Self-driving laboratories for chemistry and materials science
Self-driving laboratories (SDLs) promise an accelerated application of the scientific method.
Through the automation of experimental workflows, along with autonomous experimental …
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 …
learning and artificial intelligence sparked significant interest in the material science …
[HTML][HTML] Redox flow batteries: Status and perspective towards sustainable stationary energy storage
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 …
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
Breakthroughs in molecular and materials discovery require meaningful outliers to be
identified in existing trends. As knowledge accumulates, the inherent bias of human intuition …
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 …
learning applications in all aspects of the chemical sciences. Here, we highlight specific …
Electrolyte lifetime in aqueous organic redox flow batteries: a critical review
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 …
renewable energy, but only if costs are sufficiently low. Because the levelized cost of storage …
High-capacity aqueous zinc batteries using sustainable quinone electrodes
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 …
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
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 …
accelerate the transition to a low-carbon economy. Bringing recent technological …
A perspective on organic electrode materials and technologies for next generation batteries
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 …
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 …
storage systems, due to their scalability and flexibility in decoupling power and energy …