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Investigation of Parameter Control for Electrocatalytic Semihydrogenation in a Proton-Exchange Membrane Reactor Utilizing Bayesian Optimization

Authors :
Yosuke Ashikari
Takashi Tamaki
Yusuke Takahashi
Yiyue Yao
Mahito Atobe
Aiichiro Nagaki
Source :
Frontiers in Chemical Engineering, Vol 3 (2022)
Publication Year :
2022
Publisher :
Frontiers Media S.A., 2022.

Abstract

Owing to its applicability in sustainable engineering, flow electrochemical synthesis in a proton-exchange membrane (PEM) reactor has attracted considerable attention. Because the reactions in PEM reactors are performed under electro-organic and flow-synthetic conditions, a higher number of reaction parameters exist compared to ordinary reactions. Thus, the optimization of such reactions requires significant amounts of energy, time, chemical and human resources. Herein, we show that the optimization of alkyne semihydrogenation in PEM reactors can be facilitated by means of Bayesian optimization, an applied mathematics strategy. Applying the optimized conditions, we also demonstrate the generation of a deuterated Z-alkene.

Details

Language :
English
ISSN :
26732718
Volume :
3
Database :
Directory of Open Access Journals
Journal :
Frontiers in Chemical Engineering
Publication Type :
Academic Journal
Accession number :
edsdoj.16cc28a00d614d55b59b9c6e316f82ab
Document Type :
article
Full Text :
https://doi.org/10.3389/fceng.2021.819752