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RESEARCH PAPER · Nanomaterials · 2024

Machine Learning as a “Catalyst” for Advancements in Carbon Nanotube Research

Guohai Chen, Dai‐Ming Tang

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Machine Learning as a “Catalyst” for Advancements in Carbon Nanotube ResearchOriginalConvergence of Nanotechnology and Machine Learning: The State of the Art, Challenges, and Perspectives61Advanced approaches in lung cancer therapy–Exploring the unique role of Multiwalled Carbon Nanotubes1A Review of Machine Learning in Organic Solar Cells20Impact of catalyst precursors on nanoparticle formation and carbon nanotube synthesis unveiled by multi-step chemical vapor deposition6Unexpected structural scaling and predictability in carbon nanotubes2Advancing Carbon Nanotube Fibers: Addressing Challenges from Production to Application29Unlocking the Future: Carbon Nanotubes as Pioneers in Sensing Technologies56Towards a sustainable hydrogen-rich syngas production by methane dry reforming: Advances in catalyst synthesis and optimization strategies10Advances in data-driven integrated design synthesis optimization and prediction of carbon nanotube3Advances in catalysis for biodiesel production: Integrating AI-driven optimization and bibliometric insights into renewable energy technologies9Macrostructures of carbon nanotubes for advanced battery application: A comprehensive review6Neural network-assisted carbon nanotube electrochemical sensors for automated environmental risk assessment4High-Purification of Single-Walled Carbon Nanotubes through Chemical Oxidation Treatment and High-Temperature Chlorine Treatment0Advances in Carbon Nanotubes: Synthesis, Properties, and Cutting-Edge Applications9The emerging role of machine learning in nanomaterials research: applications, challenges, and future directions8Recent advances in the nanoparticle-based targeted cancer treatment: A review13Review of carbon nanotube on-chip interconnects in RLC prediction using artificial intelligence1Chemically-informed active learning enables data-efficient multi-objective optimization of self-healing polyurethanes38A review on synergy of AI/ML and various applications of nanomaterials0Clinical translation of carbon nanomaterials: the clinical translation paradox, regulatory barriers, and future pathways1Optimizing the Performance of Carbon-Coated Iron Nanoparticles for Adsorption of Antibiotics Using Deep Learning Algorithms0Toward sustainable strips: a review of materials and environmental considerations for future health monitoring0A Comprehensive Review on Filled Carbon Nanotubes: Synthesis, Properties and Applications19Machine Learning as a Catalyst in Advanced Materials Research and Development0AI-driven strategies for the design and functionalization of carbon nanotubes: a critical review1Predicting carbon nanotube forest growth dynamics and mechanics with physics-informed neural networks0Stimuli-Responsive Carbon Nanotubes for On-Demand Cancer Therapy: A Review1CMOS-Compatible Fabrication Module for Sub-100 nm TiN and TaN Pillar Electrodes for Carbon Nanotube Test Structures0Reimagining Brain Drug Delivery: Mechanistic and Translational Advances in Carbon Nanotube Nanomedicine23D visualization of graphene and carbon nanotubes using Python: a study0Artificial Intelligence Tools for Carbon Nanotube Research: Opportunities From Synthesis to Applications1A Review of Mechanical Reinforcement and Piezoresistive Self‐Sensing in Carbon Nanotube Fiber Composites1Sustainable synthesis, doping and hybridization strategies in carbon nanomaterials for photocatalytic energy and environmental applications0Bridging solubility, stability, and translation: advances in carbon nanotube–based drug delivery systems0Smart nanobiocatalysts for waste-to-biofuel conversion: integrating Nano–Bio interfaces and AI-driven design0Nanoconfinement-based advanced oxidation processes for water treatment0Cognitive Materials Engineering for Bioelectricity and Bioelectronics: Research and Applications0

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  1. Convergence of Nanotechnology and Machine Learning: The State of the Art, Challenges, and Perspectives

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  2. Advanced approaches in lung cancer therapy–Exploring the unique role of Multiwalled Carbon Nanotubes

    Next Nanotechnology · 2025-01-01

    Pushpendra Kumar Khangar, Vivek Daniel

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  3. A Review of Machine Learning in Organic Solar Cells

    Processes · 2025-02-01

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  4. Impact of catalyst precursors on nanoparticle formation and carbon nanotube synthesis unveiled by multi-step chemical vapor deposition

    Materials Today Chemistry · 2025-02-07

    Takashi Tsuji, Guohai Chen, Maho Yamada, Jinping He, Yoshiki Shimizu, Hajime Sakakita, Kenji Hata, Don Norimi Futaba, Shunsuke Sakurai

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  5. Unexpected structural scaling and predictability in carbon nanotubes

    Journal of Material Science and Technology · 2025-02-27

    Guohai Chen, Kazufumi Kobashi, Don Norimi Futaba

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  6. Advancing Carbon Nanotube Fibers: Addressing Challenges from Production to Application

    ACS Central Science · 2025-06-03

    Hao Guo, Chunlei Dong, Qingquan Han, Hongyu Jiang, Hongji Sun, Xuemei Sun, Songlin Zhang, Huisheng Peng

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  7. Unlocking the Future: Carbon Nanotubes as Pioneers in Sensing Technologies

    Chemosensors · 2025-06-21

    Nargish Parvin, Sang Woo Joo, Jae Hak Jung, Tapas Kumar Mandal

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  8. Towards a sustainable hydrogen-rich syngas production by methane dry reforming: Advances in catalyst synthesis and optimization strategies

    Fuel · 2025-06-27

    S. K. Safdar Hossain, Bamidele Victor Ayodele

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  9. Advances in data-driven integrated design synthesis optimization and prediction of carbon nanotube

    Carbon letters · 2025-07-22

    Qiutong Li, Qi Jin, Chenyu Gao, Xijun Zhang, Xinyue Zhao, Yan Bing He, Dianming Chu, Wenjuan Bai

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  10. Advances in catalysis for biodiesel production: Integrating AI-driven optimization and bibliometric insights into renewable energy technologies

    Bioresource Technology · 2025-08-05

    Nur Fatin Sulaiman, Saraswathy Shamini Gunasekaran, Halimah Badioze Zaman, Siti Nur Ashakirin Mohd Nashruddin, Siti Nur Ashakirin Mohd Nashruddin, A.G.N. Sofiah, Mohamad Helmi Abd Mubin, Siew Ling Lee

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  11. Macrostructures of carbon nanotubes for advanced battery application: A comprehensive review

    Synthetic Metals · 2025-08-21

    Arka Ghosh, Nityananda Sahoo, Bappa Das, Parth Patel, Ghananshu Patil, Vidhi Sachan, Sushovan Basak

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  12. Neural network-assisted carbon nanotube electrochemical sensors for automated environmental risk assessment

    Microchemical Journal · 2025-09-24

    V. J. Chakravarthy, C. Thontadari, G.N. Basavaraj, R. Sowndharya, N. Aravindan, V. H. Sangeetha

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  13. High-Purification of Single-Walled Carbon Nanotubes through Chemical Oxidation Treatment and High-Temperature Chlorine Treatment

    Korean Journal of Materials Research · 2025-09-27

    Ho Jun Moon, Sumin Kim, Moo-Sung Lee, Jong Hun Han

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  14. Advances in Carbon Nanotubes: Synthesis, Properties, and Cutting-Edge Applications

    Nanomaterials · 2025-10-20

    Guohai Chen, Dai‐Ming Tang

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

    Journal of Nanoparticle Research · 2025-10-25

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

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  16. Recent advances in the nanoparticle-based targeted cancer treatment: A review

    Next Bioengineering · 2025-12-16

    H.M. Wasi Uddin, Qazi Riti Mahpara Progoti, A.F.M. Mustafizur Rahman, Ahmed I. Osman, Khandoker Samaher Salem

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  17. Review of carbon nanotube on-chip interconnects in RLC prediction using artificial intelligence

    Materials Today Communications · 2025-12-22

    Kola Balavani, Padmavathy N, Nalini Bodasingi

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  18. Chemically-informed active learning enables data-efficient multi-objective optimization of self-healing polyurethanes

    Chemical Science · 2025-12-23

    Kang Liang, Xinke Qi, Xiao Xu, Li Wang, Jinglai Zhang

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  19. A review on synergy of AI/ML and various applications of nanomaterials

    AIP conference proceedings · 2026-01-01

    Barinderjit Kaur, Poonam Saini, Simrandeep Singh, Navjot Kaur, Sangam Pathania

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  20. Clinical translation of carbon nanomaterials: the clinical translation paradox, regulatory barriers, and future pathways

    Nanoscale · 2026-01-01

    Yalei Guo, Yige Liu, Jiahe Zhao, Shihan Tao, Mingzhe Bao, Lei Shi, Chunjie Li, Weitong Cui, Zhiyong Guo

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  21. Optimizing the Performance of Carbon-Coated Iron Nanoparticles for Adsorption of Antibiotics Using Deep Learning Algorithms

    Lecture notes in networks and systems · 2026-01-01

    Yutong Hong, Qihui Xu, 林哲韬, Yang Xiang

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  22. Toward sustainable strips: a review of materials and environmental considerations for future health monitoring

    RSC Sustainability · 2026-01-01

    Ju-Yeon Seo, Valtteri Vinni, Aida Hosseinian, Kumbam Lingeshwar Reddy, Annika Johansson, Laura I. Sokka, Emilia Peltola

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  23. A Comprehensive Review on Filled Carbon Nanotubes: Synthesis, Properties and Applications

    Chemical Reviews · 2026-02-04

    Stefania Sandoval, Gil Gonçalves, J.P. Barrio, Marianna V. Kharlamova, Gerard Tobías

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  24. Machine Learning as a Catalyst in Advanced Materials Research and Development

    IGI Global eBooks · 2026-02-20

    Muhammad Akram, Waqas Uddin Choudhry

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  25. AI-driven strategies for the design and functionalization of carbon nanotubes: a critical review

    Carbon letters · 2026-03-01

    Mohammad Mohammadi, Yousef Bazargan-Lari, Farhang Daneshmand, Seyed Mohammad Reza Nazemosadat

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  26. Predicting carbon nanotube forest growth dynamics and mechanics with physics-informed neural networks

    Computational Materials Science · 2026-03-05

    Andrew Reinhard, Junyong Shin, Marshall B. Lindsay, Scott D. Kovaleski, Filiz Bunyak, Matthew R. Maschmann

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  27. Stimuli-Responsive Carbon Nanotubes for On-Demand Cancer Therapy: A Review

    AAPS PharmSciTech · 2026-03-11

    M Radha, Ragini Shubham Chaudhari, Mayuresh Kashinath Raut, Mallepally Mamatha, Disha Arora, Akhilesh Patel, Shamim Khan, Pawan Kumar

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  28. CMOS-Compatible Fabrication Module for Sub-100 nm TiN and TaN Pillar Electrodes for Carbon Nanotube Test Structures

    Nanomaterials · 2026-03-14

    Guohai Chen, Takeshi Fujii, Takeo Yamada, Kenji Hata

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  29. Reimagining Brain Drug Delivery: Mechanistic and Translational Advances in Carbon Nanotube Nanomedicine

    Journal of Applied Toxicology · 2026-03-24

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  30. 3D visualization of graphene and carbon nanotubes using Python: a study

    Journal of Molecular Modeling · 2026-04-21

    Ashutosh Sharma, Sanjeev Kumar, Kuldeep Kumar, P. Arun, Manveer Singh, Deepti Jain

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  31. Artificial Intelligence Tools for Carbon Nanotube Research: Opportunities From Synthesis to Applications

    Carbon and Hydrogen · 2026-05-20

    Yanlong Zhao, Fei Wang, Qixuan Cai, Aike Xi, Kangkang Wang, Khaixien Leu, Rufan Zhang

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  32. A Review of Mechanical Reinforcement and Piezoresistive Self‐Sensing in Carbon Nanotube Fiber Composites

    Polymer Composites · 2026-06-07

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  33. Sustainable synthesis, doping and hybridization strategies in carbon nanomaterials for photocatalytic energy and environmental applications

    Chemical Papers · 2026-06-16

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  34. Bridging solubility, stability, and translation: advances in carbon nanotube–based drug delivery systems

    DARU Journal of Pharmaceutical Sciences · 2026-06-29

    Priyanka R, Jeevan Gowda, Deepika A M, T. Mallamma, Prasiddi Naik, Prakash Goudanavar, School of Pharmacy, RV University Mysuru

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  35. Smart nanobiocatalysts for waste-to-biofuel conversion: integrating Nano–Bio interfaces and AI-driven design

    Frontiers in Bioengineering and Biotechnology · 2026-07-01

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  36. Nanoconfinement-based advanced oxidation processes for water treatment

    Journal of environmental chemical engineering · 2026-08-07

    Pingping Zhao, Zhipeng Liu, Hengduo Xu, Shenwei Cheng, Zheng Wang, Yanqing Sheng

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  37. Cognitive Materials Engineering for Bioelectricity and Bioelectronics: Research and Applications

    Bioelectricity · 2026-10-12

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