Accelerating the discovery of materials for clean energy in the era of smart automation

DP Tabor, LM Roch, SK Saikin, C Kreisbeck… - Nature reviews …, 2018 - nature.com
The discovery and development of novel materials in the field of energy are essential to
accelerate the transition to a low-carbon economy. Bringing recent technological …

The path towards sustainable energy

S Chu, Y Cui, N Liu - Nature materials, 2017 - nature.com
Civilization continues to be transformed by our ability to harness energy beyond human and
animal power. A series of industrial and agricultural revolutions have allowed an increasing …

Materials for sustainable energy

V Dusastre, L Martiradonna - Nature Materials, 2017 - nature.com
Available and affordable energy has so far led to spectacular industrialization and
development, but with growth accelerating in developing countries, demands on non …

Toward autonomous materials research: Recent progress and future challenges

JH Montoya, M Aykol, A Anapolsky, CB Gopal… - Applied Physics …, 2022 - pubs.aip.org
The modus operandi in materials research and development is combining existing data with
an understanding of the underlying physics to create and test new hypotheses via …

[HTML][HTML] Computational discovery of energy materials in the era of big data and machine learning: a critical review

Z Lu - Materials Reports: Energy, 2021 - Elsevier
The discovery of novel materials with desired properties is essential to the advancements of
energy-related technologies. Despite the rapid development of computational infrastructures …

[HTML][HTML] Autonomous intelligent agents for accelerated materials discovery

JH Montoya, KT Winther, RA Flores, T Bligaard… - Chemical …, 2020 - pubs.rsc.org
We present an end-to-end computational system for autonomous materials discovery. The
system aims for cost-effective optimization in large, high-dimensional search spaces of …

[PDF][PDF] Materials Acceleration Platform: Accelerating Advanced Energy Materials Discovery by Integrating High-Throughput Methods and Artificial Intelligence.

A Aspuru-Guzik, K Persson - Mission Innovation, 2018 - dash.harvard.edu
Materials are an essential element of advanced energy technologies. Accelerating the
discovery of new materials, and the associated research required for maturing these …

Green carbon as a bridge to renewable energy

JM Tour, C Kittrell, VL Colvin - Nature materials, 2010 - nature.com
Green carbon as a bridge to renewable energy | Nature Materials Skip to main content Thank
you for visiting nature.com. You are using a browser version with limited support for CSS. To …

Autonomous molecular design: then and now

T Dimitrov, C Kreisbeck, JS Becker… - … applied materials & …, 2019 - ACS Publications
The success of deep machine learning in processing of large amounts of data, for example,
in image or voice recognition and generation, raises the possibilities that these tools can …

Toward autonomous design and synthesis of novel inorganic materials

NJ Szymanski, Y Zeng, H Huo, CJ Bartel, H Kim… - Materials …, 2021 - pubs.rsc.org
Autonomous experimentation driven by artificial intelligence (AI) provides an exciting
opportunity to revolutionize inorganic materials discovery and development. Herein, we …