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Papers citing Review of low-cost self-driving laboratories in chemistry and materials science: the “frugal twin” concept

  1. Streamlined Work‐Up for High‐Throughput Experimentation Using Automated Filtration

    Chemistry - Methods · 2025

    Gregory Gaube, Gilian T. Thomas

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  2. Automated closed-loop continuous flow block copolymer synthesizer

    Chemical Science · 2025

    WeiNian Wong, Daniel J. Phillips, Taifur Rahman, Tanja Junkers

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  3. Computer vision for high-throughput materials synthesis: a tutorial for experimentalists

    Digital Discovery · 2025

    Madeleine A. Gaidimas, Abhijoy Mandal, Pan Chen, Shi Xuan Leong, G. C. Kim, Akshay Talekar, Kent O. Kirlikovali, Kourosh Darvish, Omar K. Farha, Varinia Bernales, Alán Aspuru‐Guzik

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  4. A software framework for translating literature-derived χDL procedures into execution-format programs on the Chemspeed automation platform

    Digital Discovery · 2026

    Yuuya Nagata, Kojiro Machi, Seiji Akiyama, Masaharu Yoshioka

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  5. Accelerated materials discovery through random-library exploration by automated scanning transmission electron microscopy

    Digital Discovery · 2026

    Boris N. Slautin, Kamyar Barakati, Utkarsh Pratiush, Christopher D. Lowe, Catherine Bodinger, Brandi Michelle Cossairt, Mahshid Ahmadi, Austin Houston, Timur Bazhirov, Jaehyung Lee, Kamal Choudhary, Gerd J. Duscher, Sergei V. Kalinin

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  6. Accelerating catalytic advancements through the precision of high-throughput experiments & calculations

    Digital Discovery · 2026

    Jenny G. Vitillo, Alán Aspuru‐Guzik, Eric J. Doskocil, Omar K. Farha, Timur İslamoğlu, Heather J. Kulik, Peter M. Margl, Stuart Miller, Jordan C. T. Reddel, Aayush R. Singh, Varinia Bernales

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  7. AI-Driven Optimization of Polymer Structure

    Engineering materials · 2026

    Shakti P. Padhy, Jiaojiao Wang, Anshul Baral, Raj Kiran

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  8. Can we automate scientific reasoning in closed-loop experiments using large language models?

    Digital Discovery · 2026

    A. Cisse, Max Cooper, Mengjia Zhu, Xenophon Evangelopoulos, Andrew Ian Cooper

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  9. Multi-task scheduling of self-driving laboratories under scientific constraints

    Chemical Science · 2026

    Junyi Zhou, Luyao Ge, Xiaobo Li, Lulu Guo, Linjiang Chen, Jun Jiang, Weiwei Shang

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  10. Navigating the landscape of modular reconfigurable laboratory automation in chemistry

    Digital Discovery · 2026

    Rodrigo Moreno, Jonas Jensen, Andrés Faíña, Kasper Støy

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  11. Qubots: open-source modular laboratory robots as building blocks for flexible assembly of self-driving labs

    Digital Discovery · 2026

    Pablo Quijano Velasco, Chang Jie Leong, Eleen H. H. Koay, Kedar Hippalgaonkar, Jayce Jian Wei Cheng

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  12. Shifting the educational paradigm: Discovering concepts and connections

    Elsevier eBooks · 2026

    Krishna Rajan

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  13. 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

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  14. Advanced frugal methodology for accessible precision materials processing and characterization

    Materials & Design · 2026

    Jun Hyun Park, Ho Jun Jin, Simon Kim, Su Eon Lee, Young Chun Ko, Jang Hwan Kim, Bong Hoon Kim

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  15. Self‐Driving Laboratory Optimizes the Lower Critical Solution Temperature of Thermoresponsive Polymers

    Advanced Intelligent Discovery · 2026

    Guoyue Xu, Renzheng Zhang, Tengfei Luo

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  16. Bringing ML to the real world: Rewards are all we need

    APL Machine Learning · 2026

    Sergei V. Kalinin, Boris N. Slautin, Yu Liu, Mahshid Ahmadi, Kamyar Barakati, N. M. Anoop Krishnan, Heng Ji, Charles Qing Cao, Raymundo Arróyave

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  17. Accelerated Emergence of Self-Driving Laboratories for Accelerating Materials Discovery

    ACS Central Science · 2026

    Amanda K. Brown, Abhishek Soni, Daniel Lin, Curtis P. Berlinguette

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  18. Autonomous Synthesis of Nanoparticles with Target Scattering Patterns

    ACS Nano · 2026

    Andy S. Anker, Jonas Jensen, Miguel Gonzalez-Duque, Rodrigo Moreno, Aleksandra Smolska, Mikkel Juelsholt, Vincent Hardion, Mads R. V. Jørgensen, Andrés Faíña, Jonathan Quinson, Kasper Støy, Tejs Vegge

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  19. Pondering the Future of Chemical Research Amid the Wider Adoption of Artificial Intelligence Technologies

    Chemistry - A European Journal · 2026

    Daniil A. Boiko, Mikhail V. Polynski

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  20. The ADePT framework for assessing autonomous laboratory robotics

    Communications Chemistry · 2026

    Pablo José Salazar Villacis, Brahim Benyahia

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  21. A Purpose-Built Open Source Liquid Handler for Industry-Class Automated Experiments

    bioRxiv (Cold Spring Harbor Laboratory) · 2026

    Stefan M. Golas, Bryant Gill, Kyle Wardlow, Aidan Baydush, Johannes Linzbach, Emma J. Chory

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  22. From Data to Discovery: Challenges and Solutions in AI-Driven Materials Science

    Journal of the Physical Society of Japan · 2026

    Hieu‐Chi Dam, Hiori Kino, Takashi Miyake

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  23. Computer vision for efficient object detection and segmentation in molecular image analysis

    Journal of Materials Informatics · 2026

    Shaoxuan Yuan, Zhiwen Zhu, Jiayi Lu, Liangliang Cai, Qiang Sun

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  24. Sustainable Materials Design With Multi‐Modal Artificial Intelligence

    Advanced Science · 2026

    Tianyi Xu, Tianshuo Wei, Yan Ge, Bo Peng, Yue Li, Maolin Wang, Peng Wen, CD Yang, Ye Wei

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  25. Self-driving manufacturing labs: A conceptual framework and implementation case studies

    Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture · 2026

    Prashiddhi Pokhrel, Amir Kordijazi

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  26. Assessing Digital Transformation Readiness in Science and Education: Towards an Integrated Science-Education-Society Ecosystem

    Beijing international review of education · 2026

    Shakir Mehdiyev, Tahmasib Kh. Fataliyev

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  27. Real-time Multi-instrument Autonomous Materials Screening for Discovery of Novel Phase-change Memory Materials

    Research Square · 2026

    Ichiro Takeuchi, Chih‐Yu Lee, Haotong Liang, Ryan Kim, Carlos Rı́os, Austin McDannald, Aaron Gilad Kusne

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  28. Automation in Pharmaceutical Crystallization

    Organic Process Research & Development · 2026

    Giovanni Aprile, Peter Sagmeister, Cedric Devos, Aniket Pradip Udepurkar, Francesco Destro, Fateme Molajafari, Torsten Stelzer, Hamza Youssef Ismail, Daniel J. Griffin, Richard D. Braatz, Allan S. Myerson

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  29. OFAT-BO: A one-factor-at-a-time Bayesian optimization method for continuous-flow experiment optimization

    Chemical Engineering Science · 2026

    Dingyi Liang, Y Y, Zhangyi Gao, Guozhi Qian, Minjing Shang, Yuanhai Su

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  30. Leveraging Large Language Models for Understanding Fundamental Principles of Catalysis

    The Journal of Physical Chemistry C · 2026

    Shane S. Michtavy, Sinhara M. H. D. Perera, Marc D. Porosoff

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  31. The Evolution of Generative Chemistry in Medicinal Chemistry

    ChemistrySelect · 2026

    Rania Ehab Koshty, Manar Ahmed Shehata, Ahmed M. Gab Allah, Mohamed Bakr Zaki, Yaseen A. M. M. Elshaier

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  32. AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization

    Chemical Reviews · 2026

    Jiwoo Choi, Seongmin Kim, Junkil Park, Junyoung Choi, Sunggi An, Yousung Jung

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  33. Accelerating the development of protein-based materials: Automation as a tool for materials advancement

    MRS Communications · 2026

    Yasuhiko Komatsu, Melody A. Morris

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  34. Bayesian Conavigation of a Computational Physical Model and Atomic Force Microscopy Experiment to Autonomously Survey a Combinatorial Materials Library

    ACS Nano · 2026

    Boris N. Slautin, Kamyar Barakati, Yu Liu, Reece Emery, Philip D. Rack, Sergei V. Kalinin

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  35. Self-driving labs: A new paradigm in cell culture

    Expert Systems with Applications · 2026

    Nicholas L. Grzelak, S. Andrew Gadsden, P. Ravi Selvaganapathy

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  36. Large-language-model-driven adaptive search space definition for autonomous closed-loop materials exploration

    Communications Materials · 2026

    Yuma Iwasaki, Ryo Toyama, Ryo Tamura, Shôichi Matsuda, Yuya Sakuraba, Masato Kotsugi, Yasuhiko Igarashi, Keitaro Sodeyama

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  37. Closing the Empirical Loop: Autonomous AI Agents Conduct End‐to‐end Research With Human Participants

    Advanced Science · 2026

    Gabrielle Wehr, Reuben Rideaux, Amaya J. Fox, David R. Lightfoot, Jason M. Tangen, Jason B. Mattingley, Shane E. Ehrhardt

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  38. CRISP: A 3D printer-based platform for precision solution printing on paper-based substrates

    HardwareX · 2026

    Ilkhan Lutfiyev, Stephen McCoy, Robin Star, Andrea N. Giordano, Blair L. Rist, Luke A. Baldwin, Rahul Rao

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  39. Advanced engineering of inorganic semiconductor nanowires: Materials-by-design for next-generation green energy technologies

    Energy Reviews · 2026

    Sunday Temitope Oyinbo, Hoe-Gil Lee, Sikiru Oluwarotimi Ismail, Tien‐Chien Jen

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  40. An Autonomous Robotized Cell for Polymer Foaming

    ACS Omega · 2026

    Valerio Loianno, Riccardo Caccavale, Massimiliano M. Villone, Alberto Finzi, Ernesto Di Maio

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  41. Design, fabrication, and validation of a low-cost open-source multi-sensor automatic titrator with gravimetric titrant delivery for real-time endpoint and enthalpy determination

    South African Journal of Chemical Engineering · 2026

    Nuttawisit Yasarawan, Pichamon Jittaviriyapong, Kanoksak Saelee, Akapong Suwattanamala, Supranee Kaewpirom, Takat Benjalersyarnon, Teeranan Nongnual

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  42. Machine learning and autonomous discovery of twisted van der Waals quantum materials: From moiré engineering to self-driving platforms

    Materials Today Physics · 2026

    Behnam Esmaeilzadeh, Sihao Li

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