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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 28 / No. 1: Twenty-Eighth AAAI Conference On Artificial Intelligence

Challenges in Materials Discovery – Synthetic Generator and Real Datasets

March 8, 2023

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Authors

Ronan Le Bras

Cornell University


Richard Bernstein

Cornell University


John Gregoire

California Institute of Technology


Santosh Suram

California Institute of Technology


Carla Gomes

Cornell University


Bart Selman

Cornell University


R. Bruce van Dover

Cornell University


DOI:

10.1609/aaai.v28i1.8770


Abstract:

Newly-discovered materials have been central to recent technological advances. They have contributed significantly to breakthroughs in electronics, renewable energy and green buildings, and overall, have promoted the advancement of global human welfare. Yet, only a fraction of all possible materials have been explored. Accelerating the pace of discovery of materials would foster technological innovations, and would potentially address pressing issues in sustainability, such as energy production or consumption. The bottleneck of this discovery cycle lies, however, in the analysis of the materials data. As materials scientists have recently devised techniques to efficiently create thousands of materials and experimentalists have developed new methods and tools to characterize these materials, the limiting factor has become the data analysis itself. Hence, the goal of this paper is to stimulate the development of new computational techniques for the analysis of materials data, by bringing together the complimentary expertise of materials scientists and computer scientists. In collaboration with two major research laboratories in materials science, we provide the first publicly available dataset for the phase map identification problem. In addition, we provide a parameterized synthetic data generator to assess the quality of proposed approaches, as well as tools for data visualization and solution evaluation.

Topics: AAAI

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HOW TO CITE:

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover Challenges in Materials Discovery – Synthetic Generator and Real Datasets Proceedings of the AAAI Conference on Artificial Intelligence, 28 (2014) .

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover Challenges in Materials Discovery – Synthetic Generator and Real Datasets AAAI 2014, .

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover (2014). Challenges in Materials Discovery – Synthetic Generator and Real Datasets. Proceedings of the AAAI Conference on Artificial Intelligence, 28, .

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. Challenges in Materials Discovery – Synthetic Generator and Real Datasets. Proceedings of the AAAI Conference on Artificial Intelligence, 28 2014 p..

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. 2014. Challenges in Materials Discovery – Synthetic Generator and Real Datasets. "Proceedings of the AAAI Conference on Artificial Intelligence, 28". .

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. (2014) "Challenges in Materials Discovery – Synthetic Generator and Real Datasets", Proceedings of the AAAI Conference on Artificial Intelligence, 28, p.

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover, "Challenges in Materials Discovery – Synthetic Generator and Real Datasets", AAAI, p., 2014.

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. "Challenges in Materials Discovery – Synthetic Generator and Real Datasets". Proceedings of the AAAI Conference on Artificial Intelligence, 28, 2014, p..

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. "Challenges in Materials Discovery – Synthetic Generator and Real Datasets". Proceedings of the AAAI Conference on Artificial Intelligence, 28, (2014): .

Ronan Le Bras|| Richard Bernstein|| John Gregoire|| Santosh Suram|| Carla Gomes|| Bart Selman|| R. Bruce van Dover. Challenges in Materials Discovery – Synthetic Generator and Real Datasets. AAAI[Internet]. 2014[cited 2023]; .


ISSN: 2374-3468


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