In the private sector, Citrine Informatics has been providing a cloud-based platform with a fast expanding material database containing datasets from multiple sources as well as data-driven material design tools. Zhao, H., Li, X., Zhang, Y., Schadler, L. S., Chen, W., & Brinson, L. C. (2016). Perspective: NanoMine: A material genome approach for polymer nanocomposites analysis and design. […]
In this article we provide an overview of data mining, informatics, and machine learning approaches for thermoelectrics.
The authors thank Citrine Informatics (www.citrine.io) for data hosting. The raw potentiostat and spectrometer data for the anodic sweep of the CV for each photoanode are available at links.citrination.com/ni-la-co-ce. Guevarra, D., Shinde, A., Suram, S. K., Sharp, I. D., Toma, F. M., Haber, J. A., & Gregoire, J. M. (2016). Development of solar fuels photoanodes through combinatorial integration […]
In the spirit of open data, Citrine Informatics, a materials data analytics platform, is providing Challenge solvers with access to its database containing almost 3 million materials-property pairs aggregated from a variety of sources. “It became clear that there aren’t that many publicly available data sources from which teams could draw,” says Greg Mulholland, one of […]
Within the materials community, there are several data repository efforts including the NIST Materials Data Repository (https://materialsdata.nist.gov), Automatic Flow for Materials Discovery (AFLOW) through the AFLOW Consortium (http://aflowlib.org), Citrine Informatics (http://www.citrine.io), Materials Project (https://www.materialsproject.org/), National Center for Supercomputing Applications (NCSA) Materials Data Facility as part of its National Data Facility (http://www.nationaldataservice.org/projects/mdf.html), and the University of Michigan Materials […]
One approach for the creation of materials databases is described in detail in Reference 43. Examples of such databases include Citrine Informatics (44) for physical properties of nearly 30,000 chemical compounds, the Clean Energy Project database (45) for electronic properties of organic compounds used in plastic solar cells, The Materials Project (46) at MIT/LBNL and the Automatic-FLOW […]
During the 2014 MRS Fall Meeting in Boston, 14 materials scientists came together for 24 hours for MatHack, the world’s first materials hack-athon, to solve real materials problems. A hackathon is a sprint computer programming competition where participants collaborate to create software from scratch in intense sessions over one or two days. Sponsored, in part, […]
