A chemistry‐inspired neural network kinetic model for oxidative coupling of methane from high‐throughput data

AIChE Journal ◽  
2022 ◽  
Author(s):  
Kexin Chen ◽  
Huijie Tian ◽  
Bowen Li ◽  
Srinivas Rangarajan
Keyword(s):  
Neural Network ◽  
Kinetic Model ◽  
High Throughput ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
High Throughput Data

Multidimensional Classification of Catalysts in Oxidative Coupling of Methane through Machine Learning and High-Throughput Data

2020 ◽  
Vol 11 (16) ◽  
pp. 6819-6826
Author(s):  
Keisuke Takahashi ◽  
Lauren Takahashi ◽  
Thanh Nhat Nguyen ◽  
Ashutosh Thakur ◽  
Toshiaki Taniike
Keyword(s):  
Machine Learning ◽  
High Throughput ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
High Throughput Data

scholarly journals Constructing catalyst knowledge networks from catalyst big data in oxidative coupling of methane for designing catalysts

2021 ◽  
Author(s):  
Lauren Takahashi ◽  
Thanh Nhat Nguyen ◽  
Sunao Nakanowatari ◽  
Aya Fujiwara ◽  
Toshiaki Taniike ◽  
...  
Keyword(s):  
Big Data ◽  
High Throughput ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
Catalyst Design ◽  
Knowledge Networks ◽  
New Method ◽  
High Throughput Experimentation

Catalyst data created through high-throughput experimentation is transformed into catalyst knowledge networks, leading to a new method of catalyst design where successfully designed catalysts result in high C2 yields during the OCM reaction.

scholarly journals Direct Design of Catalysts in Oxidative Coupling of Methane via High‐Throughput Experiment and Deep Learning

ChemCatChem ◽  
2020 ◽  
Author(s):  
Kanami Sugiyama ◽  
Thanh Nhat Nguyen ◽  
Sunao Nakanowatari ◽  
Itsuki Miyazato ◽  
Toshiaki Taniike ◽  
...  
Keyword(s):  
Deep Learning ◽  
High Throughput ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
Direct Design

High-Throughput Experimentation and Catalyst Informatics for Oxidative Coupling of Methane

ACS Catalysis ◽  
2019 ◽  
Vol 10 (2) ◽  
pp. 921-932 ◽  
Author(s):  
Thanh Nhat Nguyen ◽  
Thuy Tran Phuong Nhat ◽  
Ken Takimoto ◽  
Ashutosh Thakur ◽  
Shun Nishimura ◽  
...  
Keyword(s):  
High Throughput ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
High Throughput Experimentation

A kinetic model for the oxidative coupling of methane over Na2WO4/Mn/SiO2

2012 ◽  
Vol 96 ◽  
pp. 175-182 ◽  
Author(s):  
Mi Ran Lee ◽  
Myung-June Park ◽  
Wonjin Jeon ◽  
Jae-Wook Choi ◽  
Young-Woong Suh ◽  
...  
Keyword(s):  
Kinetic Model ◽  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane
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