1 publication

• Published Subscription Original Research 20 Aug 2026

  Generative AI-Driven Design Optimization of Lightweight Polymer Composites for Electric Vehicles

  By S. Maheswari, Manna Sheela Rani Chetty, Rashid Hashmi, Mehak Jonjua, Amit Bindal, Narne Sravanthi

  Abstract: Lightweight polymer composites are increasingly important for electric vehicles, where mass reduction must be achieved without compromising structural performance, thermal stability, manufacturability, or material reliability. This study develops a generative AI-driven inverse-design framework for identifying experimentally credible lightweight polymer-composite configurations under coupled EV-oriented constraints. Public experimental polymer-composite datasets were integrated through leakage-controlled preprocessing and group-aware validation. A multi-task neural surrogate predicted mechanical response, while a conditional variational autoencoder explored feasible …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 4, 2026 Read article →