Materials discovery of ion-selective membranes using artificial intelligence

Ion separation membranes are of importance for a range of applications, including water treatment, raw material recovery, gas separation, and fuel cells, but traditional research and development methods can be expensive and time-consuming. Here, the authors review the capabilities and limitations of...

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Main Authors: Reza Maleki, Seyed Mohammadreza Shams, Yasin Mehdizadeh Chellehbari, Sima Rezvantalab, Ahmad Miri Jahromi, Mohsen Asadnia, Rouzbeh Abbassi, Tejraj Aminabhavi, Amir Razmjou
Format: Article
Language:English
Published: Nature Portfolio 2022-10-01
Series:Communications Chemistry
Online Access:https://doi.org/10.1038/s42004-022-00744-x
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author Reza Maleki
Seyed Mohammadreza Shams
Yasin Mehdizadeh Chellehbari
Sima Rezvantalab
Ahmad Miri Jahromi
Mohsen Asadnia
Rouzbeh Abbassi
Tejraj Aminabhavi
Amir Razmjou
author_facet Reza Maleki
Seyed Mohammadreza Shams
Yasin Mehdizadeh Chellehbari
Sima Rezvantalab
Ahmad Miri Jahromi
Mohsen Asadnia
Rouzbeh Abbassi
Tejraj Aminabhavi
Amir Razmjou
author_sort Reza Maleki
collection DOAJ
description Ion separation membranes are of importance for a range of applications, including water treatment, raw material recovery, gas separation, and fuel cells, but traditional research and development methods can be expensive and time-consuming. Here, the authors review the capabilities and limitations of artificial intelligence in the design of high performing ion-selective membranes.
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spelling doaj.art-35d94fe571f24108bbd754576f5ee7592022-12-22T04:37:01ZengNature PortfolioCommunications Chemistry2399-36692022-10-015111310.1038/s42004-022-00744-xMaterials discovery of ion-selective membranes using artificial intelligenceReza Maleki0Seyed Mohammadreza Shams1Yasin Mehdizadeh Chellehbari2Sima Rezvantalab3Ahmad Miri Jahromi4Mohsen Asadnia5Rouzbeh Abbassi6Tejraj Aminabhavi7Amir Razmjou8Department of Chemical Engineering, Shiraz UniversityDepartment of Petroleum Engineering, Amirkabir University of TechnologyDepartment of Chemical Engineering, Sharif University of TechnologyRenewable Energies Department, Faculty of Chemical Engineering, Urmia University of TechnologyDepartment of Petroleum Engineering, Amirkabir University of TechnologySchool of Engineering, Macquarie UniversitySchool of Engineering, Faculty of Science and Engineering, Macquarie UniversitySchool of Engineering, Macquarie UniversityMineral Recovery Research Center (MRRC), School of Engineering, Edith Cowan UniversityIon separation membranes are of importance for a range of applications, including water treatment, raw material recovery, gas separation, and fuel cells, but traditional research and development methods can be expensive and time-consuming. Here, the authors review the capabilities and limitations of artificial intelligence in the design of high performing ion-selective membranes.https://doi.org/10.1038/s42004-022-00744-x
spellingShingle Reza Maleki
Seyed Mohammadreza Shams
Yasin Mehdizadeh Chellehbari
Sima Rezvantalab
Ahmad Miri Jahromi
Mohsen Asadnia
Rouzbeh Abbassi
Tejraj Aminabhavi
Amir Razmjou
Materials discovery of ion-selective membranes using artificial intelligence
Communications Chemistry
title Materials discovery of ion-selective membranes using artificial intelligence
title_full Materials discovery of ion-selective membranes using artificial intelligence
title_fullStr Materials discovery of ion-selective membranes using artificial intelligence
title_full_unstemmed Materials discovery of ion-selective membranes using artificial intelligence
title_short Materials discovery of ion-selective membranes using artificial intelligence
title_sort materials discovery of ion selective membranes using artificial intelligence
url https://doi.org/10.1038/s42004-022-00744-x
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