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RESEARCH PAPER · Computational Materials Science · 2025

Machine learning research advances in energy storage polymer-based dielectrics

Qixin Yuan, Dong Yue, Zhe Zhang, Yu Feng, Qingguo Chen

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11 direct citing papers in this saved network. Explore the next layer with second-order citations.

Open in your workspace →Saved 2026-10-14 · complete coverage
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Machine learning research advances in energy storage polymer-based dielectricsOriginalEnhancing the Toughness and Thermal Conductivity in Epoxy Resin Based on Dual Morphology Filler Complementation2Machine Learning in Polymeric Technical Textiles: A Review21Multi-scale structural regulation of polymer-ceramic nanocomposites for high energy density capacitor design2The paradigm shift of intelligent material design and development for fire safety: progress, challenges, and machine learning2Machine-learning for capacitive energy storage polymer dielectrics: opportunities and challenges9A hydroxyl and epoxy terminated hyperbranched polymer toughened epoxy resin with excellent mechanical properties and closed-loop recyclability1Artificial intelligence techniques in energy-storage polymer-based dielectrics: A review1The role and strategies of data-driven machine learning in design optimization and performance evaluation of electrochemical energy storage materials0A hybrid physics-informed neural network and gradient boosting tree approach for predicting earthquake-induced pipeline failure probability1Potential of Nanocomposite Insulation for High Voltage Direct Current Cables: Advances, Perspectives and Future Outlooks0Machine Learning‐Assisted Development in Insulating Materials for High Voltage Applications0

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  1. Enhancing the Toughness and Thermal Conductivity in Epoxy Resin Based on Dual Morphology Filler Complementation

    Electrical materials and applications. · 2025-01-01

    Qixin Yuan, Dong Yue, Qianjun Wei, Yuanhang Yao, Zhonghua Zhang, С. А. Максименко, Victor O. Belko, Yu Feng

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  2. Machine Learning in Polymeric Technical Textiles: A Review

    Polymers · 2025-04-25

    Ivan Pavlovich Malashin, Dmitry Martysyuk, В С Тынченко, Andrei Gantimurov, Vladimir Nelyub, А. С. Бородулин, Andrey Leonidovich Galinovskiy

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  3. Multi-scale structural regulation of polymer-ceramic nanocomposites for high energy density capacitor design

    Journal of Energy Storage · 2026-01-16

    Zhe Gao, Jianying Jiang

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  4. The paradigm shift of intelligent material design and development for fire safety: progress, challenges, and machine learning

    Polymer Degradation and Stability · 2026-01-31

    Yuanchuan Ren, Yuhang Lin, Xuejun Zhu, Shiyong Zhao, Renjie Huang, Tingfeng Su, Cheng Wang, Nanqi Ren

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  5. Machine-learning for capacitive energy storage polymer dielectrics: opportunities and challenges

    Progress in Materials Science · 2026-02-12

    Minzheng Yang, Chaofan Wan, Runlin Liu, Junshang Zhang, Zhonghui Shen, Ce‐Wen Nan, Yang Shen

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  6. A hydroxyl and epoxy terminated hyperbranched polymer toughened epoxy resin with excellent mechanical properties and closed-loop recyclability

    Polymer Degradation and Stability · 2026-02-14

    Qixin Yuan, Dong Yue, Bowen Niu, Yuanhang Yao, Dongyu Hou, Zhe Zhang, Yu Teng, Xiaoming Wang, Yu Feng

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  7. Artificial intelligence techniques in energy-storage polymer-based dielectrics: A review

    Journal of Energy Storage · 2026-04-03

    Dong Yue, Hebang Zhu, Qixin Yuan, Yu Teng, Yuanhang Yao, Wenchao Zhang, X. Rosalind Wang, Hang Xu, Yue Feng, Xiaoxing Cheng

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  8. The role and strategies of data-driven machine learning in design optimization and performance evaluation of electrochemical energy storage materials

    Journal of Energy Storage · 2026-04-21

    Jingxuan Lu, Xinwen Bi, Zhi Qu

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  9. A hybrid physics-informed neural network and gradient boosting tree approach for predicting earthquake-induced pipeline failure probability

    Reliability Engineering & System Safety · 2026-06-10

    Min Jiang, Li Mo, Huixian Shi, Yujie Wang, Chao Chen

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  10. Potential of Nanocomposite Insulation for High Voltage Direct Current Cables: Advances, Perspectives and Future Outlooks

    Polymer Engineering and Science · 2026-07-25

    Muneeb Ahmed, Lisheng Zhong, Jinghui Gao, Hongchuan Zhu, Xinhao Gong, Can Li, Qian Ma, Hanbin Fu, Jing Lin

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  11. Machine Learning‐Assisted Development in Insulating Materials for High Voltage Applications

    High Voltage · 2026-09-26

    Yichen Ran, Yi Wang, Chang-Heng Li, Jingyu Deng, Jian Wang, Haochen Zuo, Chen Zhao, Qian Wang, Yi Li, Song Xiao, Zhengyong Huang, Chao Jun Wu, Zhonghui Shen, Kunming Shi, Fei LIU, Jie Chen, Jian Li, Xingyi Huang

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