Self-driving laboratories for chemistry and materials science

G Tom, SP Schmid, SG Baird, Y Cao, K Darvish… - Chemical …, 2024 - ACS Publications
Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with autonomous experimental …

Data-driven strategies for accelerated materials design

R Pollice, G dos Passos Gomes… - Accounts of Chemical …, 2021 - ACS Publications
Conspectus The ongoing revolution of the natural sciences by the advent of machine
learning and artificial intelligence sparked significant interest in the material science …

[HTML][HTML] Redox flow batteries: Status and perspective towards sustainable stationary energy storage

E Sánchez-Díez, E Ventosa, M Guarnieri, A Trovò… - Journal of Power …, 2021 - Elsevier
Redox-flow batteries, based on their particular ability to decouple power and energy, stand
as prime candidates for cost-effective stationary storage, particularly in the case of long …

Human-and machine-centred designs of molecules and materials for sustainability and decarbonization

J Peng, D Schwalbe-Koda, K Akkiraju, T Xie… - Nature Reviews …, 2022 - nature.com
Breakthroughs in molecular and materials discovery require meaningful outliers to be
identified in existing trends. As knowledge accumulates, the inherent bias of human intuition …

Retrospective on a decade of machine learning for chemical discovery

OA von Lilienfeld, K Burke - Nature communications, 2020 - nature.com
Standfirst Over the last decade, we have witnessed the emergence of ever more machine
learning applications in all aspects of the chemical sciences. Here, we highlight specific …

Electrolyte lifetime in aqueous organic redox flow batteries: a critical review

DG Kwabi, Y Ji, MJ Aziz - Chemical Reviews, 2020 - ACS Publications
Aqueous organic redox flow batteries (RFBs) could enable widespread integration of
renewable energy, but only if costs are sufficiently low. Because the levelized cost of storage …

High-capacity aqueous zinc batteries using sustainable quinone electrodes

Q Zhao, W Huang, Z Luo, L Liu, Y Lu, Y Li, L Li, J Hu… - Science …, 2018 - science.org
Quinones, which are ubiquitous in nature, can act as sustainable and green electrode
materials but face dissolution in organic electrolytes, resulting in fast fading of capacity and …

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 …

A perspective on organic electrode materials and technologies for next generation batteries

B Esser, F Dolhem, M Becuwe, P Poizot, A Vlad… - Journal of Power …, 2021 - Elsevier
In this perspective article, we review some of the most recent advances in the emerging field
of organic materials as the electroactive component in solid electrodes for batteries. These …

Material design of aqueous redox flow batteries: fundamental challenges and mitigation strategies

Z Li, YC Lu - Advanced Materials, 2020 - Wiley Online Library
Redox flow batteries (RFBs) are critical enablers for next‐generation grid‐scale energy‐
storage systems, due to their scalability and flexibility in decoupling power and energy …