Data-driven-Smart-Synthesis-of-Two-Dimensional-Materials

Boosted 2D materials synthesis success rate from 61% to 90% by designing and implementing advanced Random Forest models in Python programming language jupyter notebook, reducing production costs by 40% and accelerating research timelines by 3 months.

Oral and poster presentations

1. Data-driven-Smart-Synthesis-of-Two-Dimensional-Materials.pdf
   (Published in the 127th Topical Symposium of the New York State Section of the American Physical Society (NYSSAPS) 2023)

2. Location-Selective CVD Synthesis of Circular MoS2 Flakes with Ultrahigh Field-Effect Mobility
   (Published in the AVS 70th International Symposium & Exhibition, Tampa, Florida, November 2024)

3. Site Specific Synthesis of Molybdenum Disulfide Using Chemical Vapor Deposition
   (Published in the AVS 69th International Symposium & Exhibition, Portland, Oregon, November 2023)

Publications

Underline as the applicant, * as the corresponding author.

1. C. Chen, Y. Fu, X. Gao, A. Butler, K. Reyes, H. Li, M. Pentaris, A. Yadav, K. T. Wong, H. Yue, and F. Yao*, "Two-dimensional van der Waals materials and their mixed low-dimensional hybrids for electrochemical energy applications", MRS Bulletin (2023). (DOI: https://doi.org/10.1557/s43577-023-00597-2)
2. S. Shahi, A. Ahmed, R. Yang, A. Cabanillas, A. Chakravarty, M. Liu, H. N. Jaiswal, Y. Fu, Y. Guo, S. Jadeja, H. Murugesan, A. Butler, C. Chen, J. Muhigirwa, M. Enaitalla, J. Liu, F. Yao*, and H. Li*, "Plasma-induced energy band evolution for two-dimensional heterogeneous anti-ambipolar transistors", Journal of Vacuum Science & Technology B (2023) (selected as an Editor's Pick). (DOI: https://doi.org/10.1116/6.0002888)
3. A. Cabanillas, H. N. Jaiswal, A. Chakravarty, A. Ahmed, Y. Fu, C. Chen, F. Yao, H. Li*, "Inherent Photogating in MoTe2 Transistors with Van der Waals Contacts", IEEE 2024 Device Research Conference (DRC). (DOI: https://doi.org/10.1109/DRC61706.2024.10605297)
4. M. S. Parasnis, Y. Fu, E. Deng, A. Butler, C. Chen, R. Dias, H. Lin, F. Yao*, and P. C. Nalam*, “High-Performance Ti3C2Tx-MXene/Mycelium Hybrid Membrane for Efficient Lead Remediation: Design and Mechanistic Insights”, ACS Applied Materials & Interfaces (2025). (DOI: https://doi.org/10.1021/acsami.4c19943)
5. K. Bayoudh, C. Chen, F. Yao, S. Bricq*, "Hybrid machine learning for 2D materials design and discovery in computer vision: A comprehensive review", under review.
6. C. Chen, A. Cabanillas, A. Ahmed, A. Butler, Y. Fu, H. Hui, H. Zeng, A. Yadav, G. Lee, K. T. Wong*, F. Yao*, and H. Li*, "Wafer-Scale 2D MoS2 Transistors Using Transfer-Free Location-on-Demand Selective Synthesis", manuscript in preparation.
7. Z. Li, Y. Fu, S. Wei, J. Lee, C. Chen, F. Yao, and H. Sun*, "Machine Learning in 2D Materials: A Comprehensive Review of Synthesis, Characterization, and Bandgap Engineering", manuscript in preparation.
8. C. R. Chang, Y. Fu, C. Chen, A. Butler, H. M. Li, P. H. Zhang, and F. Yao*, "MoS2 nanoscroll for efficient hydrogen production", manuscript in preparation.

Conferences

Underline as the applicant, * as the corresponding author.

1. C. Chen, A. Cabanillas, A. Ahmed, A. Butler, Y. Fu, A. Chakravarty, H. Hui, H. Zeng, A. Yadav, K. T. Wong, H. Li*, F. Yao*, " Location-Selective CVD Synthesis of Circular MoS2 Flakes with Ultrahigh Field-Effect Mobility", in the AVS 70th International Symposium & Exhibition, Tampa, Florida, November 2024 (oral presentation)
2. C. Chen, Y. Fu, A. Butler, A. Cabanillas A. Ahmed, A. Chakravarty, S. S. Jadeja, H. Hui, L. Samson, H. Zeng, A. Yadav, K. T. Wong, H. Li*, F. Yao*, "Site-Specific Synthesis of Molybdenum Dichalcogenide Using Chemical Vapor Deposition Technique", in Erich Bloch Symposium, University at Buffalo, June 2024
3. C. Chen, Y. Fu, A. Butler, A. Cabanillas A. Ahmed, A. Chakravarty, S. S. Jadeja, H. Hui, L. Samson, H. Zeng, A. Yadav, K. T. Wong, H. Li*, F. Yao*, "Site-Specific Synthesis of Molybdenum Dichalcogenide Using Chemical Vapor Deposition Technique", in the AVS 69th International Symposium & Exhibition, Portland, Oregon, November 2023 (poster presentation)
4. C. Chen, "Data-driven smart synthesis of two-dimensional materials", Erich Bloch Symposium, University at Buffalo, June 2023 (oral presentation)
5. C. Chen, A. Tiroucoumarane, D. V. S. P. Kosana, R. Finster, Y. Fu, A. Butler, A. Chakravarty, H. Li, S. Broderick, K. Rajan, and F. Yao*, "Data-driven smart synthesis of two-dimensional materials", in the 127th Topical Symposium of the New York State Section of the American Physical Society (NYSSAPS), Buffalo, NY, USA, April 29, 2023. (poster presentation)
6. C. Chen, "Data-Driven Smart Synthesis of Two-Dimensional Materials", panelist of SUNY Graduate Research Conference 2023, Apr 2023 (virtual conference)
7. S. Wei, Y. Fu, P. Roy, X. Tong, A. Butler, C. Chen, and Fei Yao*, "The Potential of Low-dimensional Materials for Electrocatalysis", in the Gordon Research Conference - Nanomaterials for applications in Energy Technology, Ventura, CA, United States, Feb. 2023.