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Author

Guan-Yi Hou

2 papers indexed here

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Oct 2026

Molecular Dynamics Simulation Insight into the Aggregate Structure–Mechanical Property Relationship of Double-Crosslinked Epoxidized Natural Rubber/Polylactic Acid Composites

With the increasing depletion of petroleum resources, using renewable feedstocks to fully or partially replace petrochemicals has become an important strategy for developing sustainable bio-based materials. Polylactic acid (PLA), a representative biodegradable polymer, exhibits great potential for replacing tradition...

Yu-Hua Zhang, Bo Wang, De-Li Chu et al. · 0 citations
Sep 2026

Temporal Data Leakage Inflates Machine Learning Performance in Compostable PBAT/PLA Polymer Biodegradation Modeling

This study quantifies how evaluation protocol choice, not model architecture, governs apparent machine learning (ML) performance in poly(butylene adipate-co-terephthalate)/polylactic acid (PBAT/PLA) composite biodegradation modeling. Seven regression architectures spanning linear, regularized, kernel-based, ensemble,...

Jun-Tong Zhang, Su-Wan Chen, Zi-Yi Li et al. · 0 citations

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