Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy

This data package includes information on sample preparation, growth conditions, and characterization results for AFM images of transition metal dichalcogenides (TMDs); MoS2, WS2, WSe2, MoSe2, and Mo-WSe2. Samples used to train and evaluate the machine learning models for the project reported in the main body of the manuscript entitled “Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy ”. by Isaiah A. Moses and Wesley F. Reinhart. The TMDs samples were grown by metalorganic chemical vapor deposition (MOCVD) in the NSF 2D Crystal Consortium facility at Penn State. The data includes recipe files from the MOCVD1 system and data files from atomic force microscopy (AFM). We have mostly used images taken from the center of the wafer for the models (file name contains 'center' or 'c'). Exceptions are the MoSe2 and Mo−WSe2 which have fewer samples, hence their images taken from the edges of the wafer were included. For all the TMDs, only 1 µm by 1 µm image taken at the center of the 5µm by 5 µm AFM scans (file name contains 1 um) was included in our data.

Citation

Naclerio, Andrew; Messecar, Andrew ; Graves, Andrew; Huet, Benjamin; Chen, Chen; Kowalczyk, Dorota ; Zhu, Haoyue ; MOSES, ISAIAH; Curtis, Michael ; Leger, Meghan; Kim, Myeongok; Trainor, Nicholas; Kumari, Shalini; Choudhury, Tanushree ; Chen, Yangyang (2024). Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy [Data set]. Scholarsphere. https://doi.org/10.26207/par4-rs65

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Work Title Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy
Subtitle Materials Science
Access
Open Access
Creators
  1. Andrew Naclerio
  2. Andrew Messecar
  3. Andrew Robert Graves
  4. Benjamin Huet
  5. Chen Chen
  6. Dorota Kowalczyk
  7. Haoyue Zhu
  8. ISAIAH ABU MOSES
  9. Michael Curtis
  10. Meghan Leger
  11. Myeongok Kim
  12. Nicholas Trainor
  13. Shalini Kumari
  14. Tanushree Choudhury
  15. Yangyang Chen
Keyword
  1. Materials Science
  2. MOCVD
  3. AFM
License CC BY 4.0 (Attribution)
Work Type Dataset
Acknowledgments
  1. NSF Cooperative Agreement DMR-2039351
Publisher
  1. 2D Crystal Consortium
Publication Date December 12, 2024
DOI doi:10.26207/par4-rs65
Related URLs
Deposited December 12, 2024

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Version 1
published

  • Created
  • Updated
  • Updated Keyword, Publisher, Subtitle, and 2 more Show Changes
    Keyword
    • Mateirals Science
    Publisher
    • 2D Crystal Consortium
    Subtitle
    • Materials Science
    Description
    • This data package includes information on sample preparation, growth conditions, and characterization results for AFM images of transition metal dichalcogenides (TMDs); MoS2, WS2, WSe2, MoSe2, and Mo-WSe2. Samples used to train and evaluate the machine learning models for the project reported in the main body of the manuscript entitled “Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy ”. by Isaiah A. Moses and Wesley F. Reinhart. The TMDs samples were grown by metalorganic chemical vapor deposition (MOCVD) in the NSF 2D Crystal Consortium facility at Penn State. The data includes recipe files from the MOCVD1 system and data files from atomic force microscopy (AFM). We have mostly used images taken from the center of the wafer for the models (file name contains 'center' or 'c'). Exceptions are the MoSe2 and Mo−WSe2 which have fewer samples, hence their images taken from the edges of the wafer were included. For all the TMDs, only 1 µm by 1 µm image taken at the center of the 5µm by 5 µm AFM scans (file name contains 1 um) was included in our data.
    Publication Date
    • 2024-12-12
  • Updated Keyword, Related URLs Show Changes
    Keyword
    • Mateirals Science
    • Materials Science, MOCVD, AFM
    Related URLs
    • https://data.2dccmip.org/list/data/Rut1mMC8u25M, https://doi.org/10.60551/znh3-mj13, https://doi.org/10.60551/fdhr-6s19, https://doi.org/10.60551/0w4q-5h15
  • Updated Acknowledgments Show Changes
    Acknowledgments
    • NSF Cooperative Agreement DMR-2039351
  • Added Creator Andrew Naclerio
  • Added Creator Andrew Messecar
  • Added Creator Andrew Robert Graves
  • Added Creator Benjamin Huet
  • Added Creator Chen Chen
  • Added Creator Dorota Kowalczyk
  • Added Creator Haoyue Zhu
  • Added Creator ISAIAH ABU MOSES
  • Added Creator Michael Curtis
  • Added Creator Meghan Leger
  • Added Creator Myeongok Kim
  • Added Creator Nicholas Trainor
  • Added Creator Shalini Kumari
  • Added Creator Tanushree Choudhury
  • Added Creator Yangyang Chen
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    Related URLs
    • https://data.2dccmip.org/list/data/Rut1mMC8u25M, https://doi.org/10.60551/znh3-mj13, https://doi.org/10.60551/fdhr-6s19, https://doi.org/10.60551/0w4q-5h15
    • https://data.2dccmip.org/list/data/Rut1mMC8u25M, https://doi.org/10.60551/znh3-mj13, https://doi.org/10.60551/fdhr-6s19, https://doi.org/10.60551/0w4q-5h15, https://doi.org/10.5281/zenodo.13961220
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    • https://creativecommons.org/licenses/by/4.0/
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