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Perspective: Interactive material property databases through aggregation of literature data

Authors :
Ram Seshadri
Taylor D. Sparks
Source :
APL Materials, Vol 4, Iss 5, Pp 053206-053206-8 (2016)
Publication Year :
2016
Publisher :
AIP Publishing LLC, 2016.

Abstract

Searchable, interactive, databases of material properties, particularly those relating to functional materials (magnetics, thermoelectrics, photovoltaics, etc.) are curiously missing from discussions of machine-learning and other data-driven methods for advancing new materials discovery. Here we discuss the manual aggregation of experimental data from the published literature for the creation of interactive databases that allow the original experimental data as well additional metadata to be visualized in an interactive manner. The databases described involve materials for thermoelectric energy conversion, and for the electrodes of Li-ion batteries. The data can be subject to machine-learning, accelerating the discovery of new materials.

Details

Language :
English
ISSN :
2166532X
Volume :
4
Issue :
5
Database :
Directory of Open Access Journals
Journal :
APL Materials
Publication Type :
Academic Journal
Accession number :
edsdoj.31e1d9d04544a0b9fafa03c848bd08a
Document Type :
article
Full Text :
https://doi.org/10.1063/1.4944682