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Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science

Agrawal, Ankit ; Choudhary, Alok

APL materials, 2016-05, Vol.4 (5), p.53208-053208-10 [Periódico revisado por pares]

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Título:
Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science
Autor: Agrawal, Ankit ; Choudhary, Alok
É parte de: APL materials, 2016-05, Vol.4 (5), p.53208-053208-10
Descrição: Our ability to collect “big data” has greatly surpassed our capability to analyze it, underscoring the emergence of the fourth paradigm of science, which is data-driven discovery. The need for data informatics is also emphasized by the Materials Genome Initiative (MGI), further boosting the emerging field of materials informatics. In this article, we look at how data-driven techniques are playing a big role in deciphering processing-structure-property-performance relationships in materials, with illustrative examples of both forward models (property prediction) and inverse models (materials discovery). Such analytics can significantly reduce time-to-insight and accelerate cost-effective materials discovery, which is the goal of MGI.
Editor: AIP Publishing LLC
Idioma: Inglês

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