A model-free sparse approximation approach to robust formal reaction kinetics

Felsen, Frederic; Reuter, Karsten; Scheurer, Christoph

doi:10.1016/j.cej.2021.134121

Chemical Engineering Journal

2022

DOI: 10.1016/j.cej.2021.134121

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A model-free sparse approximation approach to robust formal reaction kinetics

Frederic Felsen

Karsten Reuter

Christoph Scheurer

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Cited by 2 publications

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A Well‐Advanced High‐Throughput Test System for Electrocatalytic Screening Applications Under Industrial Relevant Conditions – A Perspective to Accelerate Electrolysis Research and Development

Dogan,

Hecker,

Hou

et al. 2024

Electrochemical Science Adv

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Electrolysis is a dynamic research area in which both mature and new promising processes, such as alkaline water electrolysis and electrochemical CO2 reduction, are under enormous development pressure due to their high relevance for the energy sector. High‐throughput (HT) technologies are efficient screening platforms that can accelerate research activities and significantly shorten development times. Over the past 25 years, various HT platforms have found their way into electrochemical research. These typically have one or more major disadvantages: they are characterized by abstract experimental conditions, designed for a specific application or process, or generate insufficiently comparable data. In this publication, we present a newly developed HT test system that enables the parallel operation of 16 electrochemical bench‐scale flow cells under industry‐relevant test conditions. The specially developed modular flow cell can be operated variably in the fully automated system and allows research into the most common applications in electrochemistry for many different processes with a focus on all relevant variants of water electrolysis and electrochemical CO2 reduction. Both the HT system and the developed flow cell are designed to accelerate the generation of reliably reproducible data with high comparability in order to strengthen scientific exchange. The fully automated process control, online analysis and programmable feedback loops of the HT test system provide great potential for the design of experiment strategies. The implementation of Design of Experiment strategies will maximize the testing efficiency of this innovative research system.

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A Well‐Advanced High‐Throughput Test System for Electrocatalytic Screening Applications Under Industrial Relevant Conditions – A Perspective to Accelerate Electrolysis Research and Development

Dogan,

Hecker,

Hou

et al. 2024

Electrochemical Science Adv

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show abstract

Exploring catalytic reaction networks with machine learning

et al. 2023

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A model-free sparse approximation approach to robust formal reaction kinetics

Cited by 2 publications

References 33 publications

A Well‐Advanced High‐Throughput Test System for Electrocatalytic Screening Applications Under Industrial Relevant Conditions – A Perspective to Accelerate Electrolysis Research and Development

A Well‐Advanced High‐Throughput Test System for Electrocatalytic Screening Applications Under Industrial Relevant Conditions – A Perspective to Accelerate Electrolysis Research and Development

Exploring catalytic reaction networks with machine learning

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