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Papers citing Machine learning applications in nanomaterials: Recent advances and future perspectives

  1. Predicting the Optical Properties of Gold Nanoclusters Using Machine Learning Approach

    ACS Omega · 2025

    Geraldine Sánchez-Dueñez, Wladimiro Dı́az-Villanueva, Jorge Escorihuela, Laura Francés‐Soriano, Julia Pérez‐Prieto

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  2. AI-based accurate and efficient flash point prediction for structurally diverse hydrocarbons via Bayesian-optimized deep neural networks

    Journal of Thermal Analysis and Calorimetry · 2025

    Fanzhi Meng, Wei Xu, Yanan Qian, Feng Sun, Bing Sun, Zhe Yang

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  3. The emerging role of machine learning in nanomaterials research: applications, challenges, and future directions

    Journal of Nanoparticle Research · 2025

    Juhi Jannat Mim, Saifuddun Rakib, Shahana Akter, Jannat Rosul Nisha, Safiullah Khan, Sayma Rahman, Mehedi Hasan Manik, Nayem Hossain

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  4. Nanomaterials at the forefront of vehicular emission mitigation: a critical review on mechanistic advances, performance breakthroughs, and sustainable engineering strategies

    Nanotechnology for Environmental Engineering · 2025

    Hadi Esmaeili Khoshmardan, Maede Esmaeili Khoshmardan, Behnam Khoshandam, Behnam Khoshandam, Saeed Motesaddi Zarandi, Hassan Abdoos, Hassan Abdoos, Mohamadreza Massoudinejad, Mohamadreza Massoudinejad, Milad Darboui, Milad Darboui, Khashayar Partovi, Khashayar Partovi

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  5. 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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  6. Nanomaterials Discovery Using AI-Based Technology Accelerators

    Advances in computational intelligence and robotics book series · 2025

    Ramadevi Vitthal Salunkhe, Tusharkumar Rajaram Sathe, Rushikesh M. Shete, Pooja Wagh, Roshan Ramesh Kolte, Renuka Raut

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  7. Terahertz plasmonic biosensors with graphene-MXene-phosphorene heterostructures for ultra-sensitive dopamine detection: a machine learning enhanced approach

    Materials Technology · 2025

    Jacob Wekalao, A.R. Altayar, Ashour M. Ahmed, Hussein A. Elsayed, Ahmed Mehaney, Stefano Bellucci, Amuthakkannan Rajakannu

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  8. Green synthesis of Au 3+ –yttrium co-doped TiO 2 nanoparticles using gambier leaves extract: structural, optical, and biomedical

    Journal of Dispersion Science and Technology · 2025

    Yetria Rilda, Febby Hanifah, Novesar Jamarun, Hilfi Pardi, Nofrijon Sofyan, Andriayani Andriayani

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  9. Nanomaterials in food safety and environmental monitoring: advances, challenges, and future directions

    Microchimica Acta · 2025

    Ruohan Zhang, Jiawen Yao, Muhammad Mateen, Abdul Wahab, Yang Xiaosen

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  10. Carbon dots: from fundamentals to frontier applications

    Science China Chemistry · 2025

    Haoqiang Song, Yi Ru, Jingkun Yu, Songyuan Tao, Yan Li, Huaxin Liu, Y. Z. Liu, Huiqi Zhang, Han Wu, Yaojia Cheng, Wenjuan Xiang, Qi Liang, Mingjun Nie, Yingying Bi, Shurong Ding, Jiping Xiao, Yu-Xuan Ji, Xin Yang, Jianle Zhuang, Boyang Wang, Pengfei Li, Jiechao Ge, Hong Bi, Hongshuai Hou, Hengwei Lin, Huan‐Ming Xiong, Songnan Qu, Zhenhui Kang, Zaicheng SUN, Louzhen Fan, Bai Jun Yang, Siyu Lu

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  11. Integration of GIS, Big Data, and Artificial Intelligence in Modern Waste Management Systems—A Comprehensive Review

    Sustainability · 2025

    Anna Kochanek, Sabina Angrecka, Iga Pietrucha, Tomasz Zacłona, Agnieszka Petryk, Agnieszka Generowicz, Leyla Akbulut, Atılgan Atılgan

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  12. A New Family of Minimal Surface-Based Lattice Structures for Material Budget Reduction

    Journal of Composites Science · 2025

    F. Fransesini, Pier Paolo Valentini

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  13. Advancements in Nanotechnology: The Role of Machine Learning and AI in the Development of Ionic Liquids, Nanofluids, and Bionanofluids

    Lecture notes in nanoscale science and technology · 2026

    Joseph Jisha, Jyoti Sahu, Jayesh Baldota, Vishnu Alias Vipul Parab, Tanishka Prakash Sharma, Srushti Walsinge

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  14. Advances in optical whispering-gallery-mode microsphere cavities: fundamentals, fabrication, and applications

    Journal of Materials Chemistry C · 2026

    Taowei Peng, Rongxuan Zhu, Xiaoyi Wu, Yin Yin

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  15. 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

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  16. 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

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  17. Biofabrication of nanoparticles from medicinal plants: Challenges and future perspectives

    Elsevier eBooks · 2026

    Anubha Singh, Jyoti Upadhyay, Avisha Malik

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  18. Clinical Translation of Smart Nanomaterials

    Springer eBooks · 2026

    Vignesh Mariappan, P. Vinayaga Moorthi

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  19. Data-driven machine learning optimisation of silver nanoparticle synthesis

    Nanoscale Advances · 2026

    J. G. CARVER, Y.M. John Chew, Semali P. Perera, Sourav Chatterjee

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  20. Expanding the applicability of a multicomponent nano-quantitative structure-property relationships approach from hard to soft nanomaterials: predicting liposome stability

    Nanoscale · 2026

    Kamila Jarzyńska, Krzesimir Ciura, Alicja Mikołajczyk, Tomasz Puzyn

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  21. Lead-Free BaCoX 3 -Based Perovskite Solar Cells: A Simulation Framework for Highly Efficient Photovoltaic Response

    IEEE Access · 2026

    Syed Abdul Moiz, Mohammed Saleh Alshaikh

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  22. Ways to Develop Environmentally Stress-Resilient Crops by AI-Powered Nanobiotechnology

    Smart nanomaterials technology · 2026

    Pranjal Dwivedi, Binty, Satyam Rai, Tushar Kanti Mandal, Sayanti Mandal

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  23. Machine Learning for Nanomaterial Discovery and Design

    Machine Learning and Knowledge Extraction · 2026

    Antonio del Bosque, Pablo Fernández-Arias, Diego Vergara

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  24. Hydrogel‐Based Functional Materials: Classifications, Properties, and Applications

    Advanced Materials Technologies · 2026

    Zeyu Zhang, Zao Cheng, Patrizio Raffa

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  25. The Role of Matrix Shielding in the In Situ Fiber Strength and Progressive Failure of Unidirectional Composites

    Journal of Composites Science · 2026

    Mostafa Barzegar, José M. Guerrero, Zahra Tanha, C. González, Abrar H. Baluch, Josep M Costa

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  26. The Strategic Role of 2D Nanomaterials in Grid Modernization

    ACS Energy Letters · 2026

    Matthew Glasscott, James D. Burgess, Peter Byrley, Maria Fernanda Campa, Mark H. Griep, Alexander P. Kirk, Stephanie A. Mack, Birgit Schwenzer, Ryan M. Welch, Elisabeth Mansfield

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  27. A Hardware‐Aware Photonic Spiking‐DDPG Reinforcement Learning Architecture for Continuous Control

    Laser & Photonics Review · 2026

    Xintao Zeng, Shuiying Xiang, Haowen Zhao, Yanan Han, Wanting Yu, Zhiquan Huang, Shangxuan Shi, Xingxing Guo, Yong Zhang, Yuechun Shi, Yue Hao

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  28. Advanced Eco‐Friendly Applications of Metal–Organic Frameworks: From Pollution Control to Energy and Health Technologies

    The Chemical Record · 2026

    Lili Liu, Y. Wang, X. Christine Wang, Liang Yang

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  29. Revolutionizing Intelligent Food Packaging: Nanomaterials, AI-ML, and Their Seamless Integration

    Food Reviews International · 2026

    Komal Mehra, Niloy Sarkar, Deepak, Priyanshi Bisht, Kumkum

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  30. A temperature compensation method for piezoresistive pressure sensors based on multi-strategy fusion improved dung beetle optimization algorithm

    Measurement and Control · 2026

    Bingyu Liu, Gexia Yuan, Feng Zhang, Youyou Chen, Feige Zhang, Wanjiao Zhang, Kexue Liu, Zhike Li

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  31. AI-Nanotechnology synergy: Revolutionizing precision drug delivery systems: A comprehensive review

    Analytical Chemistry Letters · 2026

    Hazha Omar Othman, Diyar Salahuddin Ali, Rebwar Omar Hassan

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  32. Lessons learned from allergen adsorption on engineered nanomaterials: bridging experimental insights and computational technologies

    Nanomedicine · 2026

    Xintong Chen, Laura Schmitz, Mark Geppert, Sabine Hofer, Norbert Hofstätter, Martin Himly, Litty Johnson

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  33. Crystal Water Engineering in Electrode Materials: Decoding Structure‐Property Dynamics for Advanced Energy Storage Devices

    Advanced Energy Materials · 2026

    Yichong Kong, Keyu Zhang, Qing Zhao, Zhongliang Qi, Juan Yang, Xiangyang Zhou, Bin Yang, Yaochun Yao, Yong Lei

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  34. Pectin

    Venue not supplied by source · 2026

    Shazia Shaheen Mir, Shahnawaz Ahmad Bhat, Md. Saddam, Zeenat Islam, Luqman Jameel Rather

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  35. Advanced Unified Phenomena in Thin Films: Decoding Thermoelectric-Optoelectronic Interplay with Machine Learning

    IntechOpen eBooks · 2026

    Mohammad Ali Nasiri

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  36. Turning Unpredictable Biomolecule Adsorption to Controlled Corona Formation: Focus on Carbon Nanomaterials

    Advanced Materials · 2026

    Yajuan Zou, Yalei Hu, Jie Yu, Naoki Komatsu, Yuta Nishina, Alberto Bianco

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  37. From Trial‐and‐Error to Artificial Intelligence‐Guided Design of Hard Carbon for Sodium‐Ion Batteries

    Advanced Functional Materials · 2026

    Qi Wei, Y Z Liu, Jinhao Pan, X Y Liu, C Y Liu, Jiannan Qi, Bin Wang, Han Xiang Hu, Mingbo Wu

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  38. Metal-organic frameworks for breath-based sensors: a review

    Microchimica Acta · 2026

    Iliya Ghayour, Hamide Ehtesabi

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  39. Review: piezoelectric materials for energy harvesters—recent developments and applications

    Journal of Materials Science · 2026

    Chang Gao, Kangyu Zhong, Yining Zhai, Lu Sun, Wenhao Shi, Qi Gao, Lisha Liu, Chenyu Xu, Jiaojiao Yi

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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. A Physics-Informed Machine Learning Framework for Modeling Biaxial Strain-Induced Band Gap Variation in Zig-Zag Single-Walled Carbon Nanotubes

    Nanomaterials · 2026

    Necati Vardar

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  42. Machine Learning-Guided Structural Optimization of High-Temperature Polybenzimidazole-Based Phosphonic Acid Proton Exchange Membranes

    ACS Applied Polymer Materials · 2026

    Chengkai Hong, Chunyang Yu, Yongfeng Zhou

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  43. Programmable Optical Logic Operations Enabled by Multi‐Wavelength Injection in a Fabry–Pérot Laser

    Laser & Photonics Review · 2026

    Yingjun Fang, Qiang Zhang, Ning Jiang, Shuiying Xiang, Anran Li, Jiahao Qian, Xintao Zeng, Nianqiang Li, Kun Qiu

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