1 publication

• Published Subscription Original Research 18 May 2026

  Data-Driven Digital Twin Model for Real-Time Strength Estimation in Polymeric Materials

  By Makrand V. Kulkarni, Kalpana G. Joshi, Shanthi Kumaraguru, Vinit Kotak, Prashant V. Thokal, Prashant M. Yawalkar, Vijay More

  Abstract: The real-time prediction of mechanical properties in polymeric materials is essential for ensuring quality, consistency, and operational efficiency in modern manufacturing systems. As industrial processes become increasingly complex, traditional trial-and-error approaches to material characterization are no longer sufficient to meet the demands of high-throughput production environments. This study introduces a digital twin-integrated machine learning approach for the real-time estimation of tensile strength in polymeric materials by combining simulation-driven insights with …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 3, 2026 · pp. 246–257 Read article →