Semi-Supervised Approach to Phase Identification from Combinatorial Sample Diffraction Patterns
Manual attribution of crystallographic phases from high-throughput x-ray diffraction studies is an arduous task, and represents a rate-limiting step in high-throughput exploration of new materials. Here, we demonstrate a...
Papers Mentioning Citrine
The Materials Data Facility: Data Services to Advance Materials Science Research
With increasingly strict data management requirements from funding agencies and institutions, expanding focus on the challenges of research replicability, and growing data sizes and heterogeneity, new data needs are...
Papers Mentioning Citrine
Perspective: Web-based machine learning models for real-time screening of thermoelectric materials properties
The experimental search for new thermoelectric materials remains largely confined to a limited set of successful chemical and structural families, such as chalcogenides, skutterudites, and Zintl phases. In principle, computational tools such as density...
Papers By Citrine
Materials science with large-scale data and informatics: Unlocking new opportunities
Universal access to abundant scientific data, and the software to analyze the data at scale, could fundamentally transform the field of materials science. Today, the materials community faces serious...
Papers By Citrine
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...
Papers By Citrine
New opportunities for materials informatics: Resources and data mining techniques for uncovering hidden relationships
However, most materials property information remains scattered across multiple resources […] We note that Citrine Informatics (http://www.citrine.io) is one commercial entity that is attempting to centralize information collected from diverse sources...
Papers Mentioning 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