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

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

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 Identification of the structure of the Bi promoted Pt non-oxidative coupling of methane catalyst: a nanoscale Pt3Bi intermetallic alloy

2019 ◽  
Vol 9 (6) ◽  
pp. 1349-1356 ◽  
Author(s):  
Johnny Zhu Chen ◽  
Zhenwei Wu ◽  
Xiaoben Zhang ◽  
Slgi Choi ◽  
Yang Xiao ◽  
...  
Keyword(s):  
Oxidative Coupling ◽  
Oxidative Coupling Of Methane ◽  
Intermetallic Alloy ◽  
Alloy Catalyst

Identification of a Pt3Bi nanoscale, surface intermetallic alloy catalyst for non-oxidative coupling of methane (NOCM).

Catalytic performance of Na-Mn2O3-based catalysts towards oxidative coupling of methane

2021 ◽  
Author(s):  
P. Saychu ◽  
M. Thanasiriruk ◽  
C. Khajonvittayakul ◽  
R. Viratikul ◽  
V. Tongnan ◽  
...  
Keyword(s):  
Oxidative Coupling ◽  
Catalytic Performance ◽  
Oxidative Coupling Of Methane

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 Nanosheet-Like Ho2O3 and Sr-Ho2O3 Catalysts for Oxidative Coupling of Methane

Catalysts ◽  
2021 ◽  
Vol 11 (3) ◽  
pp. 388
Author(s):  
Yuqiao Fan ◽  
Changxi Miao ◽  
Yinghong Yue ◽  
Weiming Hua ◽  
Zi Gao
Keyword(s):  
Oxidative Coupling ◽  
Temperature Programmed Desorption ◽  
Oxidative Coupling Of Methane ◽  
Molar Ratio ◽  
Impregnation Method ◽  
Oxygen Species ◽  
N2 Adsorption ◽  
Basic Sites ◽  
Chemisorbed Oxygen ◽  
Temperature Programmed

In this work, Ho2O3 nanosheets were synthesized by a hydrothermal method. A series of Sr-modified Ho2O3 nanosheets (Sr-Ho2O3-NS) with a Sr/Ho molar ratio between 0.02 and 0.06 were prepared via an impregnation method. These catalysts were characterized by several techniques such as XRD, N2 adsorption, SEM, TEM, XPS, O2-TPD (temperature-programmed desorption), and CO2-TPD, and they were studied with respect to their performances in the oxidative coupling of methane (OCM). In contrast to Ho2O3 nanoparticles, Ho2O3 nanosheets display greater CH4 conversion and C2-C3 selectivity, which could be related to the preferentially exposed (222) facet on the surface of the latter catalyst. The incorporation of small amounts of Sr into Ho2O3 nanosheets leads to a higher ratio of (O− + O2−)/O2− as well as an enhanced amount of chemisorbed oxygen species and moderate basic sites, which in turn improves the OCM performance. The optimal catalytic behavior is achievable on the 0.04Sr-Ho2O3-NS catalyst with a Sr/Ho molar ratio of 0.04, which gives a 24.0% conversion of CH4 with 56.7% selectivity to C2-C3 at 650 °C. The C2-C3 yield is well correlated with the amount of moderate basic sites present on the catalysts.

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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