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Home / Resources / Research / Publications / Papers Mentioning Citrine

Papers Mentioning Citrine

2017

3D Printing of High-Strength Aluminum Alloys

3D printing, or additive manufacturing, of metals uses a direct energy source, such as a laser or electron beam, to alloy powders, but has succeeded for only a few metals. Often, large columnar grains and cracks are generated during the solidification stage. In this paper, John Martin et al. confront this problem for aerospace-grade aluminium alloys […]

Papers Mentioning Citrine

2016

Role of materials data science and informatics in accelerated materials innovation

Building on these efforts, new tools are being developed to improve data curation, such as the Materials Data Curation System,70 Materials Commons,71 and the Citrine platform.55 Chance and Paul72 outline how to connect the wide variety of data sets and tools using a semantic web infrastructure. Kalidindi, S. R., Brough, D. B., Li, S., Cecen, A., […]

Papers Mentioning 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 semi-supervised machine learning technique, SS-AutoPhase, which uses a two-step approach to identify automatically phases from diffraction data. First, clustering analysis is used to select a representative […]

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 emerging in the materials community. The materials data facility (MDF) operates two cloud-hosted services, data publication and data discovery, with features to promote open data sharing, […]

Papers Mentioning 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 (both experimental and computational). Such analyses are culminating in more general “recommender” systems that can suggest new compounds based on observed data. For example, Citrine Informatics has built […]

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. R. (2016). The materials innovation ecosystem: A key enabler for the Materials Genome Initiative. MRS Bulletin, 41(04), 326-337.

Papers Mentioning 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 that will provide data infrastructure for all materials properties, both calculated and measured experimentally. Seshadri, R., & Sparks, T. D. (2016). Perspective: Interactive material property databases through […]

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 and optimization. Jain, A., Persson, K. A., & Ceder, G. (2016). Research Update: The materials genome initiative: Data sharing and the impact of collaborative ab initio databases. […]

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, 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. […]

Papers Mentioning Citrine

2015

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 […]

Papers Mentioning Citrine

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