constitutive modeling

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• Published Subscription Original Research 9 Sep 2026

  Artificial Intelligence and Constitutive Modeling Equations for Predictive Design of High-Performance Polymer Composites

  By Harshal P. Varade, P. William, Amit V. Mohod, Dipesh B. Pardeshi, Atul A. Barhate, Sharad Ninu Kolte, Ganesh P. Dawange

  Abstract: Growing polymer composite applications demand accurate mechanical prediction, yet complex interactions and conventional constitutive models limit predictive capability and require extensive calibration. To report these challenges, this research recommends a combined Artificial Intelligence (AI) and constitutive modeling approach based on an Enhanced Tasmanian Devil Optimizer-tuned Residual Neural Network with Multilayer Perceptron (ETDO-ResNet-MLP) for the predictive design of high-performance polymer composites. The study uses a publicly available Polymer Composite Property Dataset …

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