scholarly journals Toward machine learning-enhanced high-throughput experimentation for chemistry

Patterns ◽  
2021 ◽  
Vol 2 (3) ◽  
pp. 100221
Author(s):  
Sarah Callaghan
Keyword(s):  
Machine Learning ◽  
High Throughput ◽  
High Throughput Experimentation

Enabling Catalyst Discovery through Machine Learning and High-Throughput Experimentation

2019 ◽  
Vol 32 (1) ◽  
pp. 157-165 ◽  
Author(s):  
Travis Williams ◽  
Katherine McCullough ◽  
Jochen A. Lauterbach
Keyword(s):  
Machine Learning ◽  
High Throughput ◽  
High Throughput Experimentation

scholarly journals Combining machine learning and high-throughput experimentation to discover photocatalytically active organic molecules

2021 ◽  
Author(s):  
Xiaobo Li ◽  
Phillip M. Maffettone ◽  
Yu Che ◽  
Tao Liu ◽  
Linjiang Chen ◽  
...  
Keyword(s):  
Machine Learning ◽  
High Throughput ◽  
Organic Molecules ◽  
Chemical Compounds ◽  
Structure Property ◽  
Design Rules ◽  
Useful Components ◽  
High Throughput Experimentation ◽  
Unique Chemical

Light-absorbing organic molecules are useful components in photocatalysts, but it is difficult to formulate reliable structure-property design rules. More than 100 million unique chemical compounds are documented in the PubChem...

scholarly journals Discovering exceptionally hard and wear-resistant metallic glasses by combining machine-learning with high throughput experimentation

2022 ◽  
Vol 9 (1) ◽  
pp. 011403
Author(s):  
Suchismita Sarker ◽  
Robert Tang-Kong ◽  
Rachel Schoeppner ◽  
Logan Ward ◽  
Naila Al Hasan ◽  
...  
Keyword(s):  
Machine Learning ◽  
High Throughput ◽  
Metallic Glasses ◽  
Wear Resistant ◽  
High Throughput Experimentation

scholarly journals Titanium Complexes with Functional Alkoxido Ligands for Selective Ethylene Dimerization – A High Throughput Experimentation Approach

ChemCatChem ◽  
2021 ◽  
Author(s):  
Fabien L. Grasset ◽  
Richard Welter ◽  
Pierre Braunstein ◽  
Hélène Olivier‐Bourbigou ◽  
Lionel Magna
Keyword(s):  
High Throughput ◽  
Titanium Complexes ◽  
Ethylene Dimerization ◽  
High Throughput Experimentation

scholarly journals Unlocking the Potential of High-Throughput Experimentation for Electrochemistry with a Standardized Microscale Reactor

2021 ◽  
Author(s):  
Jonas Rein ◽  
James R. Annand ◽  
Michael K. Wismer ◽  
Jiantao Fu ◽  
Juno C. Siu ◽  
...  
Keyword(s):  
High Throughput ◽  
High Throughput Experimentation
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