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• Published Subscription Original Research 17 Oct 2026

  Deep Learning-Based Prediction of Elasticity and Mechanical Strength for Structure–Property Characterization of Functional Polymer Materials

  By M.L.S.N.S Lakshmi, Janani S, Dinesh P S, C. Ramya, P.Senthil Kumar, M.Sahaya Sheela

  Abstract: The prediction of the elasticity and mechanical strength of functional polymer materials is one of the key requirements for characterizing the structure–property relationship of such materials, which can greatly speed up polymer design, reduce the need for experimental characterization and enable the development of materials with mechanical properties appropriate to their functions. The existing works are based on the traditional machine learning model or deep learning model, which cannot be …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 5, 2026 Read article →