dielectric materials

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• Published Subscription Original Research 16 Jul 2026

  Generative AI for Designing Sustainable Polymer Composites for Renewable Energy Applications

  By 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 Read article →