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Papers citing Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

  1. Impacto de la gamificación en el aprendizaje de estudiantes universitarios

    RIDE Revista Iberoamericana para la Investigación y el Desarrollo Educativo · 2024-05-08

    Magda Patricia Ramos Cevallos, Matilde Esther Segovia-Avendaño, Nélyda Juárez Tamayo

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  2. A printing-inspired digital twin for the self-driving, high-throughput, closed-loop optimization of roll-to-roll printed photovoltaics

    Cell Reports Physical Science · 2024-06-01

    Leonard W. T. Ng, Na An, Liu Yang, Yinhua Zhou, Dong Wook Chang, Jueng‐Eun Kim, Luke J. Sutherland, Tawfique Hasan, Mei Gao, Doojin Vak

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  3. Generative learning facilitated discovery of high-entropy ceramic dielectrics for capacitive energy storage

    Nature Communications · 2024-06-10

    Wei Li, Zhonghui Shen, Run‐Lin Liu, Xiaoxiao Chen, Mengfan Guo, Jin-Ming Guo, Hua Hao, Yang Shen, Hanxing Liu, Long‐Qing Chen, Ce‐Wen Nan

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  4. Machine learning in proton exchange membrane water electrolysis — A knowledge-integrated framework

    Applied Energy · 2024-06-14

    Xia Chen, Alexander Rex, Janis Woelke, Christoph Eckert, Boris Bensmann, Richard Hanke‐Rauschenbach, Philipp Geyer

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  5. A new family of septuple-layer 2D materials of MoSi2N4-like crystals

    Nature Reviews Physics · 2024-06-17

    Tatiana Latychevskaia, D. A. Bandurin, Kostya S. Novoselov

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  6. Understanding the phytotoxic effects of organic contaminants on rice through predictive modeling with molecular descriptors: A data-driven analysis

    Journal of Hazardous Materials · 2024-06-17

    Shuyuan Wang, Jie Chen, Lizhong Zhu

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  7. Type-printable photodetector arrays for multichannel meta-infrared imaging

    Nature Communications · 2024-06-18

    Junxiong Guo, Shuyi Gu, Lin Lin, Yu Liu, Ji Cai, Hongyi Cai, Yu Peng Tian, Yuelin Zhang, Qinghua Zhang, Ze Liu, Yafei Zhang, Xiaosheng Zhang, Yuan Lin, Wen Huang, Lin Gu, Jinxing Zhang

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  8. Let the two sides of the same coin meet—Environmental health and safety-oriented development of functional nanomaterials for environmental remediations

    Eco-Environment & Health · 2024-06-29

    Shuangyu Wu, Jian Peng, Stephanie Ling Jie Lee, Xiaoqing Niu, Yue Jiang, Sijie Lin

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  9. Harnessing the Missing Spectral Correlation for Metasurface Inverse Design

    Advanced Science · 2024-07-01

    Jie Zhang, Chao Qian, Guangfeng You, Tao Wang, Yasir Saifullah, Reza Abdi–Ghaleh, Hongsheng Chen

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  10. Accelerating Formulation Design via Machine Learning: Generating a High-throughput Shampoo Formulations Dataset

    Scientific Data · 2024-07-03

    Aniket Chitre, Robert C. M. Querimit, Simon D. Rihm, Dogancan Karan, Benchuan Zhu, Ke Wang, Long Wang, Kedar Hippalgaonkar, Alexei A. Lapkin

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  11. Structural Evolution of Millisecond Laser-Induced Metastable Crystalline GeTe

    ACS Applied Electronic Materials · 2024-07-11

    Jose Recatala‐Gomez, Yun Li, Nur Qalishah Adanan, Biplab Ghosh, Haiwen Dai, Yang Bai, Chenguang Zhang, Samuel A. Morris, Zhong‐Shan Jin, Wenhao Zhai, Tobias W. W. Maß, Pawan Kumar, Fengxia Wei, Maung Thway, Rafikul Ali Saha, Eduardo Solano, Martin Rosenthal, Maarten B. J. Roeffaers, Nigel M. Kirby, Izabela Miłogrodzka, Robert Edward Simpson, Kwan Wee Tan, Kedar Hippalgaonkar

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  12. Accelerating electrocatalyst design for CO2 conversion through machine learning: Interpretable models and data-driven innovations

    Nexus · 2024-07-18

    Zijing Li, Yingchuan Zhang, Tao Zhou, Guangri Jia

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  13. Review of progress in calculation and simulation of high-temperature oxidation

    Progress in Materials Science · 2024-07-31

    Dongxin Gao, Zhao Shen, Kai Chen, Xiaofeng Zhou, Liu Hong, Jingya Wang, Yangxin Li, Zhixiao Liu, Huiqiu Deng, William Yi Wang, Xiaoqin Zeng

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  14. Navigating the innovation frontier: ambidextrous strategies, knowledge creation, and organizational agility in the pursuit of competitive excellence

    Business Process Management Journal · 2024-08-20

    Abdul Hakeem Waseel, Jianhua Zhang, Muhammad Usman Shehzad, Irshad Hussain Sarki, Muhammad Wajid Kamran

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  15. Accelerating the Discovery of Efficient High-Entropy Alloy Electrocatalysts: High-Throughput Experimentation and Data-Driven Strategies

    Nano Letters · 2024-09-03

    Xiangyi Shan, Yiyang Pan, Furong Cai, Han Jun Gao, Jianan Xu, Daobin Liu, Qing Zhu, Panpan Li, Zhaoyu Jin, Jun Jiang, Min Zhou

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  16. When Metal Nanoclusters Meet Smart Synthesis

    ACS Nano · 2024-09-24

    Zhucheng Yang, Anye Shi, Ruixuan Zhang, Zuowei Ji, Jiali Li, Jingkuan Lyu, Jing Qian, Tiankai Chen, Xiaonan Wang, Fengqi You, Jianping Xie

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  17. From Sunlight to Solutions: Closing the Loop on Halide Perovskites

    ACS Materials Au · 2024-10-25

    Elham Foadian, Sheryl L. Sanchez, Sergei V. Kalinin, Mahshid Ahmadi

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  18. Machine Learning in 3D and 4D Printing of Polymer Composites: A Review

    Polymers · 2024-11-08

    Ivan Pavlovich Malashin, Igor S. Masich, В С Тынченко, Andrei Gantimurov, Vladimir Nelyub, А. С. Бородулин, Dmitry Martysyuk, A.L. Galinovsky

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  19. Engineering biotic-abiotic hybrid systems for solar-to-chemical conversion

    Chem · 2024-11-20

    Wentao Song, Xinyue Zhang, Wanrong Li, Bowen Li, Bin Liu

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  20. AI-driven 3D bioprinting for regenerative medicine: From bench to bedside

    Bioactive Materials · 2024-11-23

    Zhenrui Zhang, Xianhao Zhou, Yongcong Fang, Zhuo Xiong, Ting Zhang

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  21. Laser powder bed fusion of biodegradable magnesium alloys: process, microstructure and properties

    International Journal of Extreme Manufacturing · 2024-11-23

    Xuehua Wu, Junying Liu, Youwen Yang, Jing Bai, Cijun Shuai, Joseph Buhagiar, Xinghai Ning

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  22. Analysis of influencing factors on review efficiency of multidisciplinary scientific research projects using DEMATEL with a 5-point scale

    PLoS ONE · 2024-12-12

    Junyi Li, Yana Xiao

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  23. ReLMM: Reinforcement Learning Optimizes Feature Selection in Modeling Materials

    Journal of Chemical Information and Modeling · 2024-12-17

    Maitreyee Sharma Priyadarshini, Nikhil Thota, Rigoberto Hernandez

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  24. SGML: A Python library for solution-guided machine learning

    Software Impacts · 2024-12-27

    Ruijin Wang, Yuchen Du, Chunchun Dai, Yang Deng, Jiantao Leng, Tienchong Chang

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  25. AI4Materials: Transforming the landscape of materials science and enigneering

    Review of Materials Research · 2025-01-01

    Xue Feng Jiang, Dezhen Xue, Yang Bai, William Yi Wang, Jianjun Liu, Mingli Yang, Yanjing Su

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  26. Archerfish: a retrofitted 3D printer for high-throughput combinatorial experimentation via continuous printing

    Digital Discovery · 2025-01-01

    Alexander E. Siemenn, Basita Das, Eunice Aissi, Fang Sheng, Lleyton Elliott, Blake Hudspeth, Marilyn Meyers, James Serdy, Tonio Buonassisi

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  27. Polymer gels for aqueous metal batteries

    Progress in Materials Science · 2025-01-04

    Tianfu Zhang, Keliang Wang, Hengwei Wang, Manhui Wei, Zhuo Chen, Daiyuan Zhong, Yu Chen, Pucheng Pei

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  28. Computation-driven design: dielectric loss mechanism and performance optimization of epoxy/anhydride curing system

    Unknown journal · 2025-01-15

    Yi Zhang, Yunhua He, Fusheng Zhou, Yufeng Song, Jiaming Xiong, Xueting Cheng, Chao Gao

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  29. Finite element analysis, machine learning, and digital twins for soft robots: state-of-arts and perspectives

    Smart Materials and Structures · 2025-01-23

    Liuchao Jin, Xiaoya Zhai, Wenbo Xue, Kang Zhang, Jingchao Jiang, Mahdi Bodaghi, Wei‐Hsin Liao

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  30. Enhancing Hand Movement Recognition: A Hybrid Fuzzy Deep Neural Network Approach with Time-Frequency EMG Representations

    Unknown journal · 2025-02-04

    Peyman Afshari Bijarbaneh, Fatemeh Noori, Shima Faramarzi, Seyed Amirhossein Mousavi

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  31. Toughening mechanism analysis of TiN/TiSiN coatings with modulation period gradient structure

    Journal of Materials Research and Technology · 2025-02-11

    Wei Liu, Qiang Shen, Liangliang Lin, Mingquan Jiang, Mai Yang, Baifeng Ji, Rong Tu, Song Zhang

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  32. Automated Discovery of Therapeutic Biomaterial for Renally Impaired Hyperuricemia Patients by Natural Language Processing and Machine Learning

    bioRxiv (Cold Spring Harbor Laboratory) · 2025-03-11

    Xiaodong Zeng, Jiahao Qiu, Xin Gui Zhao, Kangfei Liu, Longfei Zhao, Junkang An, Xiang Liang, Tianzhi Liu, Zhichao Wang, Weidi Xie, Mengdi Wang, Jie Luo, Shiyi Zhang

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  33. High-entropy electromagnetic functional materials: From electromagnetic genes to materials design

    Materials Science and Engineering R Reports · 2025-03-28

    Tingting Liu, Luyang Li, Luyang Li, Peng Gao, Lin Li, Lin Li, Mao‐Sheng Cao

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  34. AI-driven materials design: paradigm shift from small data to big data

    Scientia Sinica Chimica · 2025-04-16

    Xinyu Chen, Zhilong Song, Shuaihua Lu, Yilei Wu, Minggang Ju, Qionghua Zhou, Jinlan Wang

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  35. A guided review of machine learning in the design and application for pore nanoarchitectonics of carbon materials

    Materials Science and Engineering R Reports · 2025-05-02

    Chuang Wang, Xingxing Cheng, Kai Luo, K. Nandakumar, Zhiqiang Wang, Meng Ni, Xiaotao Tony Bi, Jiansheng Zhang, Chunbo Wang

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  36. Leveraging generative models with periodicity-aware, invertible and invariant representations for crystalline materials design

    Nature Computational Science · 2025-05-09

    Zhilong Wang, Fengqi You

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  37. Empowering Generalist Material Intelligence with Large Language Models

    Advanced Materials · 2025-05-12

    Wenhao Yuan, Guangyao Chen, Zhilong Wang, Fengqi You

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  38. AI foundational models in low-carbon energy and chemical engineering and the intelligent discovery platform for novel materials

    Scientia Sinica Chimica · 2025-05-15

    Haoyu Yin, Yizhe Chen, Xiaonan Wang

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  39. Unlocking a self-driving research workflow for perovskite photovoltaics

    Matter · 2025-06-01

    Lifang Xie, Yalan Zhang, Noah Peterkes, Xiao‐Fen Li, Yike Guo, Yuanyuan Zhou

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  40. Artificial Intelligence‐Driven Approaches in Semiconductor Research

    Advanced Materials · 2025-06-19

    Yanping Zheng, Hao Xu, Zhexin Li, Linlin Li, Yongchao Yu, Pengfei Jiang, Yanmeng Shi, Jing Zhang, Yuqing Huang, Qing Luo, Zheng Lou, Lili Wang

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  41. SeFNet: Linking tabular datasets with semantic feature nets

    Information Fusion · 2025-07-01

    Katarzyna Woźnica, Piotr Wilczyński, Przemysław Biecek

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  42. Material intelligence by the convergence of artificial intelligence and robotic platforms

    Nexus · 2025-07-02

    Xinyu Zhang, Zijian Chen, Feibei Chen, Billy Fanady, Boyuan Wang, Zongming Ni, Shumin Zhou, Junzhi Ye, Guanhua Chen, Jie Liu, Robert L. Z. Hoye, Xiaobo Li, Samantha Yu-ling Chong, Wei Feng, Chi-yung Chung, Ching-chuen Chan, Linjiang Chen, Han Hao, Alán Aspuru‐Guzik, Jun Jiang, Haitao Zhao

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  43. The analysis of deep reinforcement learning for dynamic graphical games under artificial intelligence

    Scientific Reports · 2025-07-02

    Yuyang Yan, Jiahui Li, Cristina Zaggia

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  44. A self-supervised robotic system for autonomous contact-based spatial mapping of semiconductor properties

    Science Advances · 2025-07-04

    Alexander E. Siemenn, Basita Das, Kangyu Ji, Fang Sheng, Tonio Buonassisi

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  45. Deep Reinforcement Learning–Based Control Strategy for Electro-Hydrostatic Active Suspension

    SAE International Journal of Passenger Vehicle Systems · 2025-07-09

    Jiawei Wang, Huiru Guo, Xiaohe Deng

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  46. Detecting deformation mechanisms of metals from acoustic emission signals through knowledge-driven unsupervised learning

    Nature Communications · 2025-07-25

    Boyuan Gou, Yan Chen, Songhua Xu, Jun Sun, Turab Lookman, Ekhard K. H. Salje, Xiangdong Ding

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  47. Gamification for digital preservation awareness: Encouraging public engagement with digital archives through game design

    Business Information Review · 2025-07-28

    Akinade Adebowale Adewojo

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  48. Advanced Design for High-Performance and AI Chips

    Nano-Micro Letters · 2025-07-29

    Ying Cao, Yuejiao Chen, Xi Fan, Hong Chuan Fu, Bingang Xu

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  49. Rational design of mechanical bio-metamaterials for biomedical applications

    Progress in Materials Science · 2025-08-03

    Haoyu Wang, Yanshen Yang, Xiaqing Zhou, Jin Tian, Xinci Duan, Ang Li, Tian Jian Lu, Tian Jian Lu, Xiaokang Li, Dandan Pei, Feng Xu

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  50. Advances in intelligent epitaxy of semiconductor materials

    Progress in Quantum Electronics · 2025-09-01

    Chao Shen, Kang Yang, Wenkang Zhan, Bo-Wei Xu, Zhaonan Li, Shujie Pan, Siming Chen, Zhanguo Wang, Chao Feng Zhao

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