BetaCitation Atlas

RESEARCH PAPER · Nanomaterials · 2021

Self-Driving Laboratories for Development of New Functional Materials and Optimizing Known Reactions

Mikhail A. Soldatov, Vera V. Butova, Danil M. Pashkov, Maria A. Butakova, P. V. Medvedev, Andrey V. Chernov, Alexander V. Soldatov

Read original paper ↗

See where this research leads.

72 direct citing papers in this saved network. Explore the next layer with second-order citations.

Open in your workspace →Saved 2026-10-14 · complete coverage
Filter Citing Papers
Press Enter or comma to add · × to remove · searches titles and available abstracts
Journals
All journals
Most represented first · select one or more
Explore Terms In These PapersHide SuggestionsShow Suggestions

Original and current center papers stay visible as anchors.
Numbers show citations received
42 direct citing works

Self-Driving Laboratories for Development of New Functional Materials and Optimizing Known ReactionsOriginalAccelerating organic solar cell material's discovery: high-throughput screening and big data129Safe Reinforcement Learning in Simulated Environment of Self-Driving Laboratory0Data-Centric Architecture for Self-Driving Laboratories with Autonomous Discovery of New Nanomaterials23A Conceptual Theory of Model-Science Interface: Where AI Outputs Become Experimental Inputs0Accelerating colloidal quantum dot innovation with algorithms and automation30Machine learning-driven advanced development of carbon-based luminescent nanomaterials23Microfluidic Synthesis and Analysis of Bioinspired Structures Based on CaCO3 for Potential Applications as Drug Delivery Carriers28Generative models for molecular discovery: Recent advances and challenges318Performance Prediction and Experimental Optimization Assisted by Machine Learning for Organic Photovoltaics30Digital Innovation Enabled Nanomaterial Manufacturing; Machine Learning Strategies and Green Perspectives90Decoding Optical Spectra with Neural Networks to Monitor the Elimination of Carbon Nanoagents from the Body2A Short Review of Innovation in Autonomous Car in Combination with Mechanical and Electronics0Digital advancements in smart materials design and multifunctional coating manufacturing46What is missing in autonomous discovery: open challenges for the community44Perspectives for self-driving labs in synthetic biology115Relationships between synthesis conditions and TiN coating properties discovered from the data driven approach16Introducing a four-fold way to conceptualize artificial agency9Towards self-driving labs for experimental mechanics: a data-centric approach for fatigue crack analysis in aerospace materials0Application of Artificial Intelligence in the Exploration and Optimization of Biomedical Nanomaterials91An Autonomous Electrochemical Discovery Robot that Utilises Probabilistic Algorithms: Probing the Redox Behaviour of Inorganic Materials163D printed cell for the in situ dynamic light scattering monitoring of nanoparticle size distribution in microfluidics8Intelligent urbanism with artificial intelligence in shaping tomorrow’s smart cities: current developments, trends, and future directions39Autonomous Synthesis and Self-optimizing Reactors1Part III: Data Intelligence and Industrial Applications0Multimodal Characterization of Halide Perovskites: From the Macro to the Atomic Scale0An ambipolar PEDOT-perfluorinated porphyrin electropolymer: application as an active material in energy storage systems10Challenge of Criminal Imputation for Negligence Crime Involving AI to the Traditional Criminal Imputation Theory0Recent Advances in Machine Learning-Accelerated Materials Discovery — From Descriptors to Autonomous Experiments0Review of low-cost self-driving laboratories in chemistry and materials science: the “frugal twin” concept93Beyond Combinatorial Materials Science: The 100 Prisoners Problem9A dynamic Bayesian optimized active recommender system for curiosity-driven partially Human-in-the-loop automated experiments45Machine vision-based detections of transparent chemical vessels toward the safe automation of material synthesis16Nanomaterials in the treatment and diagnosis of rheumatoid arthritis: Advanced approaches11Next generation fatigue crack growth experiments of aerospace materials9Crystallographic phase identifier of a convolutional self-attention neural network (CPICANN) on powder diffraction patterns10Progress in the Computer‐Aided Analysis in Multiple Aspects of Nanocatalysis Research4Top 20 influential AI-based technologies in chemistry50Accelerated discovery of perovskite solid solutions through automated materials synthesis and characterization29Engineering a Sustainable Future: Harnessing Automation, Robotics, and Artificial Intelligence with Self-Driving Laboratories42OCTOPUS: operation control system for task optimization and job parallelization via a user-optimal scheduler12AI-driven advances in metal–organic frameworks: from data to design and applications47Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation25Perspective: From Prediction to Design — A Position on Optimization-Centric Workflows in Materials ML0Scientific Risk in Autonomous Materials Discovery: A Conceptual Framework for Anticipating Unsafe Recommendations1Development of the autonomous lab system to support biotechnology research3069Chapter 4 The autonomous revolution: role of AI in self-driving labs for materials sciences2Reaching new frontiers in nanoelectronics through artificial intelligence4Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self‐Driving Lab14Automated and Simulation-Guided Multiplexed DNA-PAINT for Nanoparticle Characterization0Quality by digital design for accelerated sustainable nanomedicine development26From Data‐Driven to Intelligence‐Driven: Innovating Research Paradigms of Perovskite Solar Cells4Application of Advanced Computing and Intelligent Robotics in Autonomous Laboratory Systems: A Case Study in the Coatings Industry0AI-driven design of multifunctional nanomaterials in revolutionizing high-temperature, high-power solutions for space technology: potentials, challenges and perspectives6A critical review on electronic materials properties and multifunctional applications5Artificial Intelligence as a Co-Scientist in Materials Science: From Pattern Recognition to Self-Driving Laboratories0Can we automate scientific reasoning in closed-loop experiments using large language models?4From prediction to materials design: machine learning in electrocatalytic water splitting1Future development prospects of biomedical applications of nanoscale thin films0Smart Nanotechnology for Precision Immunomodulation0Safe and sustainable by design with ML/AI: A transformative approach to advancing nanotechnology6Machine learning empowered surface growth of 2D materials: Synthesis, characterization and mechanism0Intelligent Methods for Materials Discovery and Design0The Role of AI and Advanced Computational Techniques in Transforming Shape Memory Alloy Research0ChatMicroscopy: A Perspective Review of Large Language Models for Next-Generation Optical Microscopy0GPT-enhanced robotic automation platform with user-friendly instruction framework for versatile applications0Review of Progress of AI in Biomimetics: From Biological Patterns to Closed-Loop Discovery2Artificial intelligence in miniaturized systems Point-of-Care and forensic approach1243Chapter 13 Emerging Technologies at the Intersection of AI and Biotechnology0Artificial Intelligence–Enabled Organoid Platforms for Precision Medicine: Integrating Multi-Omics, Digital Twins, and Microphysiological Systems1Self-driving laboratories for sustainable materials discovery: Autonomous experimentation and AI-driven optimization0Artificial intelligence-driven paradigm shifts in functional food ingredient research0Benchmarking model-based design of experiment approaches with a pharmaceutical crystallisation emulator0

Arrows point to the paper being cited. Selecting a paper shows its incoming citations and its known path back to the original paper.

Drag to pan · Use + / − to zoom · Escape to close43 nodes / 53 citation links
Browse Matching Papers

Papers that cite this work

72 direct citing papers saved. Showing the first 50 here; use Browse Matching Papers in the map for all loaded papers.

  1. Accelerating organic solar cell material's discovery: high-throughput screening and big data

    Energy & Environmental Science · 2021-01-01

    Xabier Rodríguez‐Martínez, Enrique Pascual‐San‐José, Mariano Campoy‐Quiles

    Read original paper ↗ ·

  2. Safe Reinforcement Learning in Simulated Environment of Self-Driving Laboratory

    Unknown journal · 2021-11-19

    Andrey V. Chernov, Ilias Κ. Savvas, Maria A. Butakova, Oleg O. Kartashov

    Read original paper ↗ ·

  3. Data-Centric Architecture for Self-Driving Laboratories with Autonomous Discovery of New Nanomaterials

    Nanomaterials · 2021-12-21

    Maria A. Butakova, Andrey V. Chernov, Oleg O. Kartashov, Alexander V. Soldatov

    Read original paper ↗ ·

  4. A Conceptual Theory of Model-Science Interface: Where AI Outputs Become Experimental Inputs

    Journal of Artificial Intelligence for Materials Science · 2022-01-01

    Wei Chen, Li Zhang

    Read original paper ↗ ·

  5. Accelerating colloidal quantum dot innovation with algorithms and automation

    Materials Advances · 2022-01-01

    Neal Munyebvu, Esmé Lane, Enrico Grisan, Philip D. Howes

    Read original paper ↗ ·

  6. Machine learning-driven advanced development of carbon-based luminescent nanomaterials

    Journal of Materials Chemistry C · 2022-01-01

    Diva Addini Maghribi Muyassiroh, Fitri Aulia Permatasari, Ferry Iskandar

    Read original paper ↗ ·

  7. Microfluidic Synthesis and Analysis of Bioinspired Structures Based on CaCO3 for Potential Applications as Drug Delivery Carriers

    Pharmaceutics · 2022-01-07

    Екатерина Владимировна Ленгерт, Daria B. Trushina, Mikhail A. Soldatov, Alexey V. Ermakov

    Read original paper ↗ ·

  8. Generative models for molecular discovery: Recent advances and challenges

    Wiley Interdisciplinary Reviews Computational Molecular Science · 2022-03-05

    Camille Bilodeau, Wengong Jin, Tommi Jaakkola, Regina Barzilay, Klavs F. Jensen

    Read original paper ↗ ·

  9. Performance Prediction and Experimental Optimization Assisted by Machine Learning for Organic Photovoltaics

    Advanced Intelligent Systems · 2022-03-19

    Zhi‐Wen Zhao, Yun Geng, Alessandro Troisi, Haibo Ma

    Read original paper ↗ ·

  10. Digital Innovation Enabled Nanomaterial Manufacturing; Machine Learning Strategies and Green Perspectives

    Nanomaterials · 2022-08-01

    Georgios Konstantopoulos, Elias P. Koumoulos, Costas A. Charitidis

    Read original paper ↗ ·

  11. Decoding Optical Spectra with Neural Networks to Monitor the Elimination of Carbon Nanoagents from the Body

    Optical Memory and Neural Networks · 2022-09-01

    Olga E. Sarmanova, Kirill A. Laptinskiy, Sergey Burikov, S. A. Dolenko, Daria B. Trushina, Tatiana A. Dolenko

    Read original paper ↗ ·

  12. A Short Review of Innovation in Autonomous Car in Combination with Mechanical and Electronics

    Lecture notes in civil engineering · 2022-10-04

    Sahil Negi, Kulwant Singh, Anuj Kumar Sehgal

    Read original paper ↗ ·

  13. Digital advancements in smart materials design and multifunctional coating manufacturing

    Physics Open · 2022-12-22

    Jaya Verma, A.S. Khanna

    Read original paper ↗ ·

  14. What is missing in autonomous discovery: open challenges for the community

    Digital Discovery · 2023-01-01

    Phillip M. Maffettone, Pascal Friederich, Sterling G. Baird, Ben J. Blaiszik, Keith A. Brown, Stuart I. Campbell, Orion Cohen, Rebecca L. Davis, Ian T Foster, Navid Haghmoradi, Mark Hereld, Howie Joress, Nicole Jung, Ha-Kyung Kwon, Gabriella Pizzuto, Jacob Rintamaki, Casper Steinmann, Luca Torresi, Shijing Sun

    Read original paper ↗ ·

  15. Perspectives for self-driving labs in synthetic biology

    Current Opinion in Biotechnology · 2023-01-03

    Héctor García Martín, Tijana Radivojević, Jeremy Zucker, Kristofer E. Bouchard, Jess M. Sustarich, Sean Peisert, Dan Arnold, Nathan J. Hillson, G. Babnigg, Jose Manuel Martí, Chris Mungall, Gregg T. Beckham, Lucas M. Waldburger, James M. Carothers, Shivshankar Sundaram, D. Agarwal, Blake Alexander Simmons, Tyler W. H. Backman, Deepanwita Banerjee, Deepti Tanjore, Lavanya Ramakrishnan, Anup K. Singh

    Read original paper ↗ ·

  16. Relationships between synthesis conditions and TiN coating properties discovered from the data driven approach

    Thin Solid Films · 2023-02-03

    Mikhail Lifar, Sergey Alexandrovich Guda, S.A. Guda, Oleg V. Kudryakov, Alexander Alexandrovich Guda, Danil M. Pashkov, Yury V. Rusalev, Yu. F. Migal, Alexander V. Soldatov, В. И. Колесников

    Read original paper ↗ ·

  17. Introducing a four-fold way to conceptualize artificial agency

    Synthese · 2023-02-23

    Maud van Lier

    Read original paper ↗ ·

  18. Towards self-driving labs for experimental mechanics: a data-centric approach for fatigue crack analysis in aerospace materials

    Research Square · 2023-07-12

    Tobias Strohmann, David Melching, Florian Paysan, Eric Dietrich, Guillermo Carlos Requena, Eric Breitbarth

    Read original paper ↗ ·

  19. Application of Artificial Intelligence in the Exploration and Optimization of Biomedical Nanomaterials

    Nano Biomedicine and Engineering · 2023-09-01

    Xiaoyang Zhu, Yan Li, Ning Gu

    Read original paper ↗ ·

  20. An Autonomous Electrochemical Discovery Robot that Utilises Probabilistic Algorithms: Probing the Redox Behaviour of Inorganic Materials

    ChemElectroChem · 2023-11-16

    Kristine Laws, Marcus Tze‐Kiat Ng, Abhishek Sharma, Yibin Jiang, Alexander J. S. Hammer, Leroy Cronin

    Read original paper ↗ ·

  21. 3D printed cell for the in situ dynamic light scattering monitoring of nanoparticle size distribution in microfluidics

    Microchemical Journal · 2023-11-20

    Polina Rud, Sergei V. Chapek, P. V. Medvedev, Oleg Evgenevich Polozhentsev, Sergey A. Soldatov, Anton Pavlovich Bagliy, Alexander Guda, Alexander V. Soldatov, Mikhail A. Soldatov

    Read original paper ↗ ·

  22. Intelligent urbanism with artificial intelligence in shaping tomorrow’s smart cities: current developments, trends, and future directions

    Journal of Cloud Computing Advances Systems and Applications · 2023-12-18

    Zhenjun Yan, Ling Jiang, Xiaoli Huang, Lifang Zhang, Xinxin Zhou

    Read original paper ↗ ·

  23. Autonomous Synthesis and Self-optimizing Reactors

    Royal Society of Chemistry eBooks · 2023-12-20

    María José Nieves‐Remacha

    Read original paper ↗ ·

  24. Part III: Data Intelligence and Industrial Applications

    Royal Society of Chemistry eBooks · 2023-12-20

    Read original paper ↗ ·

  25. Multimodal Characterization of Halide Perovskites: From the Macro to the Atomic Scale

    Unknown journal · 2023-12-22

    Tiarnan A. S. Doherty, Samuel D. Stranks

    Read original paper ↗ ·

  26. An ambipolar PEDOT-perfluorinated porphyrin electropolymer: application as an active material in energy storage systems

    RSC Advances · 2024-01-01

    Elizabeth Bermúdez Prieto, Edwin J. González López, Claudia A. Solis, Jhair C. Leon Jaramillo, Lorena Macor, Rodrigo E. Domínguez, Yohana B. Palacios, Silvestre Bongiovanni Abel, Edgardo N. Durantini, Luís Otero, Miguel Gervaldo, Daniel A. Heredia

    Read original paper ↗ ·

  27. Challenge of Criminal Imputation for Negligence Crime Involving AI to the Traditional Criminal Imputation Theory

    Artificial intelligence and the rule of law · 2024-01-01

    Shuhong Zhao

    Read original paper ↗ ·

  28. Recent Advances in Machine Learning-Accelerated Materials Discovery — From Descriptors to Autonomous Experiments

    Journal of Artificial Intelligence for Materials Science · 2024-01-01

    Nguyen Thanh Huy, Le Thi Bich, Pham Quang Minh

    Read original paper ↗ ·

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

    Digital Discovery · 2024-01-01

    Stanley Lo, Sterling G. Baird, Joshua Schrier, Ben J. Blaiszik, Nessa Carson, Ian T Foster, Andrés Aguilar‐Granda, Sergei V. Kalinin, Benji Maruyama, Maria Politi, Helen Tran, Taylor D. Sparks, Alán Aspuru‐Guzik

    Read original paper ↗ ·

  30. Beyond Combinatorial Materials Science: The 100 Prisoners Problem

    Integrating materials and manufacturing innovation · 2024-01-08

    James Elliott Fowler, Matthew A. Kottwitz, Nathaniel Trask, Rémi Dingreville

    Read original paper ↗ ·

  31. A dynamic Bayesian optimized active recommender system for curiosity-driven partially Human-in-the-loop automated experiments

    npj Computational Materials · 2024-02-03

    Arpan Biswas, Yongtao Liu, Nicole Creange, Yuchen Liu, Stephen Jesse, Jan‐Chi Yang, Sergei V. Kalinin, Maxim A Ziatdinov, Rama Krishnan Vasudevan

    Read original paper ↗ ·

  32. Machine vision-based detections of transparent chemical vessels toward the safe automation of material synthesis

    npj Computational Materials · 2024-02-22

    Leslie Ching Ow Tiong, Hyuk Jun Yoo, Nayeon Kim, Chansoo Kim, Kwan‐Young Lee, Sang Soo Han, Dong-Hun Kim

    Read original paper ↗ ·

  33. Nanomaterials in the treatment and diagnosis of rheumatoid arthritis: Advanced approaches

    SLAS TECHNOLOGY · 2024-06-05

    Stefanny Angela, Gianna Fadhilah, Wesley Wei‐Wen Hsiao, Hsuan-Yi Lin, Joshua Ko, Steven Che-Wei Lu, Cheng‐Chung Lee, Yu‐Sheng Chang, Ching‐Yu Lin, Huan‐Cheng Chang, Wei‐Hung Chiang

    Read original paper ↗ ·

  34. Next generation fatigue crack growth experiments of aerospace materials

    Scientific Reports · 2024-06-18

    Tobias Strohmann, David Melching, Florian Paysan, Eric Dietrich, Guillermo Carlos Requena, Eric Breitbarth

    Read original paper ↗ ·

  35. Crystallographic phase identifier of a convolutional self-attention neural network (CPICANN) on powder diffraction patterns

    IUCrJ · 2024-06-24

    Shouyang Zhang, Bin Cao, Tianhao Su, Yue Wu, Zhenjie Feng, Jie Xiong, Tong‐Yi Zhang

    Read original paper ↗ ·

  36. Progress in the Computer‐Aided Analysis in Multiple Aspects of Nanocatalysis Research

    Advanced Healthcare Materials · 2024-06-27

    Lin Fan, Yilei Shen, Doudou Lou, Ning Gu

    Read original paper ↗ ·

  37. Top 20 influential AI-based technologies in chemistry

    Artificial Intelligence Chemistry · 2024-07-27

    Valentine P. Ananikov

    Read original paper ↗ ·

  38. Accelerated discovery of perovskite solid solutions through automated materials synthesis and characterization

    Nature Communications · 2024-08-02

    Mojan Omidvar, Hangfeng Zhang, Achintha Avin Ihalage, Theo Saunders, Henry Giddens, Derek Michael Forrester, Sajad Haq, Yang Hao

    Read original paper ↗ ·

  39. Engineering a Sustainable Future: Harnessing Automation, Robotics, and Artificial Intelligence with Self-Driving Laboratories

    ACS Sustainable Chemistry & Engineering · 2024-08-06

    Sina Sadeghi, Richard B. Canty, Nikolai Mukhin, Jinge Xu, Fernando Delgado‐Licona, Milad Abolhasani

    Read original paper ↗ ·

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

    Nature Communications · 2024-11-08

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

    Read original paper ↗ ·

  41. AI-driven advances in metal–organic frameworks: from data to design and applications

    Chemical Communications · 2025-01-01

    Yuhang Song, Jiakai Li, Dongzhi Chi, Zhengtao Xu, Jie Liu, Mingxi Chen, Ziyu Wang

    Read original paper ↗ ·

  42. Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation

    Digital Discovery · 2025-01-01

    Sayan Doloi, Maloy Das, Yujia Li, Zen Han Cho, Xingchi Xiao, John V. Hanna, Matthew Osvaldo, Leonard W. T. Ng

    Read original paper ↗ ·

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

    Journal of Computational and Data-Driven Materials Engineering · 2025-01-01

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

    Read original paper ↗ ·

  44. Scientific Risk in Autonomous Materials Discovery: A Conceptual Framework for Anticipating Unsafe Recommendations

    Journal of Artificial Intelligence for Materials Science · 2025-01-01

    Hiroshi Nakamura, Yuta Kato

    Read original paper ↗ ·

  45. Development of the autonomous lab system to support biotechnology research

    Scientific Reports · 2025-02-24

    Keiji Fushimi, Yusuke Nakai, Akiko Nishi, Ryō Suzuki, Masahiro Ikegami, Risa Nimura, Taichi Tomono, Ryota Hidese, Hisashi Yasueda, Yusuke Tagawa, Tomohisa Hasunuma

    Read original paper ↗ ·

  46. 69Chapter 4 The autonomous revolution: role of AI in self-driving labs for materials sciences

    De Gruyter eBooks · 2025-06-25

    Neha Minocha, Parijat Pandey

    Read original paper ↗ ·

  47. Reaching new frontiers in nanoelectronics through artificial intelligence

    Frontiers in Nanotechnology · 2025-06-25

    Santhosh Sivasubramani, Themis Prodromakis

    Read original paper ↗ ·

  48. Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self‐Driving Lab

    Biotechnology and Bioengineering · 2025-08-04

    Sebastian Putz, Niklas Teetz, Michael Abt, Pascal Jerono, Thomas Meurer, Matthias Franzreb

    Read original paper ↗ ·

  49. Automated and Simulation-Guided Multiplexed DNA-PAINT for Nanoparticle Characterization

    bioRxiv (Cold Spring Harbor Laboratory) · 2025-08-06

    Stijn van Veen, E.W.A. Visser, Lorenzo Albertazzi

    Read original paper ↗ ·

  50. Quality by digital design for accelerated sustainable nanomedicine development

    European Journal of Pharmaceutical Sciences · 2025-08-21

    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

    Read original paper ↗ ·
More citing papers →
Citation Atlas · A map of research, not a ranking.