The materials data ecosystem: materials data science and its role in data-driven materials discovery

08/29/2018
by   Hai-Qing Yin, et al.
0

Since its launch in 2011, Materials Genome Initiative (MGI) has drawn the attention of researchers from across academia, government, and industry worldwide.As one of the three tools of MGI, the materials data, for the first time, emerged as an extremely significant approach in materials discovery. Data science has been applied in different disciplines as an interdisciplinary field to extract knowledge from the data. The concept of materials data science was utilized to demonstrate the data application in materials science. To explore its potential as an active research branch in the big data age, a three-tier system was put forward to define the infrastructure of data classification, curation and knowledge extraction of materials data.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/05/2023

Materials Informatics: An Algorithmic Design Rule

Materials informatics, data-enabled investigation, is a "fourth paradigm...
research
01/18/2020

Big-Data Science in Porous Materials: Materials Genomics and Machine Learning

By combining metal nodes with organic linkers we can potentially synthes...
research
10/06/2022

Object Storage, Persistent Memory, and Data Infrastructure for HPC Materials Informatics

Speculation is provided on how infrastructure choices fit into the mater...
research
06/09/2023

14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon

Chemistry and materials science are complex. Recently, there have been g...
research
02/27/2019

Data-centric online ecosystem for digital materials science

Materials science is becoming increasingly more reliant on digital data ...
research
04/22/1999

Brittle System Analysis

The goal of this paper is to define and analyze systems which exhibit br...
research
03/25/2019

Categorical Data Integration for Computational Science

Categorical Query Language is an open-source query and data integration ...

Please sign up or login with your details

Forgot password? Click here to reset