Advancing 2D Materials Research: A Unified Platform for Data Management, Visualization and Machine Learning

We present a comprehensive and user-friendly data platform tailored for 2D materials research, 2DMat.chemDX.org. This platform integrates efficient data management, specialized visualization, and machine learning toolkits, significantly enhancing research productivity. At this point, the platform supports primary research data obtained from Reflection High Energy Electron Diffraction (RHEED), Photoluminescence (PL), and Raman measurements, providing a robust foundation for uploading, managing, and sharing research data through a web-based platform. Data templates and parsing systems specialized for handling these data aid researchers in managing large datasets, reducing manual efforts, and enhancing data consistency. The platform features powerful visualization and analysis tools for RHEED, PL, and Raman spectra, facilitating easy data comprehension and enabling valuable insights with just a few clicks. Additionally, the platform incorporates machine learning toolkits for investigating 2D film growth mechanisms and super-resolution techniques for analyzing PL/Raman mapping data, promising a significant increase in efficiency. Our platform's modular design allows for seamless expansion and adaptation, ensuring it remains a valuable resource for the evolving field of 2D materials.