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RESEARCH PAPER · Chinese Journal of Polymer Science · 2025

Machine-learning-assisted Materials Genome Approach for Designing High-performance Thermosetting Polyimides

Wan-Xun Feng, Songqi Zhang, Yanfei Xu, Xiangfei Ye, Xin-Yao Xu, Liquan Wang, Jiaping Lin, Chunhua Cai, Lei Du

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42 direct citing works

Machine-learning-assisted Materials Genome Approach for Designing High-performance Thermosetting PolyimidesOriginalFundamental understanding of carbon evolution in polycarbosilane derived SiC ceramics: a ReaxFF molecular dynamics study3Molecularly Engineered Contorted Polyimides: Unraveling the Role of Backbone Rigidity in Gas Separation0Local Density Field as a Physical Order Parameter for Conductivity Prediction in Block Copolymer/Carbon Nanotube Nanocomposites via a Voxel-Based Graph Attention Network0Machine Learning-guided Prediction of Ionizable Amphiphilic Janus Dendrimers for mRNA Nanomedicine0Multifunctional polyimide composites for extreme environments: Molecules and material structure engineering, preparation, and formulation design strategies0Cross-Scale Machine Learning for Polymer Materials: Linking Molecular Structure, Mesoscale Organization, Processing History, and Macroscopic Properties0

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  1. Fundamental understanding of carbon evolution in polycarbosilane derived SiC ceramics: a ReaxFF molecular dynamics study

    Journal of Materials Chemistry A · 2026-01-01

    Yizheng Li, Dingyu Hou, C.L. Chen, jian jiang, Yu Li, Caihong Xu, Zongbo Zhang

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  2. Molecularly Engineered Contorted Polyimides: Unraveling the Role of Backbone Rigidity in Gas Separation

    Chinese Journal of Polymer Science · 2026-02-02

    Hongqin Zhao, Bing-Yu Zou, Bing-Xi He, Wei-Feng Peng, Lu-Hao Qiu, Feng Bao, Mingjun Huang, Huan-Yu Lei

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  3. Local Density Field as a Physical Order Parameter for Conductivity Prediction in Block Copolymer/Carbon Nanotube Nanocomposites via a Voxel-Based Graph Attention Network

    Macromolecules · 2026-02-26

    Mingshuo Guo, Yueting Tian, Tang Sui, Ying Zhao, Shuang Xu, Shaolong Liu, Giuseppe Milano, Caiwei Qiu, Jiashun Mao

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  4. Machine Learning-guided Prediction of Ionizable Amphiphilic Janus Dendrimers for mRNA Nanomedicine

    Chinese Journal of Polymer Science · 2026-03-05

    Wan-Ting Cheng, Heng-Li Zheng, Peng-Yu Zhu, Ji‐Na Hao, Dapeng Zhang, Yong-Sheng Li

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  5. Multifunctional polyimide composites for extreme environments: Molecules and material structure engineering, preparation, and formulation design strategies

    European Polymer Journal · 2026-07-01

    Tuo Yan, Suli Xing, Mingming Nie, Guanghui Wang, Changping Yin, Jie Yang

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  6. Cross-Scale Machine Learning for Polymer Materials: Linking Molecular Structure, Mesoscale Organization, Processing History, and Macroscopic Properties

    ACS Applied Polymer Materials · 2026-09-08

    Yijun Yao, Mingyong Zhu, Qinhan Chen, Yanlong Luo

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