MaterialsAtlas Reading List

Machine Learning-Aided Inverse Design and Discovery of Novel Polymeric Materials for Membrane Separation

reading-liststarter-packexemplar-paperinverse-designmaterials-science

Exemplar Discovery Paper for Inverse design. Exemplar discovery paper for Inverse design; selected as a highly cited or venue-prominent research article rather than a general review.

Citation: Raghav Dangayach, Nohyeong Jeong, Elif Demirel, Nigmet Uzal, Victor Fung. Machine Learning-Aided Inverse Design and Discovery of Novel Polymeric Materials for Membrane Separation. Environmental Science & Technology 2025. https://doi.org/10.1021/acs.est.4c08298

Acknowledgement: Curated by MaterialsAtlas Open Resources from OpenAlex, Crossref, and manual landmark-paper review.

TypeReading List
DomainInverse design
LicenseScholarly article; see publisher
ContributorsRaghav Dangayach, Nohyeong Jeong, Elif Demirel, Nigmet Uzal, Victor Fung