Semantic Scholar Open Access 2016 1108 sitasi

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

Ankit Agrawal A. Choudhary

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Abstrak

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.

Topik & Kata Kunci

Materials Science

Penulis (2)

Ankit Agrawal

A. Choudhary

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Agrawal, A., Choudhary, A. (2016). Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science. https://doi.org/10.1063/1.4946894

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Lihat di Sumber doi.org/10.1063/1.4946894

Informasi Jurnal

Tahun Terbit: 2016
Bahasa: en
Total Sitasi: 1108×
Sumber Database: Semantic Scholar
DOI: 10.1063/1.4946894
Akses: Open Access ✓