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Papers citing Artificial Intelligence for Materials Discovery, Development, and Optimization

  1. 2D material-based sensing technology innovation roadmap for biomedical applications

    2D Materials · 2026

    Apostolos C. Tsolakis, Thomas Zadrozny, Aristides Bakandritsos, Marianna Rossetti, Arben Merkoçi, Vincent Bouchiat, Mavroeidis Angelakeris, Sandeep Kumar Kumar, Jean‐Jacques Toulmé, Aristotelis Folas, Felix Hempel, Chandan Singh, Alexey Tarasov, Despoina I. Batsouli, Spyros Tsiotos, Spyros N. Yannopoulos, Diana Marcano, Ioanna Deligkiozi, Daniel Izquierdo-Bote, Marı́a Begoña González-Garcı́a, Pablo Fanjul‐Bolado, Cristian Bosch

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  2. Microfluidics: A Scalable Solution to Data Challenges in Chemical AI

    Synlett · 2026

    Rico Warias, Detlev Belder, Julia Westermayr, Tobias A. M. Gulder, Tanja Gulder

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  3. A feature-guided closed-loop optimization framework via stepwise PSO for process simulation: A case study on membrane-assisted methanol synthesis

    DeCarbon · 2026

    Yuanming Li, Zhenyu Du, Moon-Kyung Cho, Shuai Deng, Haohao Gu, Hao Wang, Ki Bong Lee, Shuangjun Li

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  4. Freestanding Functional Oxide Membranes for Wearable Electronics and Biomedical Applications

    Advanced Functional Materials · 2026

    Ruobo Peng, Tao Liu, Guohua Dong, Na Dong, Fei Hu, Xiaohui Zhang, Ming Liu, Tao Dong, Zhuangde Jiang

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  5. Machine Learning-Guided Prediction of the Removal Efficiency of Pharmaceuticals and Personal Care Products by Photocatalytic Membranes

    ACS ES&T Water · 2026

    Xunhao Wang, Yanli Li, Peng Chen, Yike Shen, Volodymyr V. Tarabara, Feng Gao

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  6. Artificial intelligence in 3D printing: Unlocking the potential of 2D nanomaterial–polymer composites

    MRS Communications · 2026

    Wonbong Choi, Md Luthfar Rahman Liman, Maryam Tajik HesarAmiri, Narendra B. Dahotre, Rigoberto C. Advíncula, Yijie Jiang

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  7. Polymer informatics: Integrating data‐driven strategies, advanced machine learning, and automated synthesis for next‐generation polymer design

    InfoScience. · 2026

    Md Saiful Islam, Tamanna Hoque, Junied Islam Shuvo, Sheta Roy Tori, Sadit Bihongo Malitha, Md. Zahangir Alam, A K A Chowdhury

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  8. A multiscale modeling roadmap for interphases in fiber-reinforced thermoplastics: linking molecular mechanisms, mesoscale morphology, and structural response

    Composites Part B Engineering · 2026

    Pengcheng Shi, Yingdan Zhu, Lingyu Yue, Chun Yan, Haibing Xu, Tongan Bu

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  9. Stimuli-responsive quantum-engineered polymeric networks: From molecular design and scalable manufacturing to high performance cargo loading systems

    iPharma · 2026

    Trilochan Satapathy, Om Chandrakar, Abhisek Satapathy, Poonam Sahu, Kamlesh Sahu, Gopendra Patel, Abinash Satapathy

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  10. A computational approach to discovering high-performance, lead-free perovskite solar cells using physics-informed neural networks

    Materials Today Communications · 2026

    Mohamed Moustafa, Abdelrahman M. Al-Atrash, Mahmoud S. Ghanem, Saad H. Elzoheery

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  11. CeO2 Nanozymes as redox regulators: Reprogramming of reactive oxygen species (ROS) signaling for plant climate resilience

    Plant Molecular Biology · 2026

    Shareen Niyazi, Krishnamurthi Keerthana, Yamshi Arif, Zishan Ahmad, Mohammad Shahid, Venkatesan Vijayakanth

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  12. Intelligent X-ray Spectroscopy through Machine Learning for Energy Materials Discovery and Characterization

    Green Energy & Environment · 2026

    Xue Kong, Faiza Meharban, Lei Tan, Jingsan Xu, Xiaotong Wu, Chao Lin, Shuangqiang Chen, Zheng Jiang, Xiaopeng Li, Wei Luo

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  13. Multi-model framework for intelligent research and development of super-hydrophilic coatings

    Science China Materials · 2026

    Lie Wu, Shiyu Fu, Yutang Li, Zhanyuan Li, Bing Wang, Yiqi Li, Fan Yang, Ming Gao, Xin Wang, Wenhua Zhou, Huijuan Ma, Paul Kim-Ho Chu, X H Yu

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  14. Review on composites against atomic oxygen erosion: Protection mechanism and material system

    Composites Part B Engineering · 2026

    Xiangyu Tang, 麻晗, Guangzhi Wang, Jiashuo Zhang, Jinglin Yin, Shuang Ben, Xiaojing Zhang, Min Yi

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  15. Phase programming: microstructural design in rechargeable battery materials

    Microstructures · 2026

    Boya Wang, Valentina A. Bocharova, Jian Wang, Zhengwei Wang, Lin Gu

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  16. Green organic synthesis in drug discovery: emerging roles of artificial intelligence and quantum chemical approaches

    Discover Chemistry. · 2026

    Annasaheb S. Gaikwad

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  17. Accelerating Discovery of WX2-Based Gas Sensors (X = S, Se, and Te) for C4F7N Decomposed Species via Density Functional Theory and Machine Learning

    ACS Sensors · 2026

    Hao Cui, Yijian Pu, Hailong Wu, Yinhang Zhang, Xiaoxing Zhang, Jian Hu

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  18. Machine learning-driven surface and interface engineering in perovskite quantum dots for photoluminescence-based and chemical sensing platforms

    Results in Surfaces and Interfaces · 2026

    Ghaleb Oriquat, Kwthr Hafdh Jbar, Omayma Salim Waleed, Manoj A. Vora, Roopashree R, Lalita Chopra, Sadridin Eshkaraev, Dushamov Dilshod Azadovich, Hadi Noorizadeh

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  19. Resource-Efficient Microstructure Optimization of Carbon-Reinforced Ceramic Composites Enabled by an RGB-Inspired Convolutional Neural Network

    ACS Sustainable Chemistry & Engineering · 2026

    Jiyu Wang, Xinghua Li, Bohan Zhang, Anqi Mai, Taishan Hu, Jian Ou, Li Li, Dongxu Jia, Gang Liu, Liu Y

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  20. Artificial Intelligence for Sustainable Ceramic and Refractory Materials: A PRISMA-Guided Systematic Review of Emerging Design Strategies, Industrial Applications, and Circular Raw Material Utilization

    Inorganics · 2026

    Leonel Díaz-Tato, Luis Angel Iturralde Carrera, Martínez Ángeles Hugo, Cesar Augusto Navarro Rubio, Margarita Guadalupe García-Barajas, Francisco Antonio Castillo Velásquez, Jonny Paul Zavala de Paz, Juvenal Rodríguez‐Reséndiz, Edén Amaral Rodríguez-Castellanos

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  21. Illuminating the Interface: In Situ Optical Insights Into Two‐Electron ORR Pathways for H 2 O 2 Electrosynthesis

    Advanced Materials · 2026

    Hao Lin, Jiawang He, 謝欣偉, Tianle Zhou, Ruiquan Yu, Dongping Ye, Yu Huang, Zhu Liang, Bo Li, Le Liu, Xiao‐yan Li, Lin Lin

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  22. Intelligent Computational Modeling of ISO 50001 Energy Performance Indicators for Sustainable Energy Management Systems: A Systematic Review

    Algorithms · 2026

    Luis Angel Iturralde Carrera, Leonel Díaz-Tato, Guillermo José Barroso García, Yoisdel Castillo Álvarez, Yarelis Valdivia Nodal, Miguel Ángel Cruz Pérez, Juvenal Rodríguez‐Reséndiz

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  23. Prediction of doped silicon phases for enhanced lithium-ion battery anodes: Exploring the superior potential of C, N, and F doping

    Materials Today Communications · 2026

    Samson Singo, Katlego Phoshoko, Tshidi Mogashoa, Phuti Esrom Ngoepe, Raesibe Sylvia Ledwaba

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  24. Artificial Intelligence‐Powered Algal Biodiesel: The Future of Biofuel Production Through Data‐Driven Biotechnology

    Biotechnology and Bioengineering · 2026

    Gyanendra Tripathi

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  25. Machine Learning in Materials Science: Data-Driven Discovery and Functional Applications

    Encyclopedia · 2026

    Mihail Kolev

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  26. Hybrid filler-based thermal interface materials: heat transfer mechanisms and AI-guided predictive design

    Results in Engineering · 2026

    Doaa Zamel, Kiran Murtaza, Kang Wang, Winges Fatima, Qingmei Xiao, Rui Wang, Chengshuai Chang, Guangliang Gary Liu

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  27. Towards sustainable pharmaceutical manufacturing: The rise of supercritical fluid technology

    Journal of Controlled Release · 2026

    Shangqing Chen, Yisheng Peng, H Q Liu, Chengchao Chu, Biao‐Qi Chen, Hongwei Cheng, Gang Liu

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  28. A review of artificial intelligence in materials screening: Data, models, and applications in forensic science

    Next Materials · 2026

    Sahana Datta, Ripan Chakraborty, Riddhit Bhattacharjee, Aditya Kumar Kar

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  29. Learning crystal–descriptor synergy: A multimodal deep learning approach for band gap prediction in chalcogenide materials

    Physica B Condensed Matter · 2026

    Hilal Kaya, Fatih Ekinci, Ahmet Yasin Selçuk, Neşet Koçkar, Özge DEMİR, Güney Ugurlu, Mehmet Serdar Güzel, Mehmet Serdar Güzel

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  30. Machine Learning and Artificial Intelligence in Metallic Orthopedic Implant Development: A Narrative Review

    Materials · 2026

    Prajwal Guruprasad, Pranav Sivaram, Andrew Cibik, Pierce T Bombard, Albert Thomas Anastasio

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  31. Artificial intelligence and the frontier of phonon engineering: a perspective on discovering extreme thermal materials

    Journal of Materials Science Materials Theory · 2026

    Ming Hu

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  32. Comparative assessment of dilute alloys and complex concentrated alloys: Design principles, processing, mechanisms, properties, and sustainability

    Journal of Alloys and Compounds Communications · 2026

    Desmond Edem Primus Klenam, Tabiri Kwayie Asumadu, Michael Oluwatosin Bodunrin, Winston Oluwole Soboyejo

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  33. Porous Organic Polymers for CO 2 Capture and Electroreduction: Recent Advances and Future Perspectives

    Chemistry - A European Journal · 2026

    Rabia Iftikhar, Li Wang, Q Zhang, Wei Yan

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  34. ALiBERT: Transformer-Based NLP and Hybrid Ensemble Learning Framework for Predicting Material Properties

    Arabian Journal for Science and Engineering · 2026

    M. Subramanian, N. Arunkumar, M. Diviya, T. Balasubramanian

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  35. From systematic evidence to agentic architectures: A systematic review and framework for large language model–driven smart grids

    Energy and AI · 2026

    Zahra Rezaei, Mohammad Amin Amini, Yaser Mike Banad

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  36. AI for science: Progress, challenges, and perspectives

    The Innovation · 2026

    Yongjun Xu, Zezhi Shao, Xin Liu, Yuquan Li, Zhulin An, Chenguang Fu, Changping Huang, Lin Zhang, Feng Gao, Jian Li, Yuyang Li, Fanglong Yao, Anquan Xia, Kaihua CHEN, Xiaolong Zheng, Chuanguang Yang, Libo Huang, Fengliang Dong, Shanliang Yao, Zhao Zhang, Jue Wang, Qi Wang, Yuanzhuo Wang, Haisheng Li, Nachuan Xiao, Yuyang Wang, Guoshuang Feng, Puxiang Lai, Yuxuan Song, Tao Xu, Jie Yang, Yun Peng, Xiangbin Meng, Xin Peng, Kunjie Li, Yupeng Niu, Tiancheng Xu, Huiyu Xu, Tao Huang, Yong Han, Min Li, Jiayun Hou, Xiaoling Lü, Fangrong Yan, Yang Zhao, Yongyue Wei, Ming‐Jie Yin, Zongguo Wang, Leilei Xiang, Yubao Qiu, Jiangyuan Zeng, Yang Liu, Yue Chang, Sabine Grunwald, Willie J.G.M. Peijnenburg, Thilo Hofmann, Ronald Roepman, Jun Li, Gerd Dercon, Lianru Gao, Mariana Vezzone, Marko Virta, Sabine Dietmann, Deshuai Yuan, Fei Chen, Wei Chen, Kai Wu, Tao Chen, Haibo Zhang, Zuoqiang Yuan, Jifeng Han, Xuetao Zhu, Bin Zhang, Wentao Su, Wei Meng, Ming Zhang, Dachuan Zhang, Qingyan Wu, Xiaojie Lin, Xiayao Peng, Tao Yang, Wei Wu, Lei Gan, Meng Wan, Ye Ding, Zhongbao Wei, Shaohua Yang, Yunfei Zhang, Lijun Yang, Kun Yu, Yuanyuan Duan, Xingying Chen, Peng Jia, Ali Luo, Jiaben Lin, Cunshi Wang, Zhiting Zhang, Xinhe Liu, Dongchen Zhu, Peng Hu

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  37. Machine Learning Assisted Inverse Design of Low Resistivity In–Ga–Sn–Zn Oxide Sputtering Targets

    Journal of the American Ceramic Society · 2026

    Nuo Cheng, Somyajit Chakraborty, Xiaokai Liu, Wenyu Zhang, Xina Liang, Hetao Zhao, Wenhui Bi, Mingzhen Zhang, Yang Liu, Benshuang Sun, Jilin He

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  38. A review of transition metal-based double perovskite oxides for photovoltaic applications

    Next Materials · 2026

    Nangamso Nathaniel Nyangiwe, Ndzondelelo Bingwa

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  39. Artificial intelligence-assisted design and optimization of radiation shielding materials for medical applications

    Journal of Radiation Research and Applied Sciences · 2026

    Ruth Kanyana, Living Ounyesiga, Afam Uzorka

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  40. The Applications of Machine Learning in Micro‐Nano Materials Research: From High‐Throughput Screening to Intelligent Design

    Small · 2026

    Ke Wu, Zefan Sang, Guangxun Zhang, Huan Pang

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  41. Hybrid Artificial Neural Network Long Short-Term Memory Framework for Predicting the Mechanical Behavior of Composite Materials

    Applied Mechanics · 2026

    R. Alagulakshmi, R. Ramalakshmi, Veerasimman Arumugaprabu, Sundarakannan Rajendran, Arnas Majumder, Flavio Stochino

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  42. Artificial intelligence in nanotechnology: current applications and future perspectives

    Health Nanotechnology · 2026

    Ali Majedi

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  43. The Digital Desalination Lab: Revolution or Overpromise?

    Chemistry Africa · 2026

    Ziad Moussa, Hatem M. Altass, Jan Mohammad Mir, Rabab Sharaf Jassas, A. Timoumi, Saleh A. Ahmed

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  44. 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

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  45. Chemical Bonding and Crystal Structure Design for Low Thermal Conductivity in Inorganic Solids

    Advanced Materials · 2026

    Ivy Maria, Anustoop Das, Riddhimoy Pathak, Kanishka Biswas

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  46. Damnacanthal from Morinda citrifolia L.: Experimental Characterization, Biological Evaluation, In Silico ADMET Assessment, and Future Perspectives in AI-Assisted Anticancer Drug Discovery

    International Journal of Technology & Emerging Research · 2026

    Lovely Jacob A, Sneha Joshy, Moly PP, E. J. Jesy, M P Nimisha

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  47. 2D semiconductors at the energy nexus: A comprehensive view of conversion and storage technologies

    Materials Science in Semiconductor Processing · 2026

    Iram Malik, Anuj Kumar, Monika Singh, Srashti Pachauri, Dokhyl AlQahtani, Fawwaz Hazzazi

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  48. Artificial intelligence in surfactant structure–property prediction and design: a critical review of emerging opportunities for surface-active ionic liquids

    Current Opinion in Colloid & Interface Science · 2026

    Mona Kharazi, Javad Saien, R. Miller

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  49. Polysaccharide–metal complexes for precision nutrition: Intelligent delivery, gut microbiota modulation and gut–brain communication

    Food Bioscience · 2026

    Xiaoliang Zhang, Rui Tang, Zhi Wang, Hong Zhuang

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  50. Engineering two-dimensional electronic biosensors

    Nature Reviews Electrical Engineering · 2026

    Md Mehdi Hasan, Huilu Bao, Verónica Montes‐García, Yucheng Zhang, Jinglei Ping, Paolo Samorı́, Xiangfeng Duan, Dmitry Kireev

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