Advanced Composites

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• Published Subscription Original Research 22 Jun 2026

  Enhance Thermal and Conductive Properties through Graph Neural Network-Based Machine Learning-Driven Advanced Polymer Material Design

  By R. Kiruba Buri, L.C. Manikandan, D. Shobana, A. Jeyamurugan, V. Parimala, Veeraiyah Thangasamy, J. Jeya Caleb

  Abstract: Advanced polymer materials are widely used in modern engineering and manufacturing because of their lightweight nature, flexibility, durability, and adaptability to different applications. However, designing polymer materials with enhanced thermal and electrical properties remains a challenging task. The performance of polymers is influenced by a complex combination of molecular structures, filler materials, processing parameters, and nanoscale interactions. Conventional optimization methods often require extensive experimental trials and computational resources, making it …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 3, 2026 Read article →