Papers citing Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics
A State of the Art on Applications, Recent Challenges, and Future Trends of Artificial Intelligence
International Conference on Power, Instrumentation, Control and Computing (PICC) · 2025
S. Sharmila Kumari, S. Suja Priyadharsini
Read original paper ↗ ·Uncovering battery electrochemical mechanisms by artificial intelligence
National Science Review · 2025
Zhiyuan Han, Jiaqi Zhou, Gongxun Lu, Zhihong Piao, Shengyu Tao, Runhua Gao, Chuang Li, Xuan Zhang, Guangmin Zhou
Read original paper ↗ ·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
Read original paper ↗ ·Advanced Liquid Crystal Materials at Microwave and Millimeter‐Wave Frequencies: Design, Properties, and Applications
Advanced Functional Materials · 2025
Huan Liu, Yufan Feng, Yuan Liu, Cristian Valenzuela, Sensheng Chen, Ling Wang, Huai Yang
Read original paper ↗ ·Signal-aware synthesis of tissue polarization uniformity from OCT images guided by an SNR-based heuristic
Expert Systems with Applications · 2025
Yuheng Wang, Chris Zhou, Jiayue Cai, Xin Lu, Shuo Tang, John D. W. Madden, Orlando José Rojas, Sunil Kalia, Z. Jane Wang, Daniel C. Louie, Tim K. Lee
Read original paper ↗ ·Multimodal Operando Characterization Platform for Monitoring Lithium-ion Battery Pouch-Cell
The Journal of Physical Chemistry Letters · 2025
Haitang Zhang, Wenbin Tu, Xiaohong Wu, Jiyuan Xue, Yuan Tian, Jianken Chen, Qiongqiong Qi, Yeguo Zou, Junhao Wang, Jing‐Hua Tian, Yu Qiao, Shi‐Gang Sun
Read original paper ↗ ·Aircraft Fault Knowledge Graph Construction Based on Large Language Model Incorporating Chinese Airworthiness Knowledge
International Journal of Software Engineering and Knowledge Engineering · 2025
Yi Hang Fan, Yu Sun, Baigang Mi, Xiaowu Fu
Read original paper ↗ ·Artificial intelligence transforming materials research: possible road ahead for India
Proceedings of the Indian National Science Academy · 2025
Prasenjit Sen
Read original paper ↗ ·Recent advances in graphene-based flexible tactile sensor
Materials Today Electronics · 2025
Wenkai Zhu, Yukai Zhou, YongChang Jiang, Wen Cheng, Lijia Pan, Yi Shi
Read original paper ↗ ·Machine learning in nanoscience and beyond: Workflows, data processing, XAI and ITAP metrics, language-based models
Advances in Colloid and Interface Science · 2025
Junnan Song, Qingjie Sun, André G. Skirtach, Bogdan V. Parakhonskiy
Read original paper ↗ ·Artificial intelligence in the development of structural and functional materials: A transformative frontier and complementary enabler of the rational alloy design framework
Next research. · 2025
Desmond Edem Primus Klenam
Read original paper ↗ ·Design Principles for Non-Iridium-Based Oxygen Evolution Catalysts in Proton Exchange Membrane Water Electrolyzers
ACS Energy Letters · 2025
Hyunsoo Ahn, Hyunsoo Ji, Junseok Moon, Megalamane Siddaramappa Bootharaju, Taeghwan Hyeon, Byoung-Hoon Lee
Read original paper ↗ ·Backward Mapping from Device Targets to Chemical Genomes for Interpretable Discovery of Phase-Stable Lead-Free Double Perovskites with DFT-Validated Design Rules
SSRN Electronic Journal · 2026
Nafis Ahtasum, Sohanur Rahman Sohan, Md. Mostaq Ahmed Himel, Md. Zahid Hassan, Muhammad Harussani Moklis, Md Rafiul Alam Roni
Read original paper ↗ ·Challenges and future scope in piezoelectric composite materials
Elsevier eBooks · 2026
Simran Gupta, Neelanjan Chowdhury, Sumanta Kumar Ghosh, Govinda Kapusetti
Read original paper ↗ ·Combinatorial to autonomous experimentation
Elsevier eBooks · 2026
Krishna Rajan
Read original paper ↗ ·Shifting the educational paradigm: Discovering concepts and connections
Elsevier eBooks · 2026
Krishna Rajan
Read original paper ↗ ·Small-data discovery of thermally robust Prussian blue analogues via objective-focused prioritisation
Journal of Materials Chemistry A · 2026
Yuta Shudo, Ryo Taguchi, Mai Akashi, Sota Shimizu, Tohru Kawamoto, Akira Takahashi
Read original paper ↗ ·Intelligent diagnosis of hot-rolled strip steel convexity faults based on hierarchical attention cycle graph networks and causal inference
Applied Soft Computing · 2026
Fei Shang, Huilin Chen, Bo Sun, Ruilin Miao, Xuegang Zhou, Chunwei Xing, Pengpeng Zhang
Read original paper ↗ ·Towards a sustainable high-quality materials data ecosystem: frameworks and strategies
National Science Review · 2026
Bing He, Kaixuan Wang, Zhou Jiang, Yueyu Zhang, Maxim Avdeev, Siqi Shi
Read original paper ↗ ·Machine Learning Assisted Development of COFs Materials as Solid Electrolytes for Lithium-Ion Batteries—A Mini Review
World Electric Vehicle Journal · 2026
Wenhao Xu, Jianhui Sang, Qidong Gong, Wenbin Lin, Zhihong Lin, Faheem Mushtaq, Hamza Mushtaq, Zhenyu Hong, Hong yuan Zhao
Read original paper ↗ ·Out-of-distribution machine learning for materials discovery: Challenges and opportunities
Chemical Physics Reviews · 2026
Miguel Tenorio, Md. Habibur Rahman, Arun Mannodi‐Kanakkithodi, James Chapman
Read original paper ↗ ·Study on establishment of cardiovascular interventional disease database and prediction of postoperative mortality risk
Scientific Reports · 2026
Pengjia Qi, Canjie Hu, Yong Li, Yang M. Chen, Yanyun Dai, Huaqing Zhang, Jijun Tong, Xia
Read original paper ↗ ·Deep active learning and knowledge transfer for rapid discovery of lithium metal battery electrolytes
Nature Communications · 2026
Xufeng Hong, Xizhe Wang, Stephen J. Harris, Hongbo Zhao, Jiashen Meng, Qingshan Jia, Qianchuan Zhao, Kang Xu, Quanquan Pang, Benben Jiang
Read original paper ↗ ·Multi-fidelity learning in materials informatics: methodologies, applications, and outlook
Journal of Materials Informatics · 2026
Bo Wang, Yangyang Xu, Yumei Zhou, Dezhen Xue
Read original paper ↗ ·Autonomous closed-loop framework for reproducible perovskite solar cells
Nature · 2026
Danpeng Gao, Shuaihua Lu, Chunlei Zhang, Ning Wang, Zexin Yu, Xianglang Sun, Rebecca Martin, Francesco Vanin, Liangchen Qian, Nicholas J. Long, Larry Lüer, Bo Li, Martin Stolterfoht, Junhui Hou, Jun Li Yin, Yen‐Hung Lin, Haipeng Lu, Nan Li, Nicola Gasparini, Christoph Josef Brabec, Samuel D. Stranks, Xiao Cheng Zeng, Zonglong Zhu
Read original paper ↗ ·Machine Learning and Domain Adaptation for Material Generalization in Electrocatalyst Evaluation: A Comprehensive Review
Archives of Computational Methods in Engineering · 2026
Parmeshwar U. Laghane, Bhaskar R. Sathe, Pravin Laxmikant Yannawar
Read original paper ↗ ·Artificial Intelligence-Driven Wearable Sensors for Cardiovascular Health Monitoring
ACS Sensors · 2026
H T Deng, Biao Ma, Gangsheng Chen, Junjie Chi, Jiayi Tong, Fuchao Yu, Bo Lü, Yuehua Chen, Chao Zhao, C Zhang, Hong Liu
Read original paper ↗ ·Bioinspired triple-synergistic enhancement and machine learning optimization for ultra-strong polyvinyl alcohol hydrogels
Nano Materials Science · 2026
Ran Lu, Huiming Ning, Xiaopeng Wu, Shu Wang, Chenxing Xiang, Alamusi Lee, Ning Hu, Libin Zhao, Fuli Jiao, Xuewei Shi, Feng Liu, Rui Zou, Jie Wen
Read original paper ↗ ·Cross-material catalyst discovery via deep learning
Nature Materials · 2026
Junseok Moon, Seungwoo Yoo, Jaehyuk Shim, Sungeun Heo, Jeong Hyun Kim, Megalamane Siddaramappa Bootharaju, Kug-Seung Lee, Jaeyune Ryu, Yung‐Eun Sung, Taeghwan Hyeon
Read original paper ↗ ·Wired and Wireless Photosynthetic Biohybrids: Design, Materials, and Mechanisms
Chemical Reviews · 2026
Lihini Jayasinghe, Wonseok Lee, Andrew Liu, Elizabeth Lineberry, Jiaxi Wei, Peidong Yang
Read original paper ↗ ·Intelligent Agent-Driven Design of Dynamically Reconstructed Metal-Organic Frameworks toward Industrial-Scale Anion-Exchange-Membrane Water Electrolysis
ACS Catalysis · 2026
Liangliang Xu, Jiankang Wang, Canhui Zhang, J Y Huang, Jian Zhou, Zhichu Ren, Jiaxin Yao, Jinyang Li, Heqing Jiang, Minghua Huang, Zhengxiao Guo, Zhongfang Chen
Read original paper ↗ ·General applicability for developing interfacial regulation materials: An artificial-intelligence-driven approach based on non-covalent interactions
Chemical Engineering Journal · 2026
Changqing He, X Y Yang, Huimin Zhou, Xincheng Zhang, X LIU, Lin He, Hong Sui, Zhenghe Xu, You Han
Read original paper ↗ ·Nanoengineering of MXenes and their composites as electromagnetic interference shields
Nanocomposites · 2026
Mubeena Shaik, Madhuri Wuppulluri
Read original paper ↗ ·Data driven approach for topological data of polyelectrolytes assembly
Journal of Materials Science Composites · 2026
Aleksei V. Meshkov, Olesya V. Khoroshilova, Vladimir V. Potapov, Timur A. Aliev, Anna A. Nikitina, Dmitrii A. Kozodaev, Екатерина Владимировна Скорб
Read original paper ↗ ·Crystallochemical control of (001)-oriented α-FAPbI3 via 2D perovskite template toward stable optoelectronic synaptic memristors
Materials Today Chemistry · 2026
Yuchun Li, Pengyu Hao, Zeyun Wang, Lingzhi Tang, Jingjuan Wang, Yingke Ren, Ziwei Yue
Read original paper ↗ ·Matching method to problem: Data-driven and knowledge-integrated machine learning for electrochemical energy devices
Electrochimica Acta · 2026
Yuze Hou, Nada Zamel
Read original paper ↗ ·