Data mining our way to the next generation of thermoelectrics
In this article we provide an overview of data mining, informatics, and machine learning approaches for thermoelectrics.
Development of solar fuels photoanodes through combinatorial integration of Ni–La–Co–Ce oxide catalysts on BiVO4
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 […]
Federal agencies announce materials data challenge
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 […]
Strategy for Extensible, Evolving Terminology for the Materials Genome Initiative Efforts
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 […]
Materials data science: current status and future outlook
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 […]
Hackathon Aims to Solve Materials Problems
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, […]