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Progress toward the computational discovery of new metal–organic framework adsorbents for energy applications

Moghadam, Peyman Z; Chung, Yongchul G; Snurr, Randall Q; (2024) Progress toward the computational discovery of new metal–organic framework adsorbents for energy applications. Nature Energy , 9 pp. 121-133. 10.1038/s41560-023-01417-2. Green open access

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Abstract

Metal–organic frameworks (MOFs) are a class of nanoporous material precisely synthesized from molecular building blocks. MOFs could have a critical role in many energy technologies, including carbon capture, separations and storage of energy carriers. Molecular simulations can improve our molecular-level understanding of adsorption in MOFs, and it is now possible to use realistic models for these complicated materials and predict their adsorption properties in quantitative agreement with experiments. Here we review the predictive design and discovery of MOF adsorbents for the separation and storage of energy-relevant molecules, with a view to understanding whether we can reliably discover novel MOFs computationally prior to laboratory synthesis and characterization. We highlight in silico approaches that have discovered new adsorbents that were subsequently confirmed by experiments, and we discuss the roles of high-throughput computational screening and machine learning. We conclude that these tools are already accelerating the discovery of new applications for existing MOFs, and there are now several examples of new MOFs discovered by computational modelling.

Type: Article
Title: Progress toward the computational discovery of new metal–organic framework adsorbents for energy applications
Open access status: An open access version is available from UCL Discovery
DOI: 10.1038/s41560-023-01417-2
Publisher version: http://dx.doi.org/10.1038/s41560-023-01417-2
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: Science & Technology, Technology, Energy & Fuels, Materials Science, Multidisciplinary, Materials Science, STRUCTURE-PROPERTY RELATIONSHIP, IN-SILICO DESIGN, POROUS MATERIALS, WATER STABILITY, METHANE STORAGE, FORCE-FIELD, CO2 CAPTURE, ADSORPTION, MOFS, HYDROGEN
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Chemical Engineering
URI: https://discovery.ucl.ac.uk/id/eprint/10187970
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