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D. Uma

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Open access 2026

Generative AI-Based Inverse Design of Sustainable Biodegradable Polymers with Target Mechanical and Thermal Properties

The escalating global plastic pollution crisis has intensified the urgent need for sustainable biodegradable polymer alternatives that can match or exceed the performance of conventional petroleum-based plastics while minimizing environmental impact. However, traditional polymer discovery approaches are severely constr...

D. Uma, Manas Kumar Yogi, Pendyala Devi Sravanthi et al. · 0 citations
Review Open access 2026

AI-Based Discovery of High-Performance Energy Storage Polymer Composites: A Comprehensive Review

This review systematically examines the application of ML techniques, including graph neural networks, Bayesian optimization, variational autoencoders, and transformer-based language models, for the discovery of energy storage polymer composites, and critically evaluates ML-driven advancements across lithium-ion batter...

Manas Kumar Yogi, D. Uma, Yamuna Mundru et al. · 0 citations

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