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Glasby L, Gubsch K, Bence R, Oktavian R, Isoko K, Moosavi SM, Cordiner JL, Cole JC, Moghadam PZ. DigiMOF: A Database of Metal-Organic Framework Synthesis Information Generated via Text Mining. CHEMISTRY OF MATERIALS : A PUBLICATION OF THE AMERICAN CHEMICAL SOCIETY 2023; 35:4510-4524. [PMID: 37332681 PMCID: PMC10269341 DOI: 10.1021/acs.chemmater.3c00788] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 04/29/2023] [Indexed: 06/20/2023]
Abstract
The vastness of materials space, particularly that which is concerned with metal-organic frameworks (MOFs), creates the critical problem of performing efficient identification of promising materials for specific applications. Although high-throughput computational approaches, including the use of machine learning, have been useful in rapid screening and rational design of MOFs, they tend to neglect descriptors related to their synthesis. One way to improve the efficiency of MOF discovery is to data-mine published MOF papers to extract the materials informatics knowledge contained within journal articles. Here, by adapting the chemistry-aware natural language processing tool, ChemDataExtractor (CDE), we generated an open-source database of MOFs focused on their synthetic properties: the DigiMOF database. Using the CDE web scraping package alongside the Cambridge Structural Database (CSD) MOF subset, we automatically downloaded 43,281 unique MOF journal articles, extracted 15,501 unique MOF materials, and text-mined over 52,680 associated properties including the synthesis method, solvent, organic linker, metal precursor, and topology. Additionally, we developed an alternative data extraction technique to obtain and transform the chemical names assigned to each CSD entry in order to determine linker types for each structure in the CSD MOF subset. This data enabled us to match MOFs to a list of known linkers provided by Tokyo Chemical Industry UK Ltd. (TCI) and analyze the cost of these important chemicals. This centralized, structured database reveals the MOF synthetic data embedded within thousands of MOF publications and contains further topology, metal type, accessible surface area, largest cavity diameter, pore limiting diameter, open metal sites, and density calculations for all 3D MOFs in the CSD MOF subset. The DigiMOF database and associated software are publicly available for other researchers to rapidly search for MOFs with specific properties, conduct further analysis of alternative MOF production pathways, and create additional parsers to search for additional desirable properties.
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Affiliation(s)
- Lawson
T. Glasby
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Kristian Gubsch
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Rosalee Bence
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Rama Oktavian
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Kesler Isoko
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Seyed Mohamad Moosavi
- Chemical
Engineering & Applied Chemistry, University
of Toronto, Toronto, Ontario M5S 3E5, Canada
| | - Joan L. Cordiner
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
| | - Jason C. Cole
- Cambridge
Crystallographic Data Centre, Cambridge CB2 1EZ, U.K.
| | - Peyman Z. Moghadam
- Department
of Chemical and Biological Engineering, The University of Sheffield, Sheffield S1 3JD, U.K.
- Department
of Chemical Engineering, University College
London, London WC1E 7JE, U.K.
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Zhang G, Qu Z, Tao WQ, Wang X, Wu L, Wu S, Xie X, Tongsh C, Huo W, Bao Z, Jiao K, Wang Y. Porous Flow Field for Next-Generation Proton Exchange Membrane Fuel Cells: Materials, Characterization, Design, and Challenges. Chem Rev 2023; 123:989-1039. [PMID: 36580359 DOI: 10.1021/acs.chemrev.2c00539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Porous flow fields distribute fuel and oxygen for the electrochemical reactions of proton exchange membrane (PEM) fuel cells through their pore network instead of conventional flow channels. This type of flow fields has showed great promises in enhancing reactant supply, heat removal, and electrical conduction, reducing the concentration performance loss and improving operational stability for fuel cells. This review presents the research and development progress of porous flow fields with insights for next-generation PEM fuel cells of high power density (e.g., ∼9.0 kW L-1). Materials, fabrication methods, fundamentals, and fuel cell performance associated with porous flow fields are discussed in depth. Major challenges are described and explained, along with several future directions, including separated gas/liquid flow configurations, integrated porous structure, full morphology modeling, data-driven methods, and artificial intelligence-assisted design/optimization.
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Affiliation(s)
- Guobin Zhang
- MOE Key Laboratory of Thermo-Fluid Science and Engineering, School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an710049, China
| | - Zhiguo Qu
- MOE Key Laboratory of Thermo-Fluid Science and Engineering, School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an710049, China
| | - Wen-Quan Tao
- MOE Key Laboratory of Thermo-Fluid Science and Engineering, School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an710049, China
| | - Xueliang Wang
- MOE Key Laboratory of Thermo-Fluid Science and Engineering, School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an710049, China
| | - Lizhen Wu
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Siyuan Wu
- Department of Mechanical and Aerospace Engineering, University of California, Davis, One Shields Avenue, Davis, California95616, United States
| | - Xu Xie
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Chasen Tongsh
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Wenming Huo
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Zhiming Bao
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Kui Jiao
- State Key Laboratory of Engines, Tianjin University, 135 Yaguan Road, Tianjin300350, China.,National Industry-Education Platform of Energy Storage, Tianjin University, 135 Yaguan Road, Tianjin300350, China
| | - Yun Wang
- Renewable Energy Resources Lab (RERL), Department of Mechanical and Aerospace Engineering, University of California, Irvine, Irvine, California92697-3975, United States
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Ashitani H, Kawaguchi S, Furukawa H, Ishibashi H, Otake K, Kitagawa S, Kubota Y. Time-resolved in-situ X-ray diffraction and crystal structure analysis of porous coordination polymer CPL-1 in CO2 adsorption. J SOLID STATE CHEM 2022. [DOI: 10.1016/j.jssc.2022.123796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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Baum Z, Diaz LL, Konovalova T, Zhou QA. Materials Research Directions Toward a Green Hydrogen Economy: A Review. ACS OMEGA 2022; 7:32908-32935. [PMID: 36157740 PMCID: PMC9494439 DOI: 10.1021/acsomega.2c03996] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 08/29/2022] [Indexed: 05/06/2023]
Abstract
A constellation of technologies has been researched with an eye toward enabling a hydrogen economy. Within the research fields of hydrogen production, storage, and utilization in fuel cells, various classes of materials have been developed that target higher efficiencies and utility. This Review examines recent progress in these research fields from the years 2011-2021, exploring the most commonly occurring concepts and the materials directions important to each field. Particular attention has been given to catalyst materials that enable the green production of hydrogen from water, chemical and physical storage systems, and materials used in technical capacities within fuel cells. The quantification of publication and materials trends provides a picture of the current state of development within each node of the hydrogen economy.
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Development of iron supported carbon foam catalyst for Fischer–Tropsch synthesis. REACTION KINETICS MECHANISMS AND CATALYSIS 2022. [DOI: 10.1007/s11144-022-02248-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Nikpour S, Ansari-Asl Z, Sedaghat T. Fabrication and characterization of polystyrene/Fe-MOF composite beads for iodine uptake. INORG CHEM COMMUN 2022. [DOI: 10.1016/j.inoche.2021.109141] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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Luque-Alled JM, Tamaddondar M, Foster AB, Budd PM, Gorgojo P. PIM-1/Holey Graphene Oxide Mixed Matrix Membranes for Gas Separation: Unveiling the Role of Holes. ACS APPLIED MATERIALS & INTERFACES 2021; 13:55517-55533. [PMID: 34756006 DOI: 10.1021/acsami.1c15640] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
PIM-1/holey graphene oxide (GO) mixed matrix membranes (MMMs) have been prepared and their gas separation performance for CO2/CH4 mixtures assessed. Nanopores have been created in the basal plane of gas-impermeable GO by chemical etching reactions, and the resulting holey flakes have been further chemically functionalized, either with octadecylamine (ODA) or with PIM-1 moieties, to aid their dispersion in PIM-1. It is found that nanopores barely promote gas transport through the graphene-like nanofiller for fresh membranes (tested right after preparation); however, the prepared hybrid PIM-1/holey GO membranes exhibit higher CO2 permeability and CO2/CH4 selectivity than the pure polymer membrane 150 days after preparation and 13 and 15% higher CO2 permeability for filler contents of 0.1% of octadecylamine-functionalized holey GO and 1% of (PIM-1)-functionalized holey GO, respectively. The most significant improvement is observed for the mitigation of physical aging, as MMMs using 10% of (PIM-1)-functionalized holey GO nanofillers are capable of maintaining up to 70% of their initial CO2 permeability after 150 days, whereas only 53% is kept for pure PIM-1 after the same period. The gas permeability of the nanofiller has been rationalized with the aid of the Maxwell-Wagner-Sillars equation.
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Affiliation(s)
- Jose Miguel Luque-Alled
- Department of Chemical Engineering and Analytical Science, School of Engineering, The University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Marzieh Tamaddondar
- Department of Chemistry, School of Natural Sciences, The University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Andrew B Foster
- Department of Chemistry, School of Natural Sciences, The University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Peter M Budd
- Department of Chemistry, School of Natural Sciences, The University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
| | - Patricia Gorgojo
- Department of Chemical Engineering and Analytical Science, School of Engineering, The University of Manchester, Oxford Road, Manchester M13 9PL, United Kingdom
- Nanoscience and Materials Institute of Aragón (INMA) CSIC-Universidad de Zaragoza, C/Mariano Esquillor s/n, 50018 Zaragoza, Spain
- Chemical and Environmental Engineering Department, Universidad de Zaragoza, C/Pedro Cerbuna 12, 50009 Zaragoza, Spain
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