Perspective: Materials informatics across the product lifecycle: Selection, manufacturing, and certification
The process of taking a new material from invention to deployment can take 20 years or more. Since the announcement of the Materials Genome Initiative in 2011, new attention has been paid to...
Papers By Citrine
The materials innovation ecosystem: A key enabler for the Materials Genome Initiative
Materials data and model repositories include those at NIST, 66 Citrine Informatics’ system, 67 NanoHuB, 68 and the National Data Service’s Materials Data Facility. McDowell, D. L., & Kalidindi, S....
Papers Mentioning Citrine
Understanding Thermoelectric Properties from High-Throughput Calculations: Trends, Insights, and Comparisons with Experiment
We present an overview and preliminary analysis of computed thermoelectric properties for more than 48 000 inorganic compounds from the Materials Project (MP). We compare our calculations with available experimental...
Papers By Citrine
Perspective: Interactive material property databases through aggregation of literature data
Some of these challenges have solutions on the horizon of which the authors are aware of. For example, Citrine Informatics (citrination.com) has undertaken the task of developing an open access database...
Papers Mentioning Citrine
Research Update: The materials genome initiative: Data sharing and the impact of collaborative ab initio databases
One organization that has made significant progress in establishing a centralized data resource for materials scientists is Citrine Informatics, a company that specializes in applying data mining to materials discovery...
Papers Mentioning Citrine
Perspective: NanoMine: A material genome approach for polymer nanocomposites analysis and design
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,...
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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.
Papers By Citrine
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.,...
Papers Mentioning Citrine
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...
Papers Mentioning Citrine
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),...
Papers Mentioning Citrine