amogh Ananda et al. · Scientific Reports · 0 citations

Open access Sep 2026

Machine learning-based prediction and optimization of polymeric membranes for CO2 separation

Polymeric membranes are widely used for gas separation due to their energy efficiency and scalability, particularly for carbon dioxide (CO2) capture applications. However, accurately predicting gas permeability in polymeric membranes remains a challenge due to complex nonlinear structure–property relationships and the...

N. Patil, Selva Kumar Shekar, K. Sainath · Engineering Research Express · 0 citations