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Papers citing Machine Learning Aided Design and Optimization of Thermal Metamaterials

  1. Biomimetic Intelligent Thermal Management Materials: From Nature‐Inspired Design to Machine‐Learning‐Driven Discovery

    Advanced Materials · 2025

    Heng Zhang, Qingxia He, Fei Zhang, Yanshuai Duan, Mengmeng Qin, Wei Feng

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  2. Achieving Auxetic Metamaterials through Variations in the Reciprocal Space Topology of the Triangular Lattice

    Small Structures · 2025

    Changliang Zhu, Shuzhe Zhang, Tianlin Luo, Yafei Ding, Baowen Li, Guimei Zhu, Xiangying Shen

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  3. Machine learning-driven optimization of locally resonant metamaterials for simultaneous vibration control and effective triboelectric sensing

    Nano Energy · 2025

    Ji Gyo Park, Ji Gyo Park, BaekGyu Kim, Jin Yeong Song, Keon Ko, Ho Kyoung Lee, Dongwhi Choi, Sang Min Park, Sang Min Park

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  4. Emerging Trends in Thermo-Optic and Electro-Optic Materials for Tunable Photonic Devices

    Materials · 2025

    Muhammad Ali Butt

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  5. Inverse design of NiTi alloy-based chiral metamaterials with multi-level rotational capabilities for reusable high-performance impact absorption

    Composite Structures · 2025

    Xuyang Li, Xiaonan Han, Yong Kun Qin, Lianfa Sun, Xiaogang Guo

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  6. Interpretable Machine Learning Analysis of Design Factors in Hydrogel Supercapacitors

    Gels · 2025

    Li-Ying Xu, Siqi Liu, Dandan Hu, Junhao Liu, Yuze Zhang, Ziqiang Li, Zhixi Su, Daxin Liang

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  7. Ultrabroadband and band-selective thermal meta-emitters by machine learning

    Nature · 2025

    Chengyu Xiao, Mengqi Liu, Kan Yao, Yifan Zhang, Mengqi Zhang, Min Yan, Ya Sun, Xianghui Liu, Xuanyu Cui, Tongxiang Fan, Changying Zhao, Wansu Hua, Yinqiao Ying, Yuebing Zheng, Di Zhang, Cheng‐Wei Qiu, Han Zhou

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  8. Heat Diffusion Invariant

    Physical Review Letters · 2025

    Liujun Xu, Pengfei Zhuang, Fubao Yang, Shuihua Yang, Chengmeng Wang, Gaole Dai, Jiping Huang, Cheng‐Wei Qiu

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  9. Interpretable Prediction and Analysis of PVA Hydrogel Mechanical Behavior Using Machine Learning

    Gels · 2025

    Li-Ying Xu, Siqi Liu, Anqi Lin, Zhixi Su, Daxin Liang

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  10. Unveiling the Impact of Air Pollution on Outdoor Training for Endurance and Explosive Power

    International Journal of Ambient Computing and Intelligence · 2025

    Лей Ши

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  11. Inverse design of mechanical metamaterials balancing manufacturability and compactness: A case study on lattice cells

    Extreme Mechanics Letters · 2025

    Jiacheng Xue, Hanmeng Bao, Tengfei Liu, Lingling Wu, Xiaoyong Tian, Dichen Li

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  12. Kolmogorov-Arnold networks-optimized honeycomb acoustic metamaterials for railway noise control

    International Journal of Mechanical Sciences · 2025

    Jiahao Lu, Siqi Ding, Kai Zhou, Yi‐Qing Ni

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  13. Bio-inspired acoustic metamaterials for traffic noise control: bridging the gap with machine learning

    Communications Engineering · 2025

    Jia-Hao Lu, Siqi Ding, Yi‐Qing Ni, Shu Li

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  14. From Formability to Bandgap: Machine Learning Accelerates the Discovery and Application of Perovskite Materials

    ACS Nano · 2025

    Shiyan Wang, Chaopeng Liu, Weiyao Hao, Yanling Zhuang, Xianjun Zhu, Longlu Wang, Xianghong Niu, Shujuan Liu, Bing Chen, Qiang Zhao

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  15. Controlling transient and coupled diffusion with pseudoconformal mapping

    Proceedings of the National Academy of Sciences · 2025

    Gaole Dai, Teng Qu, Min Lei, Zhuo Li, Fubao Yang, Ziwei Zhang, Yuanyuan Wang, Huaqing Xie, Jiping Huang, Jun Wang

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  16. Liquid metal enabled thermal switch for active thermal management

    International Journal of Heat and Mass Transfer · 2025

    Peilin Zhu, Jiongjiong Zhang, Baojie Wei, Baowen Li, Guimei Zhu

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  17. Topology in Thermal, Particle, and Plasma Diffusion Metamaterials

    Chemical Reviews · 2025

    Zhoufei Liu, Peng Jin, Min Lei, Chengmeng Wang, Pengfei Zhuang, Peng Tan, Jian‐Hua Jiang, Fabio Marchesoni, Jiping Huang

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  18. Machine Learning-Based Prediction of Reflection Coefficients for Multilayer Electromagnetic Absorbers

    Arabian Journal for Science and Engineering · 2025

    Feyzanur Banu Demir, Sueda Kankılıç, Esin Karpat

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  19. Generative Artificial Intelligence Navigated Development of Solvents for Next Generation High‐Performance Magnesium Batteries

    Advanced Materials · 2025

    Xiang Gao, Ao‐Qi Yang, Wen‐Bei Yu, Jia‐Cong Zhou, Maojun Pei, Jia‐Cheng Chen, Wei Yan, Guoqiang Luo, Yao Liu, Jianhua Xiao, Jiujun Zhang

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  20. Highly Efficient Discovery of 3D Mechanical Metamaterials via Monte Carlo Tree Search

    Advanced Science · 2025

    Jiamu Liu, Bo Peng, Weiyun Xu, Wei Ye, Peng Wen

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  21. Pseudoconformal Thermal Metamaterials Enabled by Thickness Engineering in a Single Material

    Small Structures · 2025

    Gaole Dai, Fubao Yang, Zhuo Li, Liujun Xu

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  22. Spinodal metamaterials optimization based on genetic algorithm: Controlling mechanical anisotropy via dimensionless Cahn-Hilliard equation

    European Journal of Mechanics - A/Solids · 2025

    Barbara Mandolesi, Christian Iandiorio, Valerio Gioachino Belardi, Francesco Vivio

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  23. Full polarization and high coherence control of thermal emissions via saddle-band dispersion engineering

    Nature Communications · 2025

    Kaili Sun, Guangdong Wang, Wenyu Li, Yinghan Wang, Yangjian Cai, Lujun Huang, Andrea Alù, Zhanghua Han

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  24. Machine learning-integrated lateral flow assays: Unlocking the future of intelligent point-of-care sensing

    TrAC Trends in Analytical Chemistry · 2025

    Elangovan Sarathkumar, Ramapurath S. Jayasree

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  25. Application of machine learning in the study of heavy metal remediation in soil using biochar-based nanocomposites

    Next Materials · 2025

    Shilin Xu, Xiaofang Wang, You Zhou, Dongfeng Wang, Weiwei Zhang, Yongsheng Li

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  26. Recent advances in the thermal management performance of polymer-based composite materials

    Materials Horizons · 2025

    Jia Li, Mengmeng Qin, Wei Feng

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  27. AI-driven design of powder-based nanomaterials for smart textiles: from data intelligence to system integration

    Advanced Powder Materials · 2025

    Zihui Liang, Yun Deng, Zhicheng Shi, Xiaohong Liao, Huiyi Zong, Lizhi Ren, Xiangzhe Li, Xinyao Zeng, Peiying Hu, Wei Ke, Bing Wu, Kai Wang, Jin Wen Qian, Weilin Xu, Fengxiang Chen

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  28. Emerging group-VA 2D materials: Antimonene and bismuthene for nanoelectronics and energy storage

    Journal of Alloys and Compounds · 2025

    Yedluri Anil Kumar, Reddi Mohan Naidu Kalla, Abdullah Godran Al-Sehemi, Ezhakudiyan Ravindran, Ramanadha Mangiri

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  29. Design optimisation of purge flow path in axial aero gas turbine engines using machine learning algorithm

    Aerospace Science and Technology · 2025

    Pitchai Pillai Sharmila, Abdus Samad

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  30. Artificial intelligence in heat and mass transfer in chemical engineering processes

    Elsevier eBooks · 2025

    Temima Ajanović, Farooq Sher, Harun Hrnjić, Muddasar Safdar, Saba Rahman, Shaniko Allajbeu

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  31. From performance to structure: a comprehensive survey of advanced metasurface design for next-generation imaging

    npj Nanophotonics · 2025

    Yunhui Zeng, Haopeng Zhong, Zhenwei Long, Hongkun Cao, Xin Jin

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  32. Design of metal-coordinated hypergolic materials: recent advances and perspectives

    Coordination Chemistry Reviews · 2025

    Tian‐Li Pu, Jing-Long Zhao, Xin-Yao Zhao, Qinglang Ma, Li Yang, Qian‐You Wang

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  33. Thermal properties of 3D-printed biomedical prototypes

    Elsevier eBooks · 2025

    Jayeeta Chattopadhyay, Tara Sankar Pathak, Nimmy Srivastava

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  34. Topology optimization in flexible electrical heaters: status and perspective

    Materials & Design · 2025

    Yanyan Xu, Bin Xie, Mingxiang Chen

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  35. Beyond Conventional Cooling: Advanced Micro/Nanostructures for Managing Extreme Heat Flux

    Advanced Materials · 2025

    Yuankun Zhang, Huajie Li, Yuhang Zhou, Jun Ma, Keng‐Te Lin, Han Lin, Chunsheng Guo, Baohua Jia

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  36. Leveraging AI Innovation in Nanomaterials, Synthesis, Characterization, and Device Design

    Advances in computational intelligence and robotics book series · 2025

    Ashok Vaseashta, Gor Gevorgyan, Surik Khudaverdyan, Gagik Y. Ayvazyan, Mane Khachatryan, C. Berlic, Adriana Elena Balan, Ioan Stamatin

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  37. Convergence of Computational Materials Science and AI for Next-Generation Energy Storage Materials

    Journal of Electronic Materials · 2025

    Xuexue Pan, Yuanlin Xie, Chujun Li, Yangyang He, Yitong Zhang, Yilin Wang, Zhichun Li, Peiyu Peng, Jun Wang

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  38. Dual-function convective sensor in porous media

    Journal of Applied Physics · 2025

    Wenyi Ma, Huolei Feng, Yushan Ni

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  39. State of the art challenges and prospects of advanced materials in radiation detection for nuclear energy: a review

    Progress in Materials Science · 2025

    Kamal Asghar, Miguta Faustine Ngulimi, Sion Kim, Bum Kyoung Seo, Guillaume H.V. Bertrand, Changhyun Roh

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  40. A New Pulsed Neutron-Gamma Density Logging Method Based on Gamma-Ray Spectra and Machine Learning

    ACS Omega · 2025

    Duo Dong, Qiong Zhang, De-fu Zang, Wensheng Wu, Meng He, Yunlong Ge, Hu Wang, Xiaoyu Song, Shitao Xiong

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

    Chemical Engineering Journal · 2025

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

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  42. Tailoring Energy Absorption of Curved-Beam Lattices Through a Data-Driven Approach

    Materials · 2025

    Pengting Xiang, Xian Liu, Xiang Chen, Chuang Liu

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  43. Thin Films for Next Generation Technologies: A Comprehensive Review of Fundamentals, Growth, Deposition Strategies, Applications, and Emerging Frontiers

    Processes · 2025

    Ajith P. Arun, Niranjana Sreenivasan, Jagadish H. Patil, Raviraj A. Kusanur, Hemanth L. Ramachandraiah, Mahesh Ramakrishna

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  44. AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions

    Biosensors · 2025

    Prashant Kishor Sharma, Chia‐Yuan Chen

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  45. Machine-learning-assisted finite-element optimization of temperature uniformity in a vertical annealing furnace for silicon wafers

    Materials Letters · 2025

    Shang-Kuo Yang, Amir Reza Ansari Dezfoli

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  46. Quasi-honeycomb graphene architectures enabling geometry-adaptive thermal regulation for high-density electronics

    Nanoscale · 2025

    Qiang Zhao, Ying Wang, Xiang Zheng, Xiaolu Cai, Jingze Li, Yongqi Zhang, Xinhui Xia

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  47. Temporal anti-parity–time symmetry in diffusive transport

    Nature Physics · 2025

    Peng Jin, Chengmeng Wang, Yuhong Zhou, Shuihua Yang, Fubao Yang, Jinrong Liu, Ya Nan Sun, Pengfei Zhuang, Yiyang Zhang, Liujun Xu, Yi Zhou, Ghim Wei Ho, Cheng‐Wei Qiu, Jiping Huang

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  48. Progress in constitutive modeling of arterial wall tissue mechanics: from theoretical frameworks to clinical application

    Progress in Biophysics and Molecular Biology · 2025

    Qian Fan, Dezhong Qi, Qiang Xiao, Xiaoqiang Zhou

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  49. Integrated design of chiral re-entrant honeycombs with multifunctional mechanical properties

    Thin-Walled Structures · 2025

    Hengtai Ni, Jing Liu, Wei Min Wang, Chiye Yang, Guang Pan

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  50. A hybrid method based on particle swarm optimization and machine learning algorithm for predicting droplet diameter in a microfluidic T-junction

    Applied Mathematics and Mechanics · 2026

    Faezeh Eslami, Reza Kamali

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