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Papers citing Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learning

  1. 3D-printed microfluidic system for the in situ diagnostics and screening of nanoparticles synthesis parameters

    Micro and Nano Engineering · 2023

    В. В. Шаповалов, Sergei V. Chapek, Andrei A. Tereshchenko, Aleksei N. Bulgakov, Anton Pavlovich Bagliy, В. В. Волков, Petr Valeryevich Konarev, Mikhail A. Soldatov, Sergey A. Soldatov, Alexander Alexandrovich Guda, Alexander V. Soldatov

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  2. Communicating Supraparticles to Enable Perceptual, Information‐Providing Matter

    Advanced Materials · 2023

    Jakob Reichstein, Stephan Müssig, Susanne Wintzheimer, Karl Sebastian Mandel

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  3. Artificial Intelligence for Surface‐Enhanced Raman Spectroscopy

    Small Methods · 2023

    Xinyuan Bi, Lynlee L. Lin, Zhou Chen, Jian Ye

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  4. Evolutionary Monte Carlo of QM Properties in Chemical Space: Electrolyte Design

    Journal of Chemical Theory and Computation · 2023

    Konstantin Karandashev, Jan Weinreich, Stefan Heinen, Daniel J. Arismendi‐Arrieta, Guido Falk von Rudorff, Kersti Hermansson, O. Anatole von Lilienfeld

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  5. Toward Making Polymer Chemistry Autonomous

    ACS Applied Engineering Materials · 2024

    Sayan Basak, Abhijit Bandyopadhyay

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  6. A mini review on the applications of artificial intelligence (AI) in surface chemistry and catalysis

    Tenside Surfactants Detergents · 2024

    Faisal Al‐Akayleh, Ahmed S.A. Ali Agha, Rami A. Abdel‐Rahem, Mayyas M. Al-Remawi

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  7. Two-step machine learning-assisted label-free surface-enhanced Raman spectroscopy for reliable prediction of dissolved furfural in transformer oil

    Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · 2024

    Fu Wan, Shufan Li, Yu Lei, Mingliang Wang, Ruiqi Liu, Kaida Hu, Yaoyang Xia, Weigen Chen

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  8. When Metal Nanoclusters Meet Smart Synthesis

    ACS Nano · 2024

    Zhucheng Yang, Anye Shi, Ruixuan Zhang, Zuowei Ji, Jiali Li, Jingkuan Lyu, Jing Qian, Tiankai Chen, Xiaonan Wang, Fengqi You, Jianping Xie

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  9. Automated synthesis and processing of functional nanomaterials: Advances and perspectives

    Coordination Chemistry Reviews · 2024

    Masoud Negahdary, Samuel B. Mabbott

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  10. OCTOPUS: operation control system for task optimization and job parallelization via a user-optimal scheduler

    Nature Communications · 2024

    Hyuk Jun Yoo, Kwan‐Young Lee, Dong-Hun Kim, Sang Soo Han

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

    International Journal of Molecular Sciences · 2024

    Arnav Tripathy, Akshata Yashwant Patne, Subhra Mohapatra, Shyam S. Mohapatra

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  12. Perspective—Rising Era of Green Semiconductors at Nanoscale: Challenges and Prospects

    Journal of The Electrochemical Society · 2024

    Vishal Chaudhary

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  13. A data-driven approach to interfacial polymerization exploiting machine learning for predicting thin-film composite membrane formation

    Materials Horizons · 2025

    Gergő Ignácz, Muhammad Irshad Baig, Karuppasamy Gopalsamy, Andres Villa, Suzana P. Nunes, Bernard Ghanem, Tejus Shastry, Sanat K. Kumar, György Székely

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  14. Biological Synthesis of Nanomaterials

    Springer eBooks · 2025

    Mayeen Uddin Khandaker, Habib Ullah

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  15. Decision Authority Frameworks in Autonomous Materials Discovery Systems

    Journal of Computational and Data-Driven Materials Engineering · 2025

    Ravi Kumar, Neha Sharma, Arjun Nair

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  16. Digitalisation of catalytic processes for sustainable production of biobased chemicals and exploration of wider chemical space

    Catalysis Science & Technology · 2025

    Firdaus Parveen, Anna Grace Slater

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  17. From synthesis to properties: expanding the horizons of machine learning in nanomaterials research

    Materials Horizons · 2025

    Shanhui Diao, Qiong Wu, Shimei Li, Gang Xu, Xiangling Ren, Longfei Tan, Guihua Jiang, Peng Song, Xianwei Meng

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  18. Machine learning approach for surface morphology of nanoparticles: Image analysis and data mining techniques

    AIP conference proceedings · 2025

    Sorabh Lakhanpal, Abhishek Joshi, Kshama Sharma, Mohammed Ahmed Mohiuddin, Voruganti Sreevani

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  19. Microfluidic-based nanocarriers for overcoming biological barriers in therapeutic delivery systems

    Nanoscale · 2025

    Alireza Gharatape, Zahra Niasari-Naslaji, Jeanne Leblond Chain, Seyed Nasrollah Tabatabaei, Reza Faridi-Majidi

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  20. Perspective: From Prediction to Design — A Position on Optimization-Centric Workflows in Materials ML

    Journal of Computational and Data-Driven Materials Engineering · 2025

    Mohammed Al-Farsi, Salim Al-Harthy, Nasser Al-Rawahi

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  21. Electrochemical CO2 reduction to liquid fuels: Mechanistic pathways and surface/interface engineering of catalysts and electrolytes

    The Innovation · 2025

    Xueying Li, Woojong Kang, Xinyi Fan, Xinyi Tan, Justus Masa, Alex W. Robertson, Yousung Jung, Buxing Han, John A. Texter, Yuanfu Cheng, Bin Dai, Zhenyu Sun

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  22. Magnetic–Plasmonic Core–Shell Nanoparticles: Properties, Synthesis and Applications for Cancer Detection and Treatment

    Nanomaterials · 2025

    Alberto Luis Rodriguez-Nieves, Suprava Shah, Mitchell Lee Taylor, Madhusudhan Alle, Xiaohua Huang

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  23. Advancing perovskite photovoltaic technology through machine learning‐driven automation

    InfoMat · 2025

    Jiyun Zhang, Jianchang Wu, Vincent Marc Le Corre, Jens Hauch, Yicheng Zhao, Christoph Josef Brabec

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  24. AI-driven innovations in smart multifunctional nanocarriers for drug and gene delivery: A mini-review

    Critical Reviews in Oncology/Hematology · 2025

    Hamid Noury, Abbas Rahdar, Luiz Fernando Romanholo Ferreira, Zahra Jamalpoor

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  25. A Control Theory Informed Machine Learning-Based Modeling and Monitoring of Nanoparticle Generation Processes

    IEEE Transactions on Industrial Informatics · 2025

    Danijel Cuturic, Jonah V. Weidemann, Steven X. Ding, Frank Einar Kruis, Micha S. Obergfell, Chris Jan Louen

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  26. Reaching new frontiers in nanoelectronics through artificial intelligence

    Frontiers in Nanotechnology · 2025

    Santhosh Sivasubramani, Themis Prodromakis

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  27. Fabrication of manganese-tin electrodes for sodium-ion battery and supercapacitor applications via laser ablation, laser texturing, and inkjet printing

    Chemical Engineering Journal Advances · 2025

    Anesu Nyabadza, Seán Ryan, Suman Chatterjee, Danielle Douglas Henry, Suganya Pitchai Muthusamy, J. Santos, Tina Sadat Hashemi, Valeria Nicolosi, Dermot Brabazon, Mercedes Vázquez

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  28. Recent Advancements in the Field of Nanotechnology Using Artificial Intelligence, Data Science and Machine Learning

    Journal of Mines Metals and Fuels · 2025

    Suresh Chimkode, Jayant Mane, Mayur Dilip Jakhete, U. P. Moharil, Chetankumar Sedani, Nandkishore Rao, Rohit N. Garad, Shobha Rupanar, Nirmala Kakade, Ramakant M. Choudhari, Vijay Laxmanrao Bhambere, Girish Modak, R. K. Paliwal, Smita A. Desai, Kamalkishor Ghisulal Maniyar, Ganesh Patil, Ekta Mishra, Prasad Ghodke, Swati R. Dixit, Mahendra Yadav

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  29. Advances in Gasoline Hydrodesulfurization Catalysts: The Role of Structure–Activity Relationships and Machine Learning Approaches

    ACS Omega · 2025

    Honglei Sun, Chao Chen, Ran Zhang, Yang Li, Shaohui Ge, Peng Cui

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  30. Machine Learning-Based Recommender System for Pulsed Laser Ablation in Liquid: Recommendation of Optimal Processing Parameters for Targeted Nanoparticle Size and Concentration Using Cosine Similarity and KNN Models

    Crystals · 2025

    Anesu Nyabadza, Dermot Brabazon

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  31. Machine Learning for Controlling the Particle Size Distribution of TiO2 Nanoparticles in Optical Nanocomposites

    ACS Applied Nano Materials · 2025

    Renquan Lv, Weiwei Han, Zixu Zeng, Yi He, Lecheng Lei, Ping Li, Xingwang Zhang

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  32. From Spin to Star: Ultrafast Dual‐Gradient Centrifugal Microfluidics for Scalable High‐Throughput and Combinatorial Nanomaterial Synthesis

    Advanced Functional Materials · 2025

    Hiep Van Nguyen, Vu Minh Phan, Tae Seok Seo

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  33. Quality by digital design for accelerated sustainable nanomedicine development

    European Journal of Pharmaceutical Sciences · 2025

    Yousef Ijjeh, Nowar Alsarayreh, Alaa Rifai, Hiba Abdelnabi, Sara Al-Mahamid, Dana A. Alqudah, Hamdi Nsairat, Zainab M. Lafi, Mohamad Ak Mousa, Yusuf Mohammad Al-Hiari, Walhan Alshaer

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  34. Advances in stimuli-responsive nanoparticles for cancer therapy: Mechanisms, functional materials, and emerging technologies

    Journal of Drug Delivery Science and Technology · 2025

    Alan Clavelland Ochioni, Ítalo Rennan Sousa Vieira, Carlos Adam Conte‐Júnior

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  35. Artificial intelligence for nanomedicine

    Science China Chemistry · 2025

    Xiaolin Song, Xingfa Gao, Hui Wang, Fangzhi Yu, Mengmeng Qin, Yiye Li, Yixuan Liu, Wei Feng, Caiyu Zhou, Nikita N. Chukavin, Liming Wang, Xuejing Cui, Xinghua Shi, Lele Li, Huan Meng, Guangjun Nie, Hao Wang, Jinming Hu, Liang Yan, Yu Chen, Lizeng Gao, Anton L. Popov, Hui Wei, Chunying Chen, Yuliang Zhao

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  36. Harnessing Microfluidics for the Effective and Precise Synthesis of Advanced Materials

    Micromachines · 2025

    Xinlei Qi, Guoqing Hu

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  37. Biosynthesis, optimization, and characterization of CuNPs using Bacillus licheniformis CPJN13S and their antibacterial activity

    Frontiers in Nanotechnology · 2025

    Simran Rani, Shikha Dhankher, Pradeep Kumar, Priyanka Dahiya, Kiran Arora, Amita Suneja Dang, Pooja Suneja

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  38. Multifunctional bio-nanostructure for cancer therapy: mini review

    Discover Applied Sciences · 2025

    Vishal Ahuja, Shikha Chauhan, Khundrakpam Basker Singh, Jasneet Kaur Dhillon, Deepak Sharma

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  39. Precision nanoscience aided by multimodal observations

    MRS Bulletin · 2025

    Shengsong Yang, Chang Liu, Sungsu Kang, Amanda S. Brewer, Gregory S. Girolami, Maria K. Y. Chan, Robert F. Klie, Qian Chen, Jiwoong Park, A. Paul Alivisatos

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  40. Nanoparticle-mediated bone regeneration: From molecular mechanisms to clinical translation

    Journal of Controlled Release · 2025

    Shue Wang, Shengjie Zhai, Bo Wang, Yue Yan, Xiangyu Gong, Zixie Liang, Gabriel Medina, Dominic Mak, Justin Caron, Michael Mak

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  41. Fortalecimiento en la biotecnología a través de la inteligencia artificial generativa: revisión sistemática sobre avances, desafíos y oportunidades para la Amazonia Colombiana

    Revista Politécnica · 2025

    Yois Smith Pascuas-Rengifo, Angel Alessandro Audor-Delgado, Paula Andrea Sánchez-Orozco

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  42. Model based process optimization for nanoparticle precipitation

    Reaction Chemistry & Engineering · 2025

    Andrea Gilch, Adeel Muneer, Jana Dienstbier, Lukas Pflug

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  43. 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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  44. Perspective: Autonomous Laboratories and Real-Time ML Feedback Loops — A Position for Closed-Loop Discovery

    Journal of Computational and Data-Driven Materials Engineering · 2026

    Minh Tran, Duc Pham

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  45. Pessimistic asynchronous sampling in high-cost Bayesian optimization

    Digital Discovery · 2026

    Amanda A. Volk, Kristofer Reyes, Jeffrey G. Ethier, Luke A. Baldwin

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  46. Synthesis, Characterization, and Properties of Nanomaterials

    Advanced structured materials · 2026

    Shalini Viswanathan, T. S. Adithya, M. Chandana

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  47. Toward a High-Throughput Automated Materials Experimentation Platform: Hybrid-Automata-Inspired Modeling and Equipment Configuration Optimization

    IEEE Transactions on Automation Science and Engineering · 2026

    Guoxiong Ma, Haozhe Cui, Chun Yin Yip, Weibin Zhang, Molong Duan, Jinglei Yang

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  48. 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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  49. Scaling up plasma-derived metallic nanoalloys: A comprehensive review of production bottlenecks, manufacturing readiness, and AI-driven pathways to viability

    Journal of Alloys and Compounds · 2026

    Hugues Nkomba Museba, BongJu Lee

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  50. From conventional screening to self-driving discovery: Organ-on-Chip platforms as engines for AI-guided nanomedicine

    Advanced Drug Delivery Reviews · 2026

    Kimia Asadi Jozani, Karen Shen, Nicky Anvari, Daniel Hocevar, Rosanna Jiang, Boyang Zhang, Ilya Yakavets, Yimu Zhao

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