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Neikha K, Puzari A. Metal-Organic Frameworks through the Lens of Artificial Intelligence: A Comprehensive Review. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024. [PMID: 39382843 DOI: 10.1021/acs.langmuir.4c03126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2024]
Abstract
Metal-organic frameworks (MOFs) are a class of hybrid porous materials that have gained prominence as a noteworthy material with varied applications. Currently, MOFs are in extensive use, particularly in the realms of energy and catalysis. The synthesis of these materials poses considerable challenges, and their computational analysis is notably intricate due to their complex structure and versatile applications in the field of material science. Density functional theory (DFT) has helped researchers in understanding reactions and mechanisms, but it is costly and time-consuming and requires bigger systems to perform these calculations. Machine learning (ML) techniques were adopted in order to overcome these problems by implementing ML in material data sets for synthesis, structure, and property predictions of MOFs. These predictions are fast, efficient, and accurate and do not require heavy computing. In this review, we discuss ML models used in MOF and their incorporation with artificial intelligence (AI) in structure and property predictions. The advantage of AI in this field would accelerate research, particularly in synthesizing novel MOFs with multiple properties and applications oriented with minimum information.
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Affiliation(s)
- Kevizali Neikha
- Department of Chemistry, National Institute of Technology Nagaland, Chumoukedima, Nagaland 797103, India
| | - Amrit Puzari
- Department of Chemistry, National Institute of Technology Nagaland, Chumoukedima, Nagaland 797103, India
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Saiz F, Bernasconi L. Catalytic properties of the ferryl ion in the solid state: a computational review. Catal Sci Technol 2022. [DOI: 10.1039/d2cy00200k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
This review summarises the last findings in the emerging field of heterogeneous catalytic oxidation of light alkanes by ferryl species supported on solid-state systems such as the conversion of methane into methanol by FeO-MOF74.
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Affiliation(s)
- Fernan Saiz
- ALBA Synchrotron, Carrer de la Llum 2-26, Cerdanyola del Valles 08290, Spain
| | - Leonardo Bernasconi
- Center for Research Computing and Department of Chemistry, University of Pittsburgh, Pittsburgh, PA 15260, USA
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Yeh CH, Khan AH, Miyazaki T, Jiang JC. The investigation of methane storage at the Ni-MOF-74 material: a periodic DFT calculation. Phys Chem Chem Phys 2021; 23:12270-12279. [PMID: 34013930 DOI: 10.1039/d1cp01276b] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
To develop a high-performance methane storage material, an understanding of the mechanism and electronic interactions between methane and the material is essential. In this study, we performed detailed theoretical analyses to investigate the methane storage capacity of Ni-MOF-74 using a large-scale periodic DFT code CONQUEST. In a single pore of the unit cell, we considered three possible sites, iSBU, L, and P sites, where iSBU is the inorganic secondary building unit with a metal center, and L is the linker consisting of the organic building unit, while the P site is the vacuum site in the center of the pore. It shows that the methane molecule adsorption possesses the largest methane molecule adsorption energy on the iSBU site. Our calculations indicate that both C-HO and weak agostic interactions exist between the methane molecule and the iSBU site. The adsorption energy of one methane molecule on the iSBU site is in good agreement with previous experimental and theoretical studies. The calculation of the stepwise methane molecule adsorption shows that the first six methane molecules can first occupy the iSBU sites via C-HO and weak agostic interactions. The second six methane molecules are adsorbed on the remaining L sites, where the C-Hπ interaction becomes important, leading to the synergistic effect together with the C-HO interaction to enhance the adsorption energy of the methane molecule. Finally, it can adsorb up to sixteen CH4 molecules in a single pore of a unit cell at Ni-MOF-74. Moreover, we conducted DOS and EDD analyses, which clearly show that the interactions play a vital role in the adsorption of a methane molecule on Ni-MOF-74, especially the C-HO interaction.
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Affiliation(s)
- Chen-Hao Yeh
- Department of Chemical Engineering, National Taiwan University of Science and Technology, Taipei 10607, Taiwan. and First-Principles Simulation Group, Nano-Theory Field, International Center for Materials Nanoarchitectonics (WPI-MANA), National Institute for Materials Science (NIMS), 1-1 Namiki, Tsukuba, Ibaraki 305-0044, Japan. and Department of Materials Science and Engineering, Feng Chia University, No. 100, Wenhwa Rd., Seatwen, Taichung 40724, Taiwan
| | - Abdul Hannan Khan
- Department of Chemical Engineering, National Taiwan University of Science and Technology, Taipei 10607, Taiwan.
| | - Tsuyoshi Miyazaki
- First-Principles Simulation Group, Nano-Theory Field, International Center for Materials Nanoarchitectonics (WPI-MANA), National Institute for Materials Science (NIMS), 1-1 Namiki, Tsukuba, Ibaraki 305-0044, Japan.
| | - Jyh-Chiang Jiang
- Department of Chemical Engineering, National Taiwan University of Science and Technology, Taipei 10607, Taiwan.
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Saiz F, Bernasconi L. Unveiling the catalytic potential of the Fe( iv)oxo species for the oxidation of hydrocarbons in the solid state. Catal Sci Technol 2021. [DOI: 10.1039/d1cy00551k] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
We have investigated the three steps in the conversion of methane into methanol by Fe(iv)Ooxo species supported in MOF-74. We use ab initio MD and static approximations to predict the reaction barriers using enthalpy ΔH and free energy ΔG.
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Affiliation(s)
- Fernan Saiz
- King Abdullah University of Science and Technology (KAUST)
- Thuwal 23955-6900
- Saudi Arabia
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Gonçalves DV, Snurr RQ, Lucena SMP. Impact of H2O and CO2 on methane storage in metal–organic frameworks. ADSORPTION 2019. [DOI: 10.1007/s10450-019-00165-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Ahmed A, Seth S, Purewal J, Wong-Foy AG, Veenstra M, Matzger AJ, Siegel DJ. Exceptional hydrogen storage achieved by screening nearly half a million metal-organic frameworks. Nat Commun 2019; 10:1568. [PMID: 30952862 PMCID: PMC6450936 DOI: 10.1038/s41467-019-09365-w] [Citation(s) in RCA: 127] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 03/08/2019] [Indexed: 12/03/2022] Open
Abstract
Few hydrogen adsorbents balance high usable volumetric and gravimetric capacities. Although metal-organic frameworks (MOFs) have recently demonstrated progress in closing this gap, the large number of MOFs has hindered the identification of optimal materials. Here, a systematic assessment of published databases of real and hypothetical MOFs is presented. Nearly 500,000 compounds were screened computationally, and the most promising were assessed experimentally. Three MOFs with capacities surpassing that of IRMOF-20, the record-holder for balanced hydrogen capacity, are demonstrated: SNU-70, UMCM-9, and PCN-610/NU-100. Analysis of trends reveals the existence of a volumetric ceiling at ∼40 g H2 L-1. Surpassing this ceiling is proposed as a new capacity target for hydrogen adsorbents. Counter to earlier studies of total hydrogen uptake in MOFs, usable capacities in the highest-capacity materials are negatively correlated with density and volumetric surface area. Instead, capacity is maximized by increasing gravimetric surface area and porosity. This suggests that property/performance trends for total capacities may not translate to usable capacities.
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Affiliation(s)
- Alauddin Ahmed
- Mechanical Engineering Department, University of Michigan, Ann Arbor, MI, 48109, United States
| | - Saona Seth
- Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, United States
| | - Justin Purewal
- Ford Motor Company, Research and Advanced Engineering, 1201 Village Rd., Dearborn, MI, 48121, United States
| | - Antek G Wong-Foy
- Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, United States
| | - Mike Veenstra
- Ford Motor Company, Research and Advanced Engineering, 1201 Village Rd., Dearborn, MI, 48121, United States
| | - Adam J Matzger
- Department of Chemistry, University of Michigan, Ann Arbor, MI, 48109, United States
| | - Donald J Siegel
- Mechanical Engineering Department, University of Michigan, Ann Arbor, MI, 48109, United States.
- Materials Science & Engineering, University of Michigan, Ann Arbor, MI, 48109, United States.
- Applied Physics Program, University of Michigan, Ann Arbor, MI, 48109, United States.
- University of Michigan Energy Institute, University of Michigan, Ann Arbor, MI, 48109, United States.
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Zheng JJ, Kusaka S, Matsuda R, Kitagawa S, Sakaki S. Theoretical Insight into Gate-Opening Adsorption Mechanism and Sigmoidal Adsorption Isotherm into Porous Coordination Polymer. J Am Chem Soc 2018; 140:13958-13969. [DOI: 10.1021/jacs.8b09358] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Jia-Jia Zheng
- Institute for Integrated Cell-Material Sciences, Kyoto University Institute for Advanced Study, Kyoto University, Yoshida Ushinomiya-cho, Sakyo-ku, Kyoto 606-8501, Japan
- Fukui Institute for Fundamental Chemistry, Kyoto University, Nishi-hiraki cho, Takano, Sakyo-ku, Kyoto 606-8103, Japan
| | - Shinpei Kusaka
- Institute for Integrated Cell-Material Sciences, Kyoto University Institute for Advanced Study, Kyoto University, Yoshida Ushinomiya-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Ryotaro Matsuda
- Institute for Integrated Cell-Material Sciences, Kyoto University Institute for Advanced Study, Kyoto University, Yoshida Ushinomiya-cho, Sakyo-ku, Kyoto 606-8501, Japan
- Department of Chemistry and Biotechnology, Graduate School of Engineering, Nagoya University, Chikusa-ku, Nagoya 464-8603, Japan
| | - Susumu Kitagawa
- Institute for Integrated Cell-Material Sciences, Kyoto University Institute for Advanced Study, Kyoto University, Yoshida Ushinomiya-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Shigeyoshi Sakaki
- Fukui Institute for Fundamental Chemistry, Kyoto University, Nishi-hiraki cho, Takano, Sakyo-ku, Kyoto 606-8103, Japan
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Sharma A, Babarao R, Medhekar NV, Malani A. Methane Adsorption and Separation in Slipped and Functionalized Covalent Organic Frameworks. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.7b05031] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Abhishek Sharma
- Department of Materials Engineering, Monash University, Clayton, Victoria 3168, Australia
| | - Ravichandar Babarao
- Commonwealth Scientific
and Industrial Research Organisation (CSIRO) Manufacturing, Clayton, Victoria 3169, Australia
- School of Science, RMIT University, Melbourne, Victoria 3001, Australia
| | - Nikhil V. Medhekar
- Department of Materials Engineering, Monash University, Clayton, Victoria 3168, Australia
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Gopalsamy K, Subramanian V. Carbon flakes based metal organic frameworks for H2, CH4 and CO2 gas storage: a GCMC simulation study. NEW J CHEM 2018. [DOI: 10.1039/c7nj04538g] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In this study, new metal organic frameworks have been designed by modifying the linker of IRMOF-1 with different carbon flakes (circular, rectangular and rhombus).
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Affiliation(s)
- Karuppasamy Gopalsamy
- Inorganic & Physical Chemistry Department
- CSIR-Central Leather Research Institute
- Chennai-600 020
- India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-CLRI Campus
| | - Venkatesan Subramanian
- Inorganic & Physical Chemistry Department
- CSIR-Central Leather Research Institute
- Chennai-600 020
- India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-CLRI Campus
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