Utilizing machine learning to optimize metal–organic framework-derived polymer membranes for gas separation-Reference-Cited by-同舟云学术

Utilizing machine learning to optimize metal–organic framework-derived polymer membranes for gas separation

Published:2023 Issue:45 Volume:11 Page:24724-24737
ISSN:2050-7488
Container-title:Journal of Materials Chemistry A
language:en
Short-container-title:J. Mater. Chem. A

Author:

Pilz Lena¹^ORCID,Natzeck Carsten¹^ORCID,Wohlgemuth Jonas¹^ORCID,Scheuermann Nina¹,Spiegel Simon¹^ORCID,Oßwald Simon²³^ORCID,Knebel Alexander⁴^ORCID,Bräse Stefan²³^ORCID,Wöll Christof¹^ORCID,Tsotsalas Manuel¹⁵^ORCID,Prasetya Nicholaus¹^ORCID

Affiliation:

1. Institut für Funktionelle Grenzflächen (IFG), Karlsruhe Institute of Technology (KIT), Campus Nord, Hermann-von-Helmholtz-Platz 1, Eggenstein-Leopoldshafen, 76344, Germany

2. Institut für Biologische und Chemische Systeme - Funktionelle Molekulare Systeme (IBCS-FMS), Karlsruhe Institute of Technology (KIT), Campus Nord, Hermann-von-Helmholtz-Platz 1, Eggenstein-Leopoldshafen, 76344, Germany

3. Institut für Organische Chemie (IOC), Karlsruhe Institute of Technology (KIT), Campus Süd, Fritz-Haber-Weg 6, D-76131, Karlsruhe, Germany

4. Friedrich Schiller University Jena, Fraunhoferstr. 6, 07743, Jena, Germany

5. Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA

Abstract

In this study, machine learning has been used to assist the fabrication of high-quality SURMOFs that are then further used as a template to fabricate polymer-based SURGEL membranes for gas separation.

Funder

Helmholtz-Gemeinschaft

Alexander von Humboldt-Stiftung

Publisher

Royal Society of Chemistry (RSC)

Subject

General Materials Science,Renewable Energy, Sustainability and the Environment,General Chemistry

Link

http://pubs.rsc.org/en/content/articlepdf/2023/TA/D3TA05235D

Reference91 articles.

1. Gas Separation Membrane Materials: A Perspective

2. A review on emerging organic-containing microporous material membranes for carbon capture and separation

3. A review and future prospect of polymer blend mixed matrix membrane for CO2 separation

4. The upper bound revisited

5. Covalent organic frameworks for membrane separation