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Yang L, Sun L, Zhao Y, Sun J, Deng Q, Wang H, Deng W. Digital-intellectual design of microporous organic polymers. Phys Chem Chem Phys 2021; 23:22835-22853. [PMID: 34633004 DOI: 10.1039/d1cp03456a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Microporous organic polymers (MOPs) are a new class of microporous materials. Due to their high porosity, large pore volume, and large surface area, MOPs exhibit excellent performance in gas adsorption and storage, membrane separation, ion capture, heterogeneous catalysis, light energy conversion and storage, capacitance, and other fields. However, selecting high-performance materials for specific applications from thousands of candidate MOPs is a key problem. Traditional design strategies for new materials with targeted properties, including trial-and-error and relying on the experiences of domain experts, are time- and cost-consuming. With the rapid development of computation technology and theoretical chemistry, the discovery of new materials is no longer a purely experimental subject. Breaking away from the traditional trial-and-error strategy for materials discovery, materials design is emerging and gaining increasing attention. In addition, the ability to collect "big data" has greatly improved and has further stimulated the development of new methods for materials design and discovery. In this perspective, we examine how data-driven techniques combine artificial intelligence (AI) and human expertise, playing a significant role in the design of MOPs. Such analytics can significantly reduce time-to-insight and accelerate the cost-effective materials discovery, which is the goal for designing future MOPs.
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Affiliation(s)
- Li Yang
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Lei Sun
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Yanliang Zhao
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Jikai Sun
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Qiwen Deng
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Honglei Wang
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China.
| | - Weiqiao Deng
- Institute of Molecular Sciences and Engineering, Institute of Frontier and Interdisciplinary Science, Shandong University, Qingdao 266237, China. .,State Key Laboratory of Molecular Reaction Dynamics, Dalian National Laboratory for Clean Energy, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China
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Guan Y, Li W, Wang H, Zhang J. The Origin of the Reproduction of Different Nitrogen Uptakes in Covalent Organic Frameworks (COFs). Chemistry 2019; 25:2303-2312. [DOI: 10.1002/chem.201805117] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Indexed: 11/11/2022]
Affiliation(s)
- Yiran Guan
- Faculty of Chemistry; Northeast Normal University; Changchun 130024 P. R. China
- Engineering Laboratory for Modern Analytical Techniques, c/o State Key Laboratory of Electroanalytical Chemistry; Changchun Institute of Applied Chemistry, Chinese Academy of Sciences; Changchun 130022 P. R. China
| | - Wenliang Li
- Faculty of Chemistry; Northeast Normal University; Changchun 130024 P. R. China
| | - Hailong Wang
- Beijing Key Laboratory for Science and Application of Functional Molecular and Crystalline Materials, Department of Chemistry; University of Science and Technology Beijing; Beijing 100083 P. R. China
| | - Jingping Zhang
- Faculty of Chemistry; Northeast Normal University; Changchun 130024 P. R. China
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Gao J, Li W, Zhang J. Theoretical simulation of CO2capture in organic cage impregnated with polyoxometalates. J Comput Chem 2017; 38:612-619. [DOI: 10.1002/jcc.24721] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Revised: 12/05/2016] [Accepted: 12/07/2016] [Indexed: 11/09/2022]
Affiliation(s)
- Jingyuan Gao
- Jilin Province Key Laboratory of Organic Functional Molecular Design & Synthesis, Advanced Energy Materials Research Center, Faculty of Chemistry, Northeast Normal University; Changchun 130024 China
| | - Wenliang Li
- Jilin Province Key Laboratory of Organic Functional Molecular Design & Synthesis, Advanced Energy Materials Research Center, Faculty of Chemistry, Northeast Normal University; Changchun 130024 China
| | - Jingping Zhang
- Jilin Province Key Laboratory of Organic Functional Molecular Design & Synthesis, Advanced Energy Materials Research Center, Faculty of Chemistry, Northeast Normal University; Changchun 130024 China
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Reliable prediction of adsorption isotherms via genetic algorithm molecular simulation. J Mol Model 2017; 23:33. [DOI: 10.1007/s00894-017-3206-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2016] [Accepted: 01/02/2017] [Indexed: 10/20/2022]
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Sharma A, Malani A, Medhekar NV, Babarao R. CO2adsorption and separation in covalent organic frameworks with interlayer slipping. CrystEngComm 2017. [DOI: 10.1039/c7ce01647f] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In layered COFs, slipping results in non-monotonous variation in CO2adsorption and higher uptakes were found near a slipping distance of 10 Å.
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Affiliation(s)
- Abhishek Sharma
- Department of Chemical Engineering
- Indian Institute of Technology Bombay
- Mumbai 400076
- India
- IITB-Monash Research Academy
| | - Ateeque Malani
- Department of Chemical Engineering
- Indian Institute of Technology Bombay
- Mumbai 400076
- India
| | | | - Ravichandar Babarao
- Commonwealth Scientific and Industrial Research Organisation (CSIRO) Manufacturing
- Clayton
- Australia
- School of Science
- RMIT University
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Segura JL, Mancheño MJ, Zamora F. Covalent organic frameworks based on Schiff-base chemistry: synthesis, properties and potential applications. Chem Soc Rev 2016; 45:5635-5671. [DOI: 10.1039/c5cs00878f] [Citation(s) in RCA: 790] [Impact Index Per Article: 98.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Covalent organic-frameworks (COFs) are an emerging class of porous and ordered materials formed by condensation reactions of organic molecules.
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Affiliation(s)
- José L. Segura
- Departamento de Química Orgánica
- Facultad de Química
- Universidad Complutense de Madrid
- Madrid
- Spain
| | - María J. Mancheño
- Departamento de Química Orgánica
- Facultad de Química
- Universidad Complutense de Madrid
- Madrid
- Spain
| | - Félix Zamora
- Departamento de Química Inorgánica and Condensed Matter Physics Center (IFMAC)
- Universidad Autónoma de Madrid
- 28049 Madrid
- Spain
- Instituto Madrileño de Estudios Avanzados en Nanociencia (IMDEA Nanociencia)
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