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Published Subscription Original Research
Generative AI for Designing Sustainable Polymer Composites for Renewable Energy ApplicationsBy Joshila Grace L.K., Kapil S. Banker, Harshit P. Bhavsar, Rohini Goel, Mit C. Patel, Bharatkumar D. Prajapati
Abstract: Sustainable polymer composites are increasingly required for renewable energy devices, yet conventional trial-and-error formulation cannot efficiently balance performance, processability, recyclability, and environmental constraints. This study proposes a generative artificial intelligence framework for designing polymer composites for photovoltaic encapsulation, dielectric energy storage, polymer electrolytes, and thermal-management systems. Public polymer-property and composite datasets were curated from open databases and published supplementary records. Chemical descriptors, molecular fingerprints, polymer embeddings, processing variables, and sustainability …
Published in Journal of Polymer & Composites · Vol. 14, Issue 3, 2026 · pp. 1232–1257 Read article →