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RESEARCH PAPER · Digital Discovery · 2023

A scientific machine learning framework to understand flash graphene synthesis

Kianoosh Sattari, Lucas Eddy, Jacob L. Beckham, Kevin M. Wyss, Richard Byfield, Long Qian, James M. Tour, Jian Lin

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42 direct citing works

A scientific machine learning framework to understand flash graphene synthesisOriginalPhysics Constrained Multi-objective Bayesian Optimization to Accelerate 3D Printing of Thermoplastics19Automated Laboratory Kilogram‐Scale Graphene Production from Coal54Physics Constrained Multi-Objective Bayesian Optimization to Accelerate 3d Printing of Thermoplastics1Physics-informed machine learning enabled virtual experimentation for 3D printed thermoplastic10Electric Field Effects in Flash Joule Heating Synthesis76Sustainable Graphene Production: Flash Joule Heating Utilizing Pencil Graphite Precursors18Kilogram Flash Joule Heating Synthesis with an Arc Welder37From synthesis to properties: expanding the horizons of machine learning in nanomaterials research39Recent advances in porous graphitic frameworks: a critical mini-review7Applicable and generalizable machine learning for intelligent welding in automotive manufacturing34Reutilization and upcycling of spent graphite for sustainable lithium-ion batteries: Progress and perspectives68Synthesis of Turbostratic Graphene Derived from Biomass Waste Using Long Pulse Joule Heating Technique13Flash graphene: From synthesis to potential applications3Historical Data Mining Deep Dive into Machine Learning-Aided 2D Materials Research in Electrochemical Applications7Advances in scalable 2D material synthesis: Flash Joule heating and beyond6Machine Learning Strategies to Circumvent Variabilities in Chemical Vapour‐Deposited Graphene Coatings for Remarkable Corrosion Resistance of Metals3Accelerate Flash Removal of PFAS from Soil by Human-Guided Bayesian Optimization and Interpretable Machine Learning1Flash Joule heating: An ultrafast electrothermal strategy for solid waste valorization and resource recovery2Recent Progress and Perspective on Synergistic Electrospinning and Joule Heating for Advanced Electrocatalyst Design1The Graphene Opportunity for AI Chips, GPUs, and Data Centers: Limitations and Challenges0Bidirectional Process Prediction in the Laser‐Induced‐Graphene Production Using Blackbox Deep Learning0Graphene materials and devices for 6G networks: A critical review0Ultrafast Joule heating synthesis of carbon nanomaterials for electrochemical energy storage and conversion0Preparation of Flash Graphene from Wheat Straw and Its Application to Cementitious Composites0

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24 direct citing papers saved.

  1. Physics Constrained Multi-objective Bayesian Optimization to Accelerate 3D Printing of Thermoplastics

    Additive manufacturing · 2023-11-10

    Kianoosh Sattari, Yuchao Wu, Zhenru Chen, Alireza Mahjoubnia, Changhua Su, Jian Lin

    Read original paper ↗ ·

  2. Automated Laboratory Kilogram‐Scale Graphene Production from Coal

    Small Methods · 2023-11-27

    Lucas Eddy, Duy Xuan Luong, Jacob L. Beckham, Kevin M. Wyss, Tyler J. Cooksey, Phelecia Scotland, Chi Hun Choi, Weiyin Chen, Paul A. Advincula, Zhiyong Zhang, Vladimir Mancevski, Carter Kittrell, Yimo Han, James M. Tour

    Read original paper ↗ ·

  3. Physics Constrained Multi-Objective Bayesian Optimization to Accelerate 3d Printing of Thermoplastics

    SSRN Electronic Journal · 2024-01-01

    Jian Lin, Kianoosh Sattari, Yuchao Wu, Zhenru Chen, Alireza Mahjoubnia, Changhua Su

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  4. Physics-informed machine learning enabled virtual experimentation for 3D printed thermoplastic

    Materials Horizons · 2024-01-01

    Zhenru Chen, Yuchao Wu, Yunchao Xie, Kianoosh Sattari, Jian Lin

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  5. Electric Field Effects in Flash Joule Heating Synthesis

    Journal of the American Chemical Society · 2024-05-28

    Lucas Eddy, Shichen Xu, Changhao Liu, Phelecia Scotland, Weiyin Chen, Jacob L. Beckham, Barbara Souza Damasceno, Chi Hun Choi, Karla J. Silva, Alexander Lathem, Yimo Han, Boris I. Yakobson, Xinfang Zhang, Yufeng Zhao, James M. Tour

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  6. Sustainable Graphene Production: Flash Joule Heating Utilizing Pencil Graphite Precursors

    Nanomaterials · 2024-07-31

    Mashhood Zahid, Tomy Abuzairi

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  7. Kilogram Flash Joule Heating Synthesis with an Arc Welder

    ACS Nano · 2024-12-07

    Lucas Eddy, Jaeho Shin, Yi Cheng, Chi Hun Choi, Carolyn H. Teng, Phelecia Scotland, Shichen Xu, Alexander Lathem, Shihui Chen, Carter Kittrell, Yimo Han, James M. Tour

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

    Materials Horizons · 2025-01-01

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

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  9. Recent advances in porous graphitic frameworks: a critical mini-review

    RSC Advances · 2025-01-01

    Minh Kim Nguyen, Ha Huu, Nguyen Tien Tran, Young‐Chul Lee

    Read original paper ↗ ·

  10. Applicable and generalizable machine learning for intelligent welding in automotive manufacturing

    Welding in the World · 2025-02-07

    Peng Edward Wang, Hassan Ghassemi-Armaki, Masoud Pour, Xijia Zhao, Junjie Ma, Kianoosh Sattari, Blair E. Carlson

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  11. Reutilization and upcycling of spent graphite for sustainable lithium-ion batteries: Progress and perspectives

    eScience · 2025-02-21

    Xue–Qian Li, Chenglong Deng, Mengyao Liu, Jiawei Xiong, Xiaodong Zhang, Qiaoyi Yan, Jiao Lin, Cen Chen, Feng Wu, Yi Zhao, Renjie Chen, Li Li

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  12. Synthesis of Turbostratic Graphene Derived from Biomass Waste Using Long Pulse Joule Heating Technique

    Nanomaterials · 2025-03-20

    Sukasem Watcharamaisakul, Nisa Janphuang, Warisara Chueangam, Kriettisak Srisom, Anuchit Ruangvittayanon, Ukit Rittihong, Sarayut Tunmee, Narong Chanlek, Peerapol Pornsetmetakul, Warodom Wirojsirasak, Nantida Watanarojanaporn, Kampon Ruethaivanich, Pattanaphong Janphuang

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  13. Flash graphene: From synthesis to potential applications

    Carbon Trends · 2025-05-20

    Godwin Mong Kalu-Uka, Agnidip Sarkar, Abraham Chinedu Kalu-Uka, Sandeep Kumar

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  14. Historical Data Mining Deep Dive into Machine Learning-Aided 2D Materials Research in Electrochemical Applications

    ACS Materials Au · 2025-06-23

    Krittapong Deshsorn, Panwad Chavalekvirat, Somrudee Deepaisarn, Ho-Chiao Chuang, Pawin Iamprasertkun

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  15. Advances in scalable 2D material synthesis: Flash Joule heating and beyond

    Materials Research Bulletin · 2025-06-26

    Muhammad Faizan, Mohammad Nahid Siddiqui

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  16. Machine Learning Strategies to Circumvent Variabilities in Chemical Vapour‐Deposited Graphene Coatings for Remarkable Corrosion Resistance of Metals

    Small Structures · 2026-02-01

    Pragyan Goswami, R.K. Singh Raman, Alankar Alankar

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  17. Accelerate Flash Removal of PFAS from Soil by Human-Guided Bayesian Optimization and Interpretable Machine Learning

    ACS Nano · 2026-03-23

    Jingbo Qin, Yi Cheng, Malinda Jayathilake, Yufeng Zhao, James M. Tour, Jian Lin

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  18. Flash Joule heating: An ultrafast electrothermal strategy for solid waste valorization and resource recovery

    Renewable and Sustainable Energy Reviews · 2026-04-22

    Kaiyue Yin, Bing Deng, Rongtao Zhu, Fei Lian

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  19. Recent Progress and Perspective on Synergistic Electrospinning and Joule Heating for Advanced Electrocatalyst Design

    Advanced Synthesis & Catalysis · 2026-04-27

    Yufan Zeng, Lei Kuang, Yuqi Song, Wenyu Yin, Y L Chen, Qi Dong, Jialun Chen, J N Li

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  20. The Graphene Opportunity for AI Chips, GPUs, and Data Centers: Limitations and Challenges

    Unknown journal · 2026-04-27

    Ahmad Fuad Bader, Marwan S. Mousa, Issam Trrad, Enas Rashed, Hesham Ahmed Al Sharie

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  21. Bidirectional Process Prediction in the Laser‐Induced‐Graphene Production Using Blackbox Deep Learning

    Advanced Materials Technologies · 2026-04-30

    Maxim Polomoshnov, Nitheesh M. Nair, Gerardo Hernandez‐Sosa, Markus Reischl

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  22. Graphene materials and devices for 6G networks: A critical review

    Microelectronic Engineering · 2026-06-22

    A.S. Augustine Fletcher, P. Murugapandiyan, J. Ajayan, Asisa Kumar Panigrahy, S Bestley Joe, V. Vanitha

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  23. Ultrafast Joule heating synthesis of carbon nanomaterials for electrochemical energy storage and conversion

    EnergyChem · 2026-10-01

    Xinyue Peng, 倪江锋, Gaoyi Han, Sheng Zhu

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  24. Preparation of Flash Graphene from Wheat Straw and Its Application to Cementitious Composites

    Journal of Materials Engineering and Performance · 2026-10-12

    Xiaolian Su, Linyue Ge, Junguang Meng, Shan Huang, Xinye Wang, Yiqiang Liu, Li Yi, Haining Meng

    Read original paper ↗ ·
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