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RESEARCH PAPER · Chemistry of Materials · 2024

Discovery of Copolymer Resins with Optimal Viscosity–Toughness–Heat Resistance Trade-Offs via the Material Genome Approach

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Discovery of Copolymer Resins with Optimal Viscosity–Toughness–Heat Resistance Trade-Offs via the Material Genome ApproachOriginalData‐augmented machine learning for inverse design of homopolymers with targeted glass transition temperature3AI‐Assisted Design of Advanced Polymeric Materials: Challenges and Solutions25Machine learning-aided design of adapted water treatment adsorbents: Advances, challenges, and opportunities10Hierarchically packed liquid epoxy composites with ultralow CTE and viscosity for high-performance wafer-level packaging0Towards an artificial intelligence ecosystem for performance-driven polymer design1Synergistic enhancement of heat resistance and mechanical performance of epoxy resin by introducing entanglement effect21Machine Learning for Reactive Structural Adhesive Design: A Framework for Chemistry, Formulation, and Optimization0Simulation-assisted design of copolymerized silicon-containing arylacetylene resins for balanced processability and thermal stability0Active learning for data-scarce multi-objective polymer design: Robust strategies with experimental validation0Visualizing interfacial thermal resistance in two-dimensional material–polymer composites from measurement to mechanistic understanding0

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  1. Data‐augmented machine learning for inverse design of homopolymers with targeted glass transition temperature

    Polymer International · 2025-06-07

    Zean Li, Tao Yang, Liangshun Zhang

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  2. AI‐Assisted Design of Advanced Polymeric Materials: Challenges and Solutions

    Advanced Materials · 2025-11-20

    Liang Gao, Siqin Song, Jiaping Lin, Yisheng Xu, Liquan Wang, Lei Du

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  3. Machine learning-aided design of adapted water treatment adsorbents: Advances, challenges, and opportunities

    Chemical Engineering Journal · 2025-11-28

    Ling Yuan, Sheng Li, Yuxuan Ma, Han Zhang, Chen Chen, Weiming Zhang, Yanyang Zhang, Ming Hua, Lu Lv, Bingcai Pan

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  4. Hierarchically packed liquid epoxy composites with ultralow CTE and viscosity for high-performance wafer-level packaging

    Materials Horizons · 2026-01-01

    Cheng‐Ti Hu, Huai-Shu Yang, Chiao-Yin Yang, C L Wu, Po‐Hsun Chiu, Chih‐Chen Hsieh, Yi‐Huan Lee, Chi‐Yang Chao, Chi‐An Dai

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  5. Towards an artificial intelligence ecosystem for performance-driven polymer design

    Polymer Chemistry · 2026-01-01

    Jie Zhu, Dong Wu, Zhao‐Yan Sun, H. C. Li, Xiayun Huang, Zhihong Nie

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  6. Synergistic enhancement of heat resistance and mechanical performance of epoxy resin by introducing entanglement effect

    Composites Part A Applied Science and Manufacturing · 2026-01-13

    Zimin Luo, Liming Wang, Bin Cao, Yuhao Liu, Xiaobang Tong, Libao Liu, Xiaoqing Wu, Xukai Zhu

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  7. Machine Learning for Reactive Structural Adhesive Design: A Framework for Chemistry, Formulation, and Optimization

    Adhesives · 2026-02-24

    Florian Rothenhäusler, Holger Ruckdaeschel

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  8. Simulation-assisted design of copolymerized silicon-containing arylacetylene resins for balanced processability and thermal stability

    Composites Communications · 2026-05-26

    Zhentao Zhang, Tianyi Wang, Lin Zhao, Honglin Hu, Liquan Wang, Jiaping Lin, Lei Du

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  9. Active learning for data-scarce multi-objective polymer design: Robust strategies with experimental validation

    Results in Engineering · 2026-07-14

    Yu-Chieh Wei, Wei-Che Chang, Po-An Tsai, Chen-Yu Bai, Ruei‐Jing Chu, Chia-Wen Mu, Chin‐Wen Chen, Chuin-Shan Chen

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  10. Visualizing interfacial thermal resistance in two-dimensional material–polymer composites from measurement to mechanistic understanding

    Science Advances · 2026-08-28

    Zihang Li, Xiayan Zhang, Jialu Liu, Rongjing Miao, Guoqing Zhang, Sung-Ho Kong, Mingyu Sun, Jia Wang, Jianping Chen, Xinjian Shi

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