Beyond bulk single crystals: A data format for all materials structure–property–processing relationships
In this article, we discuss a hierarchical data structure used for storing materials data called the physical information file (PIF).
Papers By Citrine
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
Materials Data Infrastructure: A Case Study of the Citrination Platform to Examine Data Import, Storage, and Access
Considerations are presented around the design of a materials data infrastructure including import of structured and unstructured data, storage of that data for archival and retrieval, and access to...
Papers By Citrine
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 structuralfamilies, such as chalcogenides, skutterudites, and Zintl phases. In principle, computational tools such as density...
Papers By 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
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
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
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