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Accelerated data-driven materials science with the Materials Project

delete2025-07-03
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PRE
AI
M
Matthew K. Horton
P
Patrick Huck
R
Ruoxi Yang
J
Jason M. Munro
S
Shyam Dwaraknath
A
Alex M. Ganose
R
Ryan Kingsbury
M
Mingjian Wen
J
Jimmy X. Shen
T
Tyler S. Mathis
A
Aaron D. Kaplan
K
Karlo Berket
J
Janosh Riebesell
J
Janine George
A
Andrew Rosen
E
Evan Walter Clark Spotte‐Smith
M
Matthew J. McDermott
O
Orion A. Cohen
A
Alexander Dunn
M
Matthew C. Kuner
G
Gian‐Marco Rignanese
G
Guido Petretto
D
David Waroquiers
S
Sinéad M. Griffin
J
Jeffrey B. Neaton
D
D. C. Chrzan
M
Mark Asta
G
Geoffroy Hautier
S
Shreyas Cholia
G
Gerbrand Ceder
S
Shyue Ping Ong
A
Anubhav Jain
K
Kristin A. Persson *
DOI:10.1038/s41563-025-02272-0delete
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Abstract

Abstract

En 中文
The Materials Project was launched formally in 2011 to drive materials discovery forwards through high-throughput computation and open data. More than a decade later, the Materials Project has become an indispensable tool used by more than 600,000 materials researchers around the world. This Perspective describes how the Materials Project, as a data platform and a software ecosystem, has helped to shape research in data-driven materials science. We cover how sustainable software and computational methods have accelerated materials design while becoming more open source and collaborative in nature. Next, we present cases where the Materials Project was used to understand and discover functional materials. We then describe our efforts to meet the needs of an expanding user base, through technical infrastructure updates ranging from data architecture and cloud resources to interactive web applications. Finally, we discuss opportunities to better aid the research community, with the vision that more accessible and easy-to-understand materials data will result in democratized materials knowledge and an increasingly collaborative community. Materials design and informatics have become increasingly prominent over the past several decades. Using the Materials Project as an example, this Perspective discusses how properties are calculated and curated, how this knowledge can be used for materials discovery, and the challenges in modelling complex material systems or managing software architecture.

Journal

Nature Materials cover
Nature Materials
IF:
38.5
Papers:
6.8K
Citations:
11.5W

Organization

U
Université Catholique de Louvain
Scholars:
494
Papers: 216
Citations: 3
D
Department of Engineering
Scholars:
483
Papers: 250
Citations: 0
D
department of chemical engineering
Scholars:
2.3K
Papers: 1.0K
Citations: 0
F
L
Lawrence Livermore National Laboratory
Scholars:
6.0K
Papers: 3.8K
Citations: 9
L
Lawrence Berkeley National Laboratory
Scholars:
1.5W
Papers: 1.1W
Citations: 6.1W
D
Department of Chemistry
Scholars:
6.9K
Papers: 3.1K
Citations: 7
D
Department of Civil and Environmental Engineering
Scholars:
896
Papers: 520
Citations: 1
I
Institute of Fundamental and Frontier Sciences
Scholars:
118
Papers: 42
Citations: 0
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