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RESEARCH PAPER · Composites Science and Technology · 2024

A physics-guided deep learning model for predicting the magneto-induced mechanical properties of magnetorheological elastomer: Small experimental data-driven

Hang Ren, Dan Zhao, Liqiang Dong, Shaogang Liu, Jin‐Shui Yang

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A physics-guided deep learning model for predicting the magneto-induced mechanical properties of magnetorheological elastomer: Small experimental data-drivenOriginalA novel magnetorheological-polyethylene glycol shear thickening gel based on a lower temperature-sensitive gel matrix0Multimodal Semi-active Dynamic Vibration Absorber Array with Ultra-Wideband Vibration Reduction Characteristics Based on Magnetorheological Elastomers0Deep learning accelerates reverse design of Magnetorheological elastomer19A few-shot deep learning framework for predicting high-velocity impact response of ultra-high molecular weight polyethylene fiber-reinforced composites21Optimized neural network framework for MRE fabrication with targeted stiffness and damping1Machine learning-driven constructing relationship between processing and mechanical properties of TPV: A view of one stacking model4Predicting mechanical properties of magnetorheological elastomers during the manufacturing process using a new machine learning method5Advancements in Magnetorheological Foams: Composition, Fabrication, AI-Driven Enhancements and Emerging Applications4Theory-guided machine learning for strength prediction of polymers at different temperatures and strain rates with physical information2A skin made of micro floating raft arrays for low-frequency broadband underwater sound absorption0Fibertouch: A novel fiber-optic tactile sensor with deep learning demodulation for dexterous robotic hands6Acoustic transport properties in topological phononic crystals based on thermo-viscous effects2Synergistic design method for MRE isolator combining extended-variable tri-phase topology and multi-objective parameter optimization1Modeling and Experimental Investigation on Rheological Characteristics of Magnetorheological Fluids and Greases Under Steady and Large-Amplitude Oscillatory Shear1Ultra-flexible porous magnetorheological elastomers with controllable pore parameters5A fault diagnosis method for converter transformers of UHVDC converter station using LightGBM-BTCN-MCAM with dissolved gas analysis3The effect analysis of MRE’s component to the damper’s character based on the system dynamic model0Experimental and Computational Insights into Organosilane-Cured Silicone-Based Magnetorheological Elastomer for Smart Energy Storage Applications0Field-driven microstructure evolution and dynamic properties of magnetorheological elastomers: insights from coarse-grained molecular dynamics1Accelerated engineering of band gaps and topological interface states in one-dimensional metamaterials via deep learning1Magnetoactive soft elastomers-materials design, processing and applications0Interpretable physics-guided modelling and energy-efficient disturbance-compensated control for magnetorheological suspensions of off-road vehicles0Ensemble learning-based fatigue life prediction method for controllable pitch propeller oil pipe system under small-sample conditions0Deep-learning-assisted inverse modelling of magnetorheological elastomer tuned mass damper for vibration control of offshore wind turbines0

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  1. A novel magnetorheological-polyethylene glycol shear thickening gel based on a lower temperature-sensitive gel matrix

    Smart Materials and Structures · 2024-11-21

    Maohui Ge, Chengbin Du, Hanyan Wang, Shouyan Jiang, Yankai Fu

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  2. Multimodal Semi-active Dynamic Vibration Absorber Array with Ultra-Wideband Vibration Reduction Characteristics Based on Magnetorheological Elastomers

    Lecture notes in electrical engineering · 2025-01-01

    Hang Ren, Dan Zhao, Liqiang Dong, Binbin Xie, Shaogang Liu, Zezheng Wang, Jin Yu

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  3. Deep learning accelerates reverse design of Magnetorheological elastomer

    Composites Science and Technology · 2025-03-07

    Hang Ren, Dan Zhao, Liqiang Dong, Shaogang Liu, Jin‐Shui Yang, Tianyi Zhao, Yong-Le Fan

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  4. A few-shot deep learning framework for predicting high-velocity impact response of ultra-high molecular weight polyethylene fiber-reinforced composites

    Aerospace Science and Technology · 2025-03-17

    Haibo Ji, Yongqian Zhang, Yongqian Zhang, Xin Wang, Liutong Qin, Zengshen Yue, Bingyang Li, Zhen Li, Han Meng, Pengfei Wang, Rui Zhang, Tian Jian Lu

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  5. Optimized neural network framework for MRE fabrication with targeted stiffness and damping

    Smart Materials and Structures · 2025-04-01

    Mohammad Hossein Izadifard, Mahmood Norouzi, Seyyed Mojtaba Varedi-Koulaei, Mojtaba Ghatee, Amirmasoud Alimardan, Mohammad Mehdi Zolfagharian

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  6. Machine learning-driven constructing relationship between processing and mechanical properties of TPV: A view of one stacking model

    Polymer · 2025-04-07

    Zhi Long Zhang, Lifeng Ma, Longhao Li, Chengyuan He, Chunxiao Li

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  7. Predicting mechanical properties of magnetorheological elastomers during the manufacturing process using a new machine learning method

    Engineering Applications of Artificial Intelligence · 2025-05-22

    Qiyu Wang, Lai Peng, Yurui Shen, Dezheng Hua, Xinhua Liu, Zhixiong Li, Sumika Chauhan, Govind Vashishtha

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  8. Advancements in Magnetorheological Foams: Composition, Fabrication, AI-Driven Enhancements and Emerging Applications

    Polymers · 2025-07-09

    Hesamodin Khodaverdi, Ramin Sedaghati

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  9. Theory-guided machine learning for strength prediction of polymers at different temperatures and strain rates with physical information

    Materials Today Communications · 2025-08-06

    Ying Li, Yi Lin, Zhipeng Mai, Qian Deng, Zhenyu Ju, Bing Cao, Weiguo Li

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  10. A skin made of micro floating raft arrays for low-frequency broadband underwater sound absorption

    Journal of Vibration and Control · 2025-08-12

    Dan Zhao, Jin Feng Cui, Liqiang Dong, Shaogang Liu, Xin Shu, Qiong Wu, Song Yin

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  11. Fibertouch: A novel fiber-optic tactile sensor with deep learning demodulation for dexterous robotic hands

    Mechanical Systems and Signal Processing · 2025-08-19

    Xuechun Qiao, Jun Cheng, Hanlin Liu, Xiangpeng Xiao, Qianjun Liu, Jun Zhou, Zhijun Yan, Cheng Cheng, Min Yu

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  12. Acoustic transport properties in topological phononic crystals based on thermo-viscous effects

    Thin-Walled Structures · 2025-08-20

    Heman Xiao, Hongqing Dai, Ning Dai, Laishui Zhou

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  13. Synergistic design method for MRE isolator combining extended-variable tri-phase topology and multi-objective parameter optimization

    Smart Materials and Structures · 2025-10-01

    Mi Zhu, Honglin Zhang, Wang Li, Pufan Zhu, Luhang Jiang, Miao Yu

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  14. Modeling and Experimental Investigation on Rheological Characteristics of Magnetorheological Fluids and Greases Under Steady and Large-Amplitude Oscillatory Shear

    Magnetochemistry · 2025-11-06

    Ran Deng, Min Sun, Zhou Zhou, Meng Zhou, Lu Han, Jiong Wang, Yiyang Bai, Limeng Peng, Junyu Chen, Guang Zhang, Min Tang, Zhang Zhong

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  15. Ultra-flexible porous magnetorheological elastomers with controllable pore parameters

    Communications Materials · 2025-11-13

    Hang Ren, Dan Zhao, Liqiang Dong, Shaogang Liu, Yang Jinshui, Jin Yu, Yichuan Zhong

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  16. A fault diagnosis method for converter transformers of UHVDC converter station using LightGBM-BTCN-MCAM with dissolved gas analysis

    Results in Engineering · 2025-11-21

    Peiyuan Zou, Zhanxi Zhang, Sichao Yang, Jian Wang, Kaizheng Wang, Lei Kou, Huiyuan Nie

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  17. The effect analysis of MRE’s component to the damper’s character based on the system dynamic model

    Smart Materials and Structures · 2025-11-26

    Zhiyang Niu, Bing Chen, Yu Xin Sun, Zenghuan Hou, Ran Chen, Yujia Ding, Rui Wu, Yifeng Xiong, Runxiao Wang

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  18. Experimental and Computational Insights into Organosilane-Cured Silicone-Based Magnetorheological Elastomer for Smart Energy Storage Applications

    Journal of Inorganic and Organometallic Polymers and Materials · 2025-12-02

    Nurul Hakimah Lazim, Mohd Aidy Faizal Johari, Saiful Amri Mazlan, Nur Azmah Nordin, Shahir Mohd Yusuf, Abdul Yasser Abd Fatah, Siti Aisyah Shamsudin

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  19. Field-driven microstructure evolution and dynamic properties of magnetorheological elastomers: insights from coarse-grained molecular dynamics

    Smart Materials and Structures · 2025-12-29

    Pei Pei, Tong Zhou, Subik Shrestha

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  20. Accelerated engineering of band gaps and topological interface states in one-dimensional metamaterials via deep learning

    Applied Mathematical Modelling · 2026-01-28

    Xue-Qian Zhang, Yi-Da Liu, Xiao-Shuang Li, Tian-Xue Ma, Yue‐Sheng Wang, Zhuo Zhuang

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  21. Magnetoactive soft elastomers-materials design, processing and applications

    Reports on Progress in Physics · 2026-03-01

    Somashree Mondal, Ralph Spolenak, Frank Jorg Clemens

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  22. Interpretable physics-guided modelling and energy-efficient disturbance-compensated control for magnetorheological suspensions of off-road vehicles

    Mechanical Systems and Signal Processing · 2026-06-04

    Lai Peng, Yiming Guo, Zhuang Li, Hailong Mu, Yurui Shen, Dezheng Hua, Jun Wu (4002), Ting Zhang, Xinhua Liu

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  23. Ensemble learning-based fatigue life prediction method for controllable pitch propeller oil pipe system under small-sample conditions

    Journal of the Brazilian Society of Mechanical Sciences and Engineering · 2026-07-02

    Yi Zou, Linhui Zhou, Weiwei Zhang, Ruiyun Shi, Tangqi Lv, Yuanzhang Zhao, Hang Ren, Shaogang Liu, Dan Zhao

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  24. Deep-learning-assisted inverse modelling of magnetorheological elastomer tuned mass damper for vibration control of offshore wind turbines

    Ocean Engineering · 2026-09-04

    Changchun Li, Dingxin Leng, Shikun You, Zhe Tian, Yancheng Li, Guijie Liu

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