Litcius/Paper detail

Machine learning guidelines for designing next-generation nanocomposite membranes for CO <sub>2</sub> capture

Doaa Sallam, Basamat S. Shaheen, Nageh K. Allam

2025Green Chemistry8 citationsDOI

Abstract

Escalating CO 2 emission levels underscore the urgent need for scalable and high-performance carbon capture membranes. Integrating machine learning across membrane design and optimization stages can significantly accelerate technological advancement.

Topics & Concepts

MembraneScalabilityArtificial intelligenceNanocompositeMachine learningComputer scienceNanotechnologyMaterials scienceCarbon fibersProcess engineeringEngineeringManufacturing engineeringSystems engineeringDeep learningCarbon Dioxide Capture TechnologiesMembrane Separation and Gas TransportCO2 Reduction Techniques and Catalysts