Papers citing Artificial Intelligence for Materials Discovery, Development, and Optimization
Inference Without Ground Truth: A Conceptual Theory of Validation in Materials AI
Journal of Artificial Intelligence for Materials Science · 2022
Michael Turner, Daniel Brooks, Olivia Grant
Read original paper ↗ ·The Role of Surprise in AI-Driven Materials Discovery
Journal of Artificial Intelligence for Materials Science · 2022
Claire Martin, Sophie Bernard, Julien Robert
Read original paper ↗ ·Scientific Decision-Making with Materials AI — How Models Actually Influence Action: A Review Study
Journal of Artificial Intelligence for Materials Science · 2023
Bruno Martins, Lucas Pereira
Read original paper ↗ ·RGB-Inspired CNN for goal-driven microstructure optimization of carbon-reinforced ceramic composites
SSRN Electronic Journal · 2025
Jiyu Wang, Xinghua Li, Bohan Zhang, Anqi Mai, Taishan Hu, Jian Ping Ou, Liuxia Li, Dongxu Jia, Gang Liu, Yi Liu
Read original paper ↗ ·The Problem of Normative Assumptions in Materials AI Objective Functions
Journal of Artificial Intelligence for Materials Science · 2025
Ricardo Alves, Bruno Costa, Helena Martins, Nuno Faria
Read original paper ↗ ·AI Design for High Entropy Alloys: Progress, Challenges and Future Prospects
Metals · 2025
Enzhi Xie, Chao Yang
Read original paper ↗ ·Machine learning-driven materials discovery: Unlocking next-generation functional materials – A review
Computational Condensed Matter · 2025
Dilshod Nematov, Mirabbos Hojamberdiev
Read original paper ↗ ·Covalent organic framework-based solid polymer electrolytes for metal-ion batteries: pioneering the future of DFT, MD, and ML techniques
Energy storage materials · 2025
Sadegh Kaviani
Read original paper ↗ ·Transformative Mechanical and Piezoelectric Properties in Organic–Inorganic Hybrid Materials for Biomedical Applications
ACS Nano · 2025
Jaewon Cho, Cheol Hyun Park, Priyannth Ramasami Sundharbaabu, Seong-Uk Ju, Davin Shin, Jun Hyuk Heo, Miso Kim, Jung Heon Lee
Read original paper ↗ ·Uncertainty‐Quantified Primary Particle Size Prediction in Li‐Rich NCM Materials via Machine Learning and Chemistry‐Aware Imputation
Advanced Science · 2025
Benediktus Madika, Chen Kang, JooSung Shim, Taemin Park, Jung Hyeon Moon, EunAe Cho, Seungbum Hong
Read original paper ↗ ·Research progress on carbon-based materials for aerospace applications
Composites Part B Engineering · 2025
Xiangyu Tang, Hongyu Ma, Jiashuo Zhang, Xiaolu Li, Wei Chen, Shuang Ben, Xiaojing Zhang, Min Yi
Read original paper ↗ ·A Progress Report on the Economics of Artificial Intelligence: Impacts, Challenges, and Future Directions
Journal of Economic Analysis · 2025
Alexander Steinmetz
Read original paper ↗ ·Application of Information Technologies to Solve Practical Problems in Mathematics and Computer Science – A Systematic Review
Premier journal of science. · 2025
Dmytrii S. Verbivskyi, Serhii Zhukovskyi, Olena Yu. Usata, Олена Фонарюк, Гуменюк В. В.
Read original paper ↗ ·Data engineering for AI applications in energetic materials
FirePhysChem · 2025
Xiaowei Zang, Quan Feng, Peng Zhu, Yinghua Ye, Ruiqi Shen
Read original paper ↗ ·Machine learning-assisted molecularly imprinted BiOI/g-C3N4 for precision pollutant removal
Materials Science in Semiconductor Processing · 2025
Xin Zhang, Xue Han, Wein‐Duo Yang, Rui Liu
Read original paper ↗ ·Lanthanide‐Based Quantum Optical Materials
Advanced Functional Materials · 2025
Kai Huang, Joshua F. A. Fat, Jiaze Wu, Shupei Yu, Daniel Fung‐A‐Fat, Katherine Deng, Gwenyth Zuercher, Diya Sankar, Ishana Saroha, Weichu Xu, Gang Han
Read original paper ↗ ·Perovskite Oxides for Electrosynthesis of Value‐Added Products by Gas‐Involving Cathodic Reduction Reactions
Advanced Energy Materials · 2025
Yan Chen, Huanhuan Tao, Ling Yuan, Zhongliang Dong, Bowen Li, Yinlong Zhu
Read original paper ↗ ·Energy Materials: Synthesis and Characterizations
Springer eBooks · 2025
Mayankkumar Lakshmanbhai Chaudhary, Rutu H. Patel, Ram Krishna Gupta
Read original paper ↗ ·Luminescent guardians: A comprehensive review of photoluminescent materials for anti-counterfeiting and invisible ink
Sensors and Actuators A Physical · 2025
Nelson Oshogwue Etafo, Nathan Akache-Abutu, Daniel Gbenga Adekanmi, Sreedeep Dey, Muyideen Olaitan Bamidele, Micheal Bola Bamikale, Timothy Adewale Adeyi, Adrian David Cheok, Samuel Oghenenyerovwo Enochoghene, Opeyemi Thomas, Oresegun Olakunle Ibrahim, Abayomi Bamisaye
Read original paper ↗ ·Recent advances in integrated solar batteries: Materials, interfaces, and system architectures
Journal of Power Sources · 2025
Karuppiah Nagaraj
Read original paper ↗ ·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
Read original paper ↗ ·Large language models for battery prognostics
Journal of Energy Chemistry · 2025
Jingyuan Zhao, Yan Wang, Misheng Cai, Lili Xie, Hewu Wang
Read original paper ↗ ·Transducer Materials for Wireless Neuromodulation
Advanced Functional Materials · 2025
Xinyu Sun, Shuangjie Liu, Yadong Zhe, Hao Wang, Xiaodong Zhang
Read original paper ↗ ·Advanced Materials for Enhanced Computing Performance: Beyond Silicon Paradigms in High-performance Computing Systems
World Journal of Materials Science and Technology · 2025
Mayibongwe Madisa
Read original paper ↗ ·Metal-organic frameworks for clean water
Chinese Chemical Letters · 2025
Xiao‐Hong Yi, Hong-Yu Chu, Chaoyang Wang, Hang Ren, Lihong Zhou, Yujie Zhao, Fu-Xue Wang, Hao Du, Yixuan Zhai, Tao Xia, Shaohua Guo, Xiaoning Wang, Yunlong Wang, Qian Wen, Ge Shen, Mengmeng Yang, Yu‐Hang Li, Maotian Xu, Xiaoyuan Zhang, Hao Wang, Xudong Zhao, Yifei Sun, Yilin Liu, Qingyi Zeng, Yuying Deng, Qi Wang, Xiaodong Zhang, Jie Li, Ning Liu, Chuanxi Yang, Jiansheng Li, Anping Wang, Xun Wang, Xuchun Qiu, Haodong Ji, Xuedong Du, Jiaxing Wu, Chong‐Chen Wang
Read original paper ↗ ·Reverse Integration Framework for Automatic Device Discovery in Urban Rail Transit Systems Based on IoT Gateways
International Conference on Computer, Internet of Things and Control Engineering (CITCE) · 2025
Hongxia Ye, Qiao Lu
Read original paper ↗ ·Research progress in single-crystal copper preparation: A review
Journal of Materials Research and Technology · 2025
Yao Dai, Zexiang Shen, Saichao Li, Jiangwei Yu, Shuai Pan, Ying Fu
Read original paper ↗ ·Building an Intelligent Cardiovascular System Platform: Embedding Artificial Intelligence across All Facets of Cardiovascular Medicine
Advanced Intelligent Systems · 2025
Mowei Kong, Xingwei Zhao, Qiuting Li, Yang Yu, Chunxiang Zhang
Read original paper ↗ ·Atomic-precision oxygen evolution materials: From empirical trial-and-error to AI-driven intelligent manufacturing
Nano Research · 2025
Yang Xiao, Bo Wang, Weizuo Li, Jianuo Liu, Xinru Ren, Cheng Qian, Xiugeng Ye, Jiangcheng Shi, Huang Zhou, Yafei Zhao, Yuen Shing Wu
Read original paper ↗ ·AI in material characterization
Comprehensive analytical chemistry · 2026
Sharmi Ganguly, Joydip Sengupta
Read original paper ↗ ·AI-Driven Optimization of Polymer Structure
Engineering materials · 2026
Shakti P. Padhy, Jiaojiao Wang, Anshul Baral, Raj Kiran
Read original paper ↗ ·Artificial intelligence and machine learning for plasmonic and surface-enhanced sensing
Chemical Society Reviews · 2026
Ailsa Geddis, Hannah Williams, Saba Bashir, Jason Malenfant, Caroline Dubois, Louis Hamlet, Jean‐François Masson
Read original paper ↗ ·Artificial intelligence-driven nanomaterial design and applications: advances, challenges, and future directions
New Journal of Chemistry · 2026
Yakubu Adekunle Alli, Lukman Shehu Mustapha, Francis Mekunye, Olaoluwa John Adeleke, Terfa Jude Igba, Nelson Oshogwue Etafo, Victor D. Aderibigbe, Sreedeep Dey, Haulison Kojo Yayoh, Kehinde Shola Obayomi, Malama Chisanga
Read original paper ↗ ·Artificial Intelligence, Machine Learning, and High-Throughput Material Discovery Tools
World sustainability series · 2026
Praveen Kumar Verma, Hitesh Vasudev
Read original paper ↗ ·Cognitive AI beyond prediction: toward reasoning and discovery
Materials Horizons · 2026
Jianliang Gong, Han Zhou, Shicheng Yu, Yiwang Chen
Read original paper ↗ ·Communication: Phase Diagram, Microstructure and Atomistic 2nd Law of Thermodynamics
Advances in Materials Physics and Chemistry · 2026
Kuochung Liu
Read original paper ↗ ·Data-driven and machine learning-assisted research on ferroelectric materials
Acta Physica Sinica · 2026
Changrui Wang, Jian Xin Zhou, Zhimei Sun
Read original paper ↗ ·Demystifying hydrogen evolution: the role of advanced functional materials in powering breakthroughs
Chemical Communications · 2026
Mariyam Saniya, Sumbul Raza, Tokeer Ahmad
Read original paper ↗ ·Describing materials via interpretable machine learning: the example of superconductivity
Physical Chemistry Chemical Physics · 2026
Herzain I. Rivera-Arrieta, Lucas Foppa
Read original paper ↗ ·Emerging Challenges and Future Directions in Multiscale Modelling for Integration of Biology and Materials Design
Springer eBooks · 2026
Vijay Bhooshan Kumar, Ashok Kumar Yadav, Tauseef Ahmad, Pramod Kumar Srivastava, Ali Ahmadian
Read original paper ↗ ·Energy Materials: Synthesis and Characterizations
Springer eBooks · 2026
Mayankkumar L. Chaudhary, Rutu H. Patel, Ram Krishna Gupta
Read original paper ↗ ·From Comparison to Optimization: A Deep Dive into Modern Recommendation System Techniques and Their Evaluation
Springer proceedings in mathematics & statistics · 2026
Lobna El Harrouchi, Hanae Moussaoui, Mounir Karmoudi, Lahbib Khrissi, Nabil El Akkad
Read original paper ↗ ·Future directions and emerging trends of sustainable energy harvesting: innovations in photovoltaic and thermoelectric systems
RSC Advances · 2026
Nadia Anwar, Muqarrab Ahmed, Shaheen Irfan, Muhammad Adnan, Shern‐Long Lee, Phuong Viet Pham, Chandra Sekhar Rout
Read original paper ↗ ·Integrating statistical optimization and data-driven geometry design in laser-fabricated rGO/cobalt oxide electrodes for supercapacitors
SSRN Electronic Journal · 2026
Muhammad Tufail, Hira Jalil, Svetlana I. Serebrennikova, Maxim Fomenko, Stanislav A. Evlashin, Albert G. Nasibulin, Fedor S. Fedorov
Read original paper ↗ ·Machine Learning‐Guided Discovery of Novel p ‐Type Heterojunction Materials for High‐Efficiency β‐Ga 2 O 3 Power Electronics
International Journal of Energy Research · 2026
Madani Labed, Amina Benslim, Bo‐In Park, You Seung Rim
Read original paper ↗ ·Machine-learning prediction of metal sulfide photocatalysts for sacrificial hydrogen evolution under visible light irradiation
Journal of Materials Chemistry A · 2026
Yuichi Yamaguchi, Fuga Kakami, Ryuto Baba, Wataru Takahara, Yosuke Harashima, Tomoaki Takayama, Mikiya Fujii, Akihiko Kudo
Read original paper ↗ ·Synthesis Strategies and Multifaceted Applications of Molybdenum‐Based Nanomaterials: A Comprehensive Review
Scientifica · 2026
Muhammad Kashif, Talha Sharif, Salman Khan, Natasha Shahzad, Jalal Amir, Misbah Gul, Kashif Shahid, Awais Ali Qarni, Ajmal Shah, Nolubabalo Matinise
Read original paper ↗ ·Toward self-driving laboratory 2.0 for chemistry and materials discovery
Materials Horizons · 2026
Heeseung Lee, Hyuk Jun Yoo, Hye Su Jang, Byeongho Park, Yang Jeong Park, Sang Soo Han
Read original paper ↗ ·Unveiling Hidden Correlations Between Fabrication Parameters and Resulting Outcomes in Tin‐Based Perovskite Solar Cells via Machine Learning
International Journal of Energy Research · 2026
Veera Nagendra Muppana, M. Samykano, Ngui Wai Keng, Adarsh Kumar Pandey, Hazim Khir
Read original paper ↗ ·二类超晶格长波红外探测器研究进展（特邀）
Acta Optica Sinica · 2026
芦鹏飞 Lu Pengfei, 关晓宁 Guan Xiaoning, 周峰 Zhou Feng, 赵雅琪 Zhao Yaqi, 罗煜 Luo Yu, 王坤 Wang Kun, 杨雪艳 Yang Xueyan, 张凡 Zhang Fan, 张焱超 Zhang Yanchao
Read original paper ↗ ·