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 …
The rise of self-driving labs in chemical and materials sciences
M Abolhasani, E Kumacheva - Nature Synthesis, 2023 - nature.com
Accelerating the discovery of new molecules and materials, as well as developing green
and sustainable ways to synthesize them, will help to address global challenges in energy …
and sustainable ways to synthesize them, will help to address global challenges in energy …
In pursuit of the exceptional: Research directions for machine learning in chemical and materials science
Exceptional molecules and materials with one or more extraordinary properties are both
technologically valuable and fundamentally interesting, because they often involve new …
technologically valuable and fundamentally interesting, because they often involve new …
Smart Dope: a self‐driving fluidic lab for accelerated development of doped perovskite quantum dots
Metal cation‐doped lead halide perovskite (LHP) quantum dots (QDs) with
photoluminescence quantum yields (PLQYs) higher than unity, due to quantum cutting …
photoluminescence quantum yields (PLQYs) higher than unity, due to quantum cutting …
Sustainable materials acceleration platform reveals stable and efficient wide-bandgap metal halide perovskite alloys
The vast chemical space of emerging semiconductors, like metal halide perovskites, and
their varied requirements for semiconductor applications have rendered trial-and-error …
their varied requirements for semiconductor applications have rendered trial-and-error …
Autonomous chemical science and engineering enabled by self-driving laboratories
JA Bennett, M Abolhasani - Current Opinion in Chemical Engineering, 2022 - Elsevier
Highlights•An overview of the elements of self-driving laboratories.•Recent advancements in
autonomous chemical science and engineering.•Recent progress in closed-loop …
autonomous chemical science and engineering.•Recent progress in closed-loop …
Research acceleration in self‐driving labs: Technological roadmap toward accelerated materials and molecular discovery
F Delgado-Licona, M Abolhasani - Advanced Intelligent …, 2023 - Wiley Online Library
The urgency of finding solutions to global energy, sustainability, and healthcare challenges
has motivated rethinking of the conventional chemistry and material science workflows. Self …
has motivated rethinking of the conventional chemistry and material science workflows. Self …
Performance metrics to unleash the power of self-driving labs in chemistry and materials science
AA Volk, M Abolhasani - Nature Communications, 2024 - nature.com
With the rise of self-driving labs (SDLs) and automated experimentation across chemical
and materials sciences, there is a considerable challenge in designing the best autonomous …
and materials sciences, there is a considerable challenge in designing the best autonomous …
Metal-doping of halide perovskite nanocrystals for energy and environmental photocatalysis: challenges and prospects
Halide perovskite nanocrystals (HPNCs) have recently become potential photocatalytic
materials due to their perfect structure and unique photoelectric properties. However …
materials due to their perfect structure and unique photoelectric properties. However …
When not to use machine learning: A perspective on potential and limitations
MR Carbone - MRS Bulletin, 2022 - Springer
The unparalleled success of artificial intelligence (AI) in the technology sector has catalyzed
an enormous amount of research in the scientific community. It has proven to be a powerful …
an enormous amount of research in the scientific community. It has proven to be a powerful …