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Sharma KV, Alloush RM, Salim O, Piri M. Phase behavior of n-hexane confined in unconsolidated nanoporous media: an experimental investigation at varying pore sizes and temperatures. Phys Chem Chem Phys 2024; 26:18162-18172. [PMID: 38896490 DOI: 10.1039/d4cp00936c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
We investigated the effect of confinement on the phase behavior of hexane in nanopores of mesoporous silica at varying pore diameters and temperatures using a patented gravimetric apparatus. The adsorption and desorption isotherms were experimentally measured, and the capillary condensation and evaporation pressures were calculated from the isotherms. The results show that, for all pore sizes and temperatures utilized here, the confinement of fluids significantly lowers the vapor-liquid phase transition pressures. However, its evaporation, i.e., liquid-vapor phase transition, occurs at a lower pressure than its capillary condensation counterpart. The experimental findings demonstrate that the confinement effect becomes weaker in wider nanopores due to the reduced solid-fluid interactions in larger spaces. Furthermore, it is evident from isotherms that hexane rapidly approaches a supercritical-like state at high temperatures when confined in smaller pores, resulting in an ambiguous vapor-liquid phase transition. In contrast, this behavior disappears in larger pores at similar temperatures. Moreover, the present study compares the fully gravimetric adsorption method against the thermogravimetric approach. The results show that the fully gravimetric method, which directly measures the mass of the adsorbed or condensed fluids, provides significant advantages over the thermogravimetric counterpart. The findings of this study are expected to be of fundamental interest to a wide range of science and engineering communities concerned about the behavior of heavier hydrocarbons in various industrial applications, and modeling the confined phase behavior of fluids and developing robust equations of state (EOS).
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Affiliation(s)
- Keerti Vardhan Sharma
- Center of Innovation for Flow through Porous Media Department of Energy and Petroleum Engineering, University of Wyoming Laramie, Wyoming 82071, USA.
| | - Rami M Alloush
- Center of Innovation for Flow through Porous Media Department of Energy and Petroleum Engineering, University of Wyoming Laramie, Wyoming 82071, USA.
| | - Omer Salim
- Center of Innovation for Flow through Porous Media Department of Energy and Petroleum Engineering, University of Wyoming Laramie, Wyoming 82071, USA.
| | - Mohammad Piri
- Center of Innovation for Flow through Porous Media Department of Energy and Petroleum Engineering, University of Wyoming Laramie, Wyoming 82071, USA.
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2
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Zhao H, Silva JAC, Henrique A, Nouar F, Serre C, Maurin G, Ghoufi A. Adsorption and dynamics of linear and mono-branched hexane isomers in MIL-140 metal-organic frameworks. Phys Chem Chem Phys 2023; 25:12057-12064. [PMID: 37092645 DOI: 10.1039/d2cp05371c] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
Recent breakthrough experiments revealed the iso-reticular Zr-MOFs, MIL-140B and MIL-140C, as promising sorbents for the separation of C6 isomers. Interestingly while the ultra-small pore MIL-140B exhibited hexane isomer sorption hierarchy according to the normal boiling point order (n-C6 > 3MP (3-methyl pentane)), an uncommon shift in the elution order was observed in the larger pore MIL-140C. It was only speculated that the flexibility of the MOFs might be the origin of this intriguing behavior. Herein, flexible force field hybrid osmotic Monte Carlo combined with molecular dynamics simulations were carried out to unravel the microscopic mechanism of the adsorption and dynamics of both C6 isomers in MIL140B and MIL140C. Thermodynamically preferred adsorption of n-C6 over 3MP was predicted for MIL-140B and to a slightly less extent for MIL-140C. Interestingly while the mobility of n-C6 was found to remain higher than that of 3MP in the whole range of loading for MIL-140B, 3MP becomes more mobile than n-C6 at saturation in MIL-140C. This suggests that this kinetics order is most probably the origin of the inversion of the elution order observed experimentally for MIL-140C. The translational and rotational dynamics of the two guests in MIL-140B and MIL-140C was further understood in-depth.
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Affiliation(s)
- Hengli Zhao
- Institut de Physique de Rennes, IPR, CNRS-Université de Rennes 1, UMR CNRS 6251, Rennes 35042, France.
- ICGM, Univ. Montpellier, CNRS, ENSCM, Montpellier 34293, France
| | - José A C Silva
- Centro de Investigação de Montanha (CIMO), Instituto Politécnico de Bragança, Campus de Santa Apolónia, Bragança 5300-253, Portugal
- 2Laboratório Associado para a Sustentabilidade e Tecnologia em Regiões de Montanha (SusTEC), Instituto Politécnico de Bragança, Campus de Santa Apolónia, Bragança 5300-253, Portugal
| | - Adriano Henrique
- Centro de Investigação de Montanha (CIMO), Instituto Politécnico de Bragança, Campus de Santa Apolónia, Bragança 5300-253, Portugal
- 2Laboratório Associado para a Sustentabilidade e Tecnologia em Regiões de Montanha (SusTEC), Instituto Politécnico de Bragança, Campus de Santa Apolónia, Bragança 5300-253, Portugal
| | - Farid Nouar
- Institut des Matériaux Poreux de Paris, Ecole Normale Supérieure de Paris, ESPCI Paris, CNRS, PSL University, Paris 75005, France
| | - Christian Serre
- Institut des Matériaux Poreux de Paris, Ecole Normale Supérieure de Paris, ESPCI Paris, CNRS, PSL University, Paris 75005, France
| | | | - Aziz Ghoufi
- Institut de Physique de Rennes, IPR, CNRS-Université de Rennes 1, UMR CNRS 6251, Rennes 35042, France.
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Pérez-Botella E, Valencia S, Rey F. Zeolites in Adsorption Processes: State of the Art and Future Prospects. Chem Rev 2022; 122:17647-17695. [PMID: 36260918 PMCID: PMC9801387 DOI: 10.1021/acs.chemrev.2c00140] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Zeolites have been widely used as catalysts, ion exchangers, and adsorbents since their industrial breakthrough in the 1950s and continue to be state-of the-art adsorbents in many separation processes. Furthermore, their properties make them materials of choice for developing and emerging separation applications. The aim of this review is to put into context the relevance of zeolites and their use and prospects in adsorption technology. It has been divided into three different sections, i.e., zeolites, adsorption on nanoporous materials, and chemical separations by zeolites. In the first section, zeolites are explained in terms of their structure, composition, preparation, and properties, and a brief review of their applications is given. In the second section, the fundamentals of adsorption science are presented, with special attention to its industrial application and our case of interest, which is adsorption on zeolites. Finally, the state-of-the-art relevant separations related to chemical and energy production, in which zeolites have a practical or potential applicability, are presented. The replacement of some of the current separation methods by optimized adsorption processes using zeolites could mean an improvement in terms of sustainability and energy savings. Different separation mechanisms and the underlying adsorption properties that make zeolites interesting for these applications are discussed.
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Affiliation(s)
| | | | - Fernando Rey
- . Phone: +34 96 387 78 00.
Fax: +34 96 387 94
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Zhang Z, Peh SB, Kang C, Yu K, Zhao D. Efficient Splitting of Alkane Isomers by a Bismuth‐Based Metal‐Organic Framework with Auxetic Reentrant Pore Structures. Angew Chem Int Ed Engl 2022; 61:e202211808. [DOI: 10.1002/anie.202211808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Indexed: 11/05/2022]
Affiliation(s)
- Zhaoqiang Zhang
- Department of Chemical and Biomolecular Engineering National University of Singapore 117585 Singapore Singapore
| | - Shing Bo Peh
- Department of Chemical and Biomolecular Engineering National University of Singapore 117585 Singapore Singapore
| | - Chengjun Kang
- Department of Chemical and Biomolecular Engineering National University of Singapore 117585 Singapore Singapore
| | - Kexin Yu
- Department of Chemical and Biomolecular Engineering National University of Singapore 117585 Singapore Singapore
| | - Dan Zhao
- Department of Chemical and Biomolecular Engineering National University of Singapore 117585 Singapore Singapore
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Sławek A, Jajko G, Ogorzały K, Dubbeldam D, Vlugt TJH, Makowski W. The Influence of UiO‐66 Metal–Organic Framework Structural Defects on Adsorption and Separation of Hexane Isomers. Chemistry 2022; 28:e202200030. [DOI: 10.1002/chem.202200030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Indexed: 11/08/2022]
Affiliation(s)
- Andrzej Sławek
- Academic Centre for Materials and Nanotechnology AGH University of Science and Technology Kawiory 30 30-055 Kraków Poland
| | - Gabriela Jajko
- Faculty of Chemistry Jagiellonian University Ul. Gronostajowa 2 30-387 Kraków Poland
| | - Karolina Ogorzały
- Faculty of Chemistry Jagiellonian University Ul. Gronostajowa 2 30-387 Kraków Poland
| | - David Dubbeldam
- Van't Hoff Institute for Molecular Sciences (HIMS) University of Amsterdam PO Box 94157 1090 GD Amsterdam (The Netherlands
| | - Thijs J. H. Vlugt
- Process & Energy Department Faculty of Mechanical Maritime and Materials Engineering Delft University of Science and Technology Leeghwaterstraat 39 2628CB Delft (The Netherlands
| | - Wacław Makowski
- Faculty of Chemistry Jagiellonian University Ul. Gronostajowa 2 30-387 Kraków Poland
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Zhou L, Hu J, Zhou D, Yang Z, Chen L, Wang J, Cui X, Xing H. Kinetic Molecular Sieving of Cyclopentane/Neohexane Mixtures by the MFI Zeolite with Intersecting 10-Ring Channels. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c02219] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Lin Zhou
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Jianbo Hu
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 311215, China
| | - Dengzhuo Zhou
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Zhenglu Yang
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Liyuan Chen
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
| | - Jun Wang
- School of Resource, Environmental and Chemical Engineering, Nanchang University, Nanchang 330031, Jiangxi, China
| | - Xili Cui
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 311215, China
| | - Huabin Xing
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China
- Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 311215, China
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Yu Q, Guo L, Lai D, Zhang Z, Yang Q, Yang Y, Ren Q, Bao Z. A pore-engineered metal-organic framework with mixed ligands enabling highly efficient separation of hexane isomers for gasoline upgrading. Sep Purif Technol 2021. [DOI: 10.1016/j.seppur.2021.118646] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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8
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Beauregard N, Pardakhti M, Srivastava R. In Silico Evolution of High-Performing Metal Organic Frameworks for Methane Adsorption. J Chem Inf Model 2021; 61:3232-3239. [PMID: 34264660 DOI: 10.1021/acs.jcim.0c01479] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The increased use of transition fuels, such as natural gas, and the resulting increase in methane emissions have resulted in a need for novel methane storage materials. Metal-organic frameworks (MOFs) have shown promise as efficient storage materials. A virtually limitless number of potential MOFs can be hypothesized, which exhibit a wide variety of different structural and chemical characteristics. Because of the numerous possibilities, identification of the best MOF for methane storage can be a potentially challenging problem. In this work, determination of the best such MOF was cast as an inverse function problem. The function, a random forest (RF) model using 12 structural and chemical descriptors, was trained on 10% of a data set consisting of 130 398 hypothetical MOFs (hMOFs) to predict simulated methane uptake. The RF model was tested on the remaining 90% of the data. After validation, a genetic algorithm (GA) was used to evolve in silico the best MOFs for methane adsorption. The RF model was imbedded into the GA as the fitness function to predict the methane uptake of the evolved MOFs (eMOFs). The best 15 eMOFs matched hMOFs found in the top 1% of the database. Nine of the 15 eMOFs were found in the top 0.1%. More impressively, two of the eMOFs matched the top two hypothetical MOFs with the highest methane uptake values out of the entire database of 130 398 MOFs. Further, by leveraging the ensemble nature of the GA, it was possible to characterize the importance of the different material properties for methane adsorption, providing fundamental insight for future material design strategies.
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Affiliation(s)
- Nicole Beauregard
- Department of Chemical and Biomolecular Engineering, University of Connecticut, 191 Auditorium Rd. Unit 3222, Storrs, Connecticut 06269, United States
| | - Maryam Pardakhti
- Department of Chemical and Biomolecular Engineering, University of Connecticut, 191 Auditorium Rd. Unit 3222, Storrs, Connecticut 06269, United States.,Department of Computer Science & Engineering, University of Connecticut, Storrs, Connecticut 06269, United States.,Institute of Materials Science, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Ranjan Srivastava
- Department of Chemical and Biomolecular Engineering, University of Connecticut, 191 Auditorium Rd. Unit 3222, Storrs, Connecticut 06269, United States.,Department of Biomedical Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
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9
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Krishna R, van Baten JM. How Reliable Is the Ideal Adsorbed Solution Theory for the Estimation of Mixture Separation Selectivities in Microporous Crystalline Adsorbents? ACS OMEGA 2021; 6:15499-15513. [PMID: 34151128 PMCID: PMC8210411 DOI: 10.1021/acsomega.1c02136] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 05/25/2021] [Indexed: 06/13/2023]
Abstract
Microporous crystalline adsorbents such as zeolites and metal-organic frameworks (MOFs) have potential use in a wide variety of separation applications. The adsorption selectivity S ads is a key metric that quantifies the efficacy of any microporous adsorbent in mixture separations. The Ideal Adsorbed Solution Theory (IAST) is commonly used for estimating the value of S ads, with unary isotherms of the constituent guests as data inputs. There are two basic tenets underlying the development of the IAST. The first tenet mandates a homogeneous distribution of adsorbates within the pore landscape. The second tenet requires the surface area occupied by a guest molecule in the mixture to be the same as that for the corresponding pure component. Configurational-bias Monte Carlo (CBMC) simulations are employed in this article to highlight several scenarios in which the IAST fails to provide a quantitatively correct description of mixture adsorption equilibrium due to a failure to conform to either of the two tenets underpinning the IAST. For CO2 capture with cation-exchanged zeolites and MOFs with open metal sites, there is congregation of CO2 around the cations and unsaturated metal atoms, resulting in failure of the IAST due to an inhomogeneous distribution of adsorbates in the pore space. Thermodynamic non-idealities also arise due to the preferential location of CO2 molecules at the window regions of 8-ring zeolites such as DDR and CHA or within pockets of MOR and AFX zeolites. Thermodynamic non-idealities are evidenced for water/alcohol mixtures due to molecular clustering engendered by hydrogen bonding. It is also demonstrated that thermodynamic non-idealities can be strong enough to cause selectivity reversals, which are not anticipated by the IAST.
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10
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Dong X, Fan Q, Hao W, Chen Y. Adsorption and separation of hexane isomers in metal-organic frameworks (MOFs): A computational study. COMPUT THEOR CHEM 2021. [DOI: 10.1016/j.comptc.2021.113164] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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11
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Zhao H, Maurin G, Ghoufi A. Tuning the hexane isomer separation performances of Zeolitic Imidazole Framework-8 using mechanical pressure. J Chem Phys 2021; 154:084702. [PMID: 33639767 DOI: 10.1063/5.0040469] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Hybrid osmotic Monte Carlo simulations were performed to anticipate the tunability of the separation performance of the flexible Zeolitic Imidazole Framework-8 (ZIF-8) via the application of an external mechanical pressure. This synergistic combination of mechanical control of the pore aperture/cage dimension and guest adsorption was applied to the challenging hexane isomers separation processes of vital importance in the field of petrochemical industry. The application of a mechanical pressure above 1 GPa was predicted to boost the linear hexane/2-methylpentane and 2-methylpentane/2,3-dimethylbutane selectivity by 40% and 17%, respectively, as compared to the pristine ZIF-8. We further unraveled the microscopic origin of this optimized performance with an in-depth analysis of the critical interplay between the structural changes of the ZIF-8 framework and the conformational rearrangements of C6 isomers under mechanical pressure.
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Affiliation(s)
- Henglo Zhao
- Institut de Physique de Rennes, IPR, CNRS-Université de Rennes 1, UMR CNRS 6251, 35042 Rennes, France
| | | | - Aziz Ghoufi
- Institut de Physique de Rennes, IPR, CNRS-Université de Rennes 1, UMR CNRS 6251, 35042 Rennes, France
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12
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Liu C, Dong G, Tsuru T, Matsuyama H. Organic solvent reverse osmosis membranes for organic liquid mixture separation: A review. J Memb Sci 2021. [DOI: 10.1016/j.memsci.2020.118882] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
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13
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Solanki VA, Borah B. In-silico identification of adsorbent for separation of ethane/ethylene mixture. J Mol Model 2020; 26:353. [PMID: 33242178 DOI: 10.1007/s00894-020-04612-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Accepted: 11/16/2020] [Indexed: 11/25/2022]
Abstract
We present here a high-throughput computational screening of 4,821 real metal-organic framework (MOF) structures that do not contain any open metal sites to isolate the best performing candidate for separation of ethane/ethylene mixture at ambient conditions. The MOF structures were assessed on the basis of several adsorption-based separation performance metrics. Some of these metrics were found to correlate strongly among themselves. We have presented various structures-property correlations which unfold useful insights. MOF ATAGEJ is found to be the top performing MOF with highest adsorbent performance score 12.38 mol/kg and regenerability 93.88%. Several other MOFs OTOLIU (MIL-167), UMUMOG (UBMOF-8), and TOVGES (PCN-230) containing tetravalent metal cations such as Zr4+ and Ti4+ are found to be potential structures that are thermally, mechanically, and chemically stable and performs better than zeolites. Adsorption selectivity shows exponential correlation with difference of heat of adsorption of ethane and ethene at 0.1 bar and 298 K. We have also presented how various performance metrics correlate among themselves. These correlations unfold useful insights. Graphical abstract.
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Affiliation(s)
- Viral A Solanki
- P. D. Patel Institute of Applied Sciences, Charotar University of Science & Technology, Changa, Anand, Gujarat, 388421, India
| | - Bhaskarjyoti Borah
- P. D. Patel Institute of Applied Sciences, Charotar University of Science & Technology, Changa, Anand, Gujarat, 388421, India.
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Solanki VA, Borah B. Computational screening of metal–organic framework structures for separation of propane/propene mixture. MOLECULAR SIMULATION 2020. [DOI: 10.1080/08927022.2020.1822528] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Viral A. Solanki
- PD Patel Institute of Applied Sciences, Charotar University of Science & Technology, Anand, India
| | - Bhaskarjyoti Borah
- PD Patel Institute of Applied Sciences, Charotar University of Science & Technology, Anand, India
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15
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Wu J, Yang Y. Synthetic Macrocycle‐Based Nonporous Adaptive Crystals for Molecular Separation. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.202006999] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Jia‐Rui Wu
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry International Joint Research Laboratory of Nano-Micro Architecture Chemistry (NMAC) College of Chemistry Jilin University 2699 Qianjin Street Changchun 130012 P. R. China
| | - Ying‐Wei Yang
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry International Joint Research Laboratory of Nano-Micro Architecture Chemistry (NMAC) College of Chemistry Jilin University 2699 Qianjin Street Changchun 130012 P. R. China
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Wu JR, Yang YW. Synthetic Macrocycle-Based Nonporous Adaptive Crystals for Molecular Separation. Angew Chem Int Ed Engl 2020; 60:1690-1701. [PMID: 32634274 DOI: 10.1002/anie.202006999] [Citation(s) in RCA: 81] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Indexed: 12/13/2022]
Abstract
The exploitation of new materials for adsorptive separation of industrially important hydrocarbons is of great importance in both scientific research and petrochemical industry. Nonporous adaptive crystals (NACs) as a robust class of synthetic materials have drawn much attention during the past five years for their superior performance in adsorption and separation. Pillararenes are the main family of macrocyclic arenes used for NACs construction, where the structure-function relationship has been intensively studied. In the past two years, some emerging types of synthetic macrocyclic arenes have been successfully brought into this research field, showing the gradual enrichment and diversification of NACs materials. This Minireview summarizes the recent advances of synthetic macrocycle-based NACs, which are categorized by various practical applications in molecular separation. Besides, NACs-based vapochromic supramolecular systems are also discussed. Finally, future perspectives and challenges of NACs are given. We envisage that this Minireview will be a useful and timely reference for those who are interested in new molecular and supramolecular crystals for storage and separation applications.
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Affiliation(s)
- Jia-Rui Wu
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, International Joint Research Laboratory of Nano-Micro Architecture Chemistry (NMAC), College of Chemistry, Jilin University, 2699 Qianjin Street, Changchun, 130012, P. R. China
| | - Ying-Wei Yang
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, International Joint Research Laboratory of Nano-Micro Architecture Chemistry (NMAC), College of Chemistry, Jilin University, 2699 Qianjin Street, Changchun, 130012, P. R. China
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Krishna R. Metrics for Evaluation and Screening of Metal-Organic Frameworks for Applications in Mixture Separations. ACS OMEGA 2020; 5:16987-17004. [PMID: 32724867 PMCID: PMC7379136 DOI: 10.1021/acsomega.0c02218] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 07/01/2020] [Indexed: 05/29/2023]
Abstract
For mixture separations, metal-organic frameworks (MOFs) are of practical interest. Such separations are carried out in fixed bed adsorption devices that are commonly operated in a transient mode, utilizing the pressure swing adsorption (PSA) technology, consisting of adsorption and desorption cycles. The primary objective of this article is to provide an assessment of the variety of metrics that are appropriate for screening and ranking MOFs for use in fixed bed adsorbers. By detailed analysis of several mixture separations of industrial significance, it is demonstrated that besides the adsorption selectivity, the performance of a specific MOF in PSA separation technologies is also dictated by a number of factors that include uptake capacities, intracrystalline diffusion influences, and regenerability. Low uptake capacities often reduce the efficacy of separations of MOFs with high selectivities. A combined selectivity-capacity metric, Δq, termed as the separation potential and calculable from ideal adsorbed solution theory, quantifies the maximum productivity of a component that can be recovered in either the adsorption or desorption cycle of transient fixed bed operations. As a result of intracrystalline diffusion limitations, the transient breakthroughs have distended characteristics, leading to diminished productivities in a number of cases. This article also highlights the possibility of harnessing intracrystalline diffusion limitations to reverse the adsorption selectivity; this strategy is useful for selective capture of nitrogen from natural gas.
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Affiliation(s)
- Rajamani Krishna
- Van ‘t Hoff Institute for Molecular
Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
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18
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Fixed bed dynamics of single and multicomponent adsorption of pentane and hexane isomers in ZIF-8. Sep Purif Technol 2020. [DOI: 10.1016/j.seppur.2019.116419] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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19
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Yang L, Qian S, Wang X, Cui X, Chen B, Xing H. Energy-efficient separation alternatives: metal–organic frameworks and membranes for hydrocarbon separation. Chem Soc Rev 2020; 49:5359-5406. [DOI: 10.1039/c9cs00756c] [Citation(s) in RCA: 194] [Impact Index Per Article: 48.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The diversity of metal–organic frameworks enables the design of highly efficient adsorbents and membranes towards hydrocarbon separations for energy consumption mitigation.
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Affiliation(s)
- Lifeng Yang
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education
- Department of Chemical and Biological Engineering
- Zhejiang University
- Hangzhou 310027
- China
| | - Siheng Qian
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education
- Department of Chemical and Biological Engineering
- Zhejiang University
- Hangzhou 310027
- China
| | - Xiaobing Wang
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education
- Department of Chemical and Biological Engineering
- Zhejiang University
- Hangzhou 310027
- China
| | - Xili Cui
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education
- Department of Chemical and Biological Engineering
- Zhejiang University
- Hangzhou 310027
- China
| | - Banglin Chen
- Department of Chemistry
- University of Texas at San Antonio
- San Antonio
- USA
| | - Huabin Xing
- Key Laboratory of Biomass Chemical Engineering of Ministry of Education
- Department of Chemical and Biological Engineering
- Zhejiang University
- Hangzhou 310027
- China
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Solanki VA, Borah B. Ranking of Metal–Organic Frameworks (MOFs) for Separation of Hexane Isomers by Selective Adsorption. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b03533] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Viral A. Solanki
- P. D. Patel Institute of Applied Sciences, Charotar University of Science & Technology, Changa, Anand, Gujarat − 388421, India
| | - Bhaskarjyoti Borah
- P. D. Patel Institute of Applied Sciences, Charotar University of Science & Technology, Changa, Anand, Gujarat − 388421, India
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21
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Krishna R. Elucidation and characterization of entropy effects in mixture separations with micro-porous crystalline adsorbents. Sep Purif Technol 2019. [DOI: 10.1016/j.seppur.2019.01.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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22
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Krishna R. Highlighting the Influence of Thermodynamic Coupling on Kinetic Separations with Microporous Crystalline Materials. ACS OMEGA 2019; 4:3409-3419. [PMID: 30847432 PMCID: PMC6398361 DOI: 10.1021/acsomega.8b03480] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Accepted: 01/31/2019] [Indexed: 06/02/2023]
Abstract
The main focus of this article is on mixture separations that are driven by differences in intracrystalline diffusivities of guest molecules in microporous crystalline adsorbent materials. Such "kinetic" separations serve to over-ride, and reverse, the selectivities dictated by mixture adsorption equilibrium. The Maxwell-Stefan formulation for the description of intracrystalline fluxes shows that the flux of each species is coupled with that of the partner species. For n-component mixtures, the coupling is quantified by a n × n dimensional matrix of thermodynamic correction factors with elements Γ ij ; these elements can be determined from the model used to describe the mixture adsorption equilibrium. If the thermodynamic coupling effects are essentially ignored, i.e., the Γ ij is assumed to be equal to δ ij , the Kronecker delta, the Maxwell-Stefan formulation degenerates to yield uncoupled flux relations. The significance of thermodynamic coupling is highlighted by detailed analysis of separations of five different mixtures: N2/CH4, CO2/C2H6, O2/N2, C3H6/C3H8, and hexane isomers. In all cases, the productivity of the purified raffinate, containing the tardier species, is found to be significantly larger than that anticipated if the simplification Γ ij = δ ij is assumed. The reason for the strong influence of Γ ij on transient breakthroughs is traceable to the phenomenon of uphill intracrystalline diffusion of more mobile species. The major conclusion to emerge from this study is that modeling of kinetic separations needs to properly account for the thermodynamic coupling effects.
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23
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Peng L, Zhu Q, Wu P, Wu X, Cai W. High-throughput computational screening of metal–organic frameworks with topological diversity for hexane isomer separations. Phys Chem Chem Phys 2019; 21:8508-8516. [DOI: 10.1039/c8cp07527a] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
A large-scale computational screening of 13 512 MOFs with topological diversity was carried out to search the optimal candidates for the simultaneous separation of two dimethyl butanes from the quinary equimolar mixture of hexane isomers.
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Affiliation(s)
- Liang Peng
- School of Chemistry
- Chemical Engineering & Life Sciences
- Wuhan University of Technology
- Wuhan 430070
- P. R. China
| | - Qiao Zhu
- School of Chemistry
- Chemical Engineering & Life Sciences
- Wuhan University of Technology
- Wuhan 430070
- P. R. China
| | - Pinglian Wu
- School of Chemistry
- Chemical Engineering & Life Sciences
- Wuhan University of Technology
- Wuhan 430070
- P. R. China
| | - Xuanjun Wu
- School of Chemistry
- Chemical Engineering & Life Sciences
- Wuhan University of Technology
- Wuhan 430070
- P. R. China
| | - Weiquan Cai
- School of Chemistry
- Chemical Engineering & Life Sciences
- Wuhan University of Technology
- Wuhan 430070
- P. R. China
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24
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Sławek A, Grzybowska K, Vicent-Luna JM, Makowski W, Calero S. Adsorption of Cyclohexane in Pure Silica Zeolites: High-Throughput Computational Screening Validated by Experimental Data. Chemphyschem 2018; 19:3364-3371. [PMID: 30457696 DOI: 10.1002/cphc.201800968] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Indexed: 11/09/2022]
Abstract
Adsorption of cyclohexane in pure silica zeolites was studied experimentally and by molecular simulations. Based on the adsorption isobars obtained from the quasi-equilibrated temperature adsorption and desorption (QE-TPDA) measurements and reported adsorption isotherms for high-silica zeolites Y, ZSM-5, and ZSM-11 we refined Lennard-Jones parameters for guest-host interactions available in the literature. Adsorption of cyclohexane from equimolar mixture of twisted-boat and chair conformations has been screened in 171 pure silica zeolitic structures using grand canonical Monte Carlo simulations. Almost 20 frameworks showing extraordinary preference for adsorption of the chair conformation over the twisted boat one or vice versa were found. This selectivity was attributed to the geometry of channels and cavities present in the pore structures, as all t-boat selective structures possess channels or cavities of 8.3-9.1 Å. We also differentiated ways of chair-selectivity depending on the size and shape of the channels or cavities and also on the arrangement of the guest molecules in the pores.
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Affiliation(s)
- Andrzej Sławek
- Faculty of Chemistry, Jagiellonian University, Gronostajowa 2, 30-387, Kraków, Poland
| | - Karolina Grzybowska
- Faculty of Chemistry, Jagiellonian University, Gronostajowa 2, 30-387, Kraków, Poland
| | - José Manuel Vicent-Luna
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. Utrera km 1. ES-41013, Seville, Spain
| | - Wacław Makowski
- Faculty of Chemistry, Jagiellonian University, Gronostajowa 2, 30-387, Kraków, Poland
| | - Sofía Calero
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. Utrera km 1. ES-41013, Seville, Spain
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25
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Henrique A, Rodrigues AE, Silva JAC. Separation of Hexane Isomers in ZIF-8 by Fixed Bed Adsorption. Ind Eng Chem Res 2018. [DOI: 10.1021/acs.iecr.8b05126] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Adriano Henrique
- Laboratory of Separation and Reaction Engineering - Laboratory of Catalysis and Materials (LSRE/LCM), Department of Chemical Engineering, Faculty of Engineering University of Porto, Rua Dr. Roberto Frias, S/N, 4200-465 Porto, Portugal
- Laboratory of Separation and Reaction Engineering (LSRE), Associate Laboratory LSRE/LCM, Department of Chemical and Biological Technology, Polytechnic Institute of Braganca, Campus de Santa Apolonia, 5300-857 Braganca, Portugal
- Centro de Investigação de Montanha (CIMO), Instituto Politécnico de Bragança, Campus de Santa Apolónia, 5300-253 Bragança, Portugal
| | - Alírio E. Rodrigues
- Laboratory of Separation and Reaction Engineering (LSRE), Associate Laboratory LSRE/LCM, Department of Chemical and Biological Technology, Polytechnic Institute of Braganca, Campus de Santa Apolonia, 5300-857 Braganca, Portugal
| | - José A. C. Silva
- Laboratory of Separation and Reaction Engineering (LSRE), Associate Laboratory LSRE/LCM, Department of Chemical and Biological Technology, Polytechnic Institute of Braganca, Campus de Santa Apolonia, 5300-857 Braganca, Portugal
- Centro de Investigação de Montanha (CIMO), Instituto Politécnico de Bragança, Campus de Santa Apolónia, 5300-253 Bragança, Portugal
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26
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Galizia M, Bye KP. Advances in Organic Solvent Nanofiltration Rely on Physical Chemistry and Polymer Chemistry. Front Chem 2018; 6:511. [PMID: 30406088 PMCID: PMC6205972 DOI: 10.3389/fchem.2018.00511] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2018] [Accepted: 10/04/2018] [Indexed: 11/16/2022] Open
Abstract
The vast majority of industrial chemical synthesis occurs in organic solution. Solute concentration and solvent recovery consume ~50% of the energy required to produce chemicals and pose problems that are as relevant as the synthesis process itself. Separation and purification processes often involve a phase change and, as such, they are highly energy-intensive. However, novel, energy-efficient technologies based on polymer membranes are emerging as a viable alternative to thermal processes. Despite organic solvent nanofiltration (OSN) could revolutionize the chemical, petrochemical, food and pharmaceutical industry, its development is still in its infancy for two reasons: (i) the lack of fundamental knowledge of elemental transport phenomena in OSN membranes, and (ii) the instability of traditional polymer materials in chemically challenging environments. While the latter issue has been partially solved, the former was not addressed at all. Moreover, the few data available about solute and solvent transport in OSN membranes are often interpreted using inappropriate theoretical tools, which contributes to the spread of misleading conclusions in the literature. In this review we provide the state of the art of organic solvent nanofiltration using polymeric membranes. First, theoretical models useful to interpret experimental data are discussed and some misleading conclusions commonly reported in the literature are highlighted. Then, currently available materials are reviewed. Finally, materials that could revolutionize OSN in the future are identified. Among the possible applications of OSN, isomers separation could open a new era in chemical engineering and polymer science in the years to come.
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Affiliation(s)
- Michele Galizia
- School of Chemical, Biological and Materials Engineering, The University of Oklahoma, Norman, OK, United States
| | - Kelly P Bye
- School of Chemical, Biological and Materials Engineering, The University of Oklahoma, Norman, OK, United States
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27
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Krishna R. Methodologies for screening and selection of crystalline microporous materials in mixture separations. Sep Purif Technol 2018. [DOI: 10.1016/j.seppur.2017.11.056] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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28
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Roztocki K, Lupa M, Sławek A, Makowski W, Senkovska I, Kaskel S, Matoga D. Water-Stable Metal-Organic Framework with Three Hydrogen-Bond Acceptors: Versatile Theoretical and Experimental Insights into Adsorption Ability and Thermo-Hydrolytic Stability. Inorg Chem 2018; 57:3287-3296. [PMID: 29498839 DOI: 10.1021/acs.inorgchem.8b00078] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
A new microporous cadmium metal-organic framework was synthesized both mechanochemically and in solution by using a sulfonyl-functionalized dicarboxylate linker and an acylhydrazone colinker. The three-dimensional framework is highly stable upon heating to 300 °C as well as in aqueous solutions at elevated temperatures or acidic conditions. The thermally activated material exhibits steep water vapor uptake at low relative pressures at 298 K and excellent recyclability up to 260 °C as confirmed by both quasi-equilibrated temperature-programmed desorption and adsorption (QE-TPDA) method as well as adsorption isotherm measurements. Reversible isotherms and hysteretic isobars recorded for the desorption-adsorption cycles indicate the maximum uptake of 0.19 g/g (at 298 K, up to p/p0 = 1) or 0.18 g/g (at 1 bar, within 295-375 K range), respectively. The experimental isosteric heat of adsorption (48.9 kJ/mol) indicates noncoordinative interactions of water molecules with the framework. Exchange of the solvent molecules in the as-made material with water, performed in the single-crystal to single-crystal manner, allows direct comparison of both X-ray crystal structures. The single-crystal X-ray diffraction for the water-loaded framework demonstrates the orientation of water clusters in the framework cavities and reveals their strong hydrogen bonding with sulfonyl, acyl, and carboxylate groups of the two linkers. The grand canonical Monte Carlo (GCMC) simulations of H2O adsorption corroborate the experimental findings and reveal preferable locations of guest molecules in the framework voids at various pressures. Additionally, both experimental and GCMC simulation insights into the adsorption of CO2 (at 195 K) on the activated framework are presented.
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Affiliation(s)
- Kornel Roztocki
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Kraków , Poland
| | - Magdalena Lupa
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Kraków , Poland
| | - Andrzej Sławek
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Kraków , Poland
| | - Wacław Makowski
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Kraków , Poland
| | - Irena Senkovska
- Department of Inorganic Chemistry , Technische Universität Dresden , Bergstrasse 66 , 01062 Dresden , Germany
| | - Stefan Kaskel
- Department of Inorganic Chemistry , Technische Universität Dresden , Bergstrasse 66 , 01062 Dresden , Germany
| | - Dariusz Matoga
- Faculty of Chemistry , Jagiellonian University , Gronostajowa 2 , 30-387 Kraków , Poland
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29
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Bueno-Perez R, Balestra SRG, Camblor MA, Min JG, Hong SB, Merkling PJ, Calero S. Influence of Flexibility on the Separation of Chiral Isomers in STW-Type Zeolite. Chemistry 2018; 24:4121-4132. [DOI: 10.1002/chem.201705627] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Indexed: 02/07/2023]
Affiliation(s)
- Rocio Bueno-Perez
- Department of Physical, Chemical and Natural Systems; Universidad Pablo de Olavide; Ctra. de Utrera, km.1 41013 Seville Spain
| | - Salvador R. G. Balestra
- Department of Physical, Chemical and Natural Systems; Universidad Pablo de Olavide; Ctra. de Utrera, km.1 41013 Seville Spain
| | - Miguel A. Camblor
- Instituto de Ciencia de Materiales de Madrid (ICMM); Consejo Superior de Investigaciones Científicas (CSIC); Sor Juana Inés de la Cruz 3 28049 Madrid Spain
| | - Jung Gi Min
- Division of Environmental Science and Engineering; Center for Ordered Nanoporous Materials Synthesis, POSTECH; 37673 Pohang Korea
| | - Suk Bong Hong
- Division of Environmental Science and Engineering; Center for Ordered Nanoporous Materials Synthesis, POSTECH; 37673 Pohang Korea
| | - Patrick J. Merkling
- Department of Physical, Chemical and Natural Systems; Universidad Pablo de Olavide; Ctra. de Utrera, km.1 41013 Seville Spain
| | - Sofia Calero
- Department of Physical, Chemical and Natural Systems; Universidad Pablo de Olavide; Ctra. de Utrera, km.1 41013 Seville Spain
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30
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Lv D, Wang H, Chen Y, Xu F, Shi R, Liu Z, Wang X, Teat SJ, Xia Q, Li Z, Li J. Iron-Based Metal-Organic Framework with Hydrophobic Quadrilateral Channels for Highly Selective Separation of Hexane Isomers. ACS APPLIED MATERIALS & INTERFACES 2018; 10:6031-6038. [PMID: 29357223 DOI: 10.1021/acsami.7b18620] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
A novel iron-based microporous metal-organic framework built of trinuclear iron clusters [Fe3(μ3-O)(COO)6] and 2,2-bis(4-carboxyphenyl)-hexafluoropropane (6FDCA) has been prepared by solvothermal synthesis. It exhibits excellent chemical stability and strong hydrophobic character. More importantly, this material is capable of separating hexane isomers with good separation performance on the basis of a kinetically controlled process, making it a promising candidate for improving the research octane number of gasoline.
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Affiliation(s)
- Daofei Lv
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Hao Wang
- Department of Chemistry and Chemical Biology, Rutgers University , 610 Taylor Road, Piscataway, New Jersey 08854, United States
| | - Yongwei Chen
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Feng Xu
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Renfeng Shi
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Zewei Liu
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Xinlong Wang
- College of Chemistry, Northeast Normal University , Changchun 130024, P. R. China
| | - Simon J Teat
- Advanced Light Source, Lawrence Berkeley National Laboratory , Berkeley, California 94720, United States
| | - Qibin Xia
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
- Department of Chemistry and Chemical Biology, Rutgers University , 610 Taylor Road, Piscataway, New Jersey 08854, United States
| | - Zhong Li
- School of Chemistry and Chemical Engineering, South China University of Technology , Guangzhou 510640, P. R. China
| | - Jing Li
- Department of Chemistry and Chemical Biology, Rutgers University , 610 Taylor Road, Piscataway, New Jersey 08854, United States
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31
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Krishna R, van Baten JM. Commensurate-incommensurate adsorption and diffusion in ordered crystalline microporous materials. Phys Chem Chem Phys 2018; 19:20320-20337. [PMID: 28752882 DOI: 10.1039/c7cp04101b] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
For homologous series of linear chain molecules, there could be either a match, or mismatch, between the characteristic periodicity of the host structure and the characteristic length of the guest molecules. The major objective of this article is to highlight the influence of commensurateness, or incommensurateness, on both the adsorption and diffusion characteristics. Published experimental data, backed by molecular simulation results, are used to highlight the attendant non-monotonicity in adsorption strengths and diffusivities. We demonstrate the possibility of separating mixtures of n-alkanes, n-alcohols, and hydrocarbon isomers by appropriate and judicious choice of the dimensions, topology, and connectivity of the crystalline host material. Of particular practical interest are entropy-based separations that manifest at pore saturation conditions, relying on differences in the saturation capacities of the constituent species; the exploiting of such entropy effects is discussed with the aid of several examples.
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Affiliation(s)
- Rajamani Krishna
- Van 't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands.
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32
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Dubbeldam D, Calero S, Vlugt TJ. iRASPA: GPU-accelerated visualization software for materials scientists. MOLECULAR SIMULATION 2018. [DOI: 10.1080/08927022.2018.1426855] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- David Dubbeldam
- Van ’t Hoff Institute of Molecular Sciences, University of Amsterdam, Science Park, The Netherlands
- Process & Energy Department, Delft University of Technology, Delft, The Netherlands
| | - Sofía Calero
- Department of Physical, Chemical and Natural Systems, University Pablo de Olavide, Sevilla, Spain
| | - Thijs J.H. Vlugt
- Process & Energy Department, Delft University of Technology, Delft, The Netherlands
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33
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34
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Pardakhti M, Moharreri E, Wanik D, Suib SL, Srivastava R. Machine Learning Using Combined Structural and Chemical Descriptors for Prediction of Methane Adsorption Performance of Metal Organic Frameworks (MOFs). ACS COMBINATORIAL SCIENCE 2017; 19:640-645. [PMID: 28800219 DOI: 10.1021/acscombsci.7b00056] [Citation(s) in RCA: 74] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Using molecular simulation for adsorbent screening is computationally expensive and thus prohibitive to materials discovery. Machine learning (ML) algorithms trained on fundamental material properties can potentially provide quick and accurate methods for screening purposes. Prior efforts have focused on structural descriptors for use with ML. In this work, the use of chemical descriptors, in addition to structural descriptors, was introduced for adsorption analysis. Evaluation of structural and chemical descriptors coupled with various ML algorithms, including decision tree, Poisson regression, support vector machine and random forest, were carried out to predict methane uptake on hypothetical metal organic frameworks. To highlight their predictive capabilities, ML models were trained on 8% of a data set consisting of 130,398 MOFs and then tested on the remaining 92% to predict methane adsorption capacities. When structural and chemical descriptors were jointly used as ML input, the random forest model with 10-fold cross validation proved to be superior to the other ML approaches, with an R2 of 0.98 and a mean absolute percent error of about 7%. The training and prediction using the random forest algorithm for adsorption capacity estimation of all 130,398 MOFs took approximately 2 h on a single personal computer, several orders of magnitude faster than actual molecular simulations on high-performance computing clusters.
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Affiliation(s)
- Maryam Pardakhti
- Department
of Chemical and Biomolecular Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Ehsan Moharreri
- Institute
of Materials Science, University of Connecticut, Storrs, Connecticut 06269, United States
| | - David Wanik
- Department
of Civil and Environmental Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Steven L. Suib
- Institute
of Materials Science, University of Connecticut, Storrs, Connecticut 06269, United States
- Department
of Chemistry, University of Connecticut, Storrs, Connecticut 06269, United States
| | - Ranjan Srivastava
- Department
of Chemical and Biomolecular Engineering, University of Connecticut, Storrs, Connecticut 06269, United States
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35
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Lu Y, Deng YX, Lin YJ, Han YF, Weng LH, Li ZH, Jin GX. Molecular Borromean Rings Based on Dihalogenated Ligands. Chem 2017. [DOI: 10.1016/j.chempr.2017.06.006] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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36
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Thornton AW, Simon CM, Kim J, Kwon O, Deeg KS, Konstas K, Pas SJ, Hill MR, Winkler DA, Haranczyk M, Smit B. Materials Genome in Action: Identifying the Performance Limits of Physical Hydrogen Storage. CHEMISTRY OF MATERIALS : A PUBLICATION OF THE AMERICAN CHEMICAL SOCIETY 2017; 29:2844-2854. [PMID: 28413259 PMCID: PMC5390509 DOI: 10.1021/acs.chemmater.6b04933] [Citation(s) in RCA: 77] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2016] [Revised: 03/06/2017] [Indexed: 05/29/2023]
Abstract
The Materials Genome is in action: the molecular codes for millions of materials have been sequenced, predictive models have been developed, and now the challenge of hydrogen storage is targeted. Renewably generated hydrogen is an attractive transportation fuel with zero carbon emissions, but its storage remains a significant challenge. Nanoporous adsorbents have shown promising physical adsorption of hydrogen approaching targeted capacities, but the scope of studies has remained limited. Here the Nanoporous Materials Genome, containing over 850 000 materials, is analyzed with a variety of computational tools to explore the limits of hydrogen storage. Optimal features that maximize net capacity at room temperature include pore sizes of around 6 Å and void fractions of 0.1, while at cryogenic temperatures pore sizes of 10 Å and void fractions of 0.5 are optimal. Our top candidates are found to be commercially attractive as "cryo-adsorbents", with promising storage capacities at 77 K and 100 bar with 30% enhancement to 40 g/L, a promising alternative to liquefaction at 20 K and compression at 700 bar.
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Affiliation(s)
- Aaron W. Thornton
- Future Industries, Commonwealth Scientific and Industrial Research Organisation, Private Bag 10, Clayton Soutth MDC, Victoria 3169, Australia
| | - Cory M. Simon
- Department of Chemical and Biomolecular Engineering and Department of Chemistry, University of California, Berkeley, California 94720-1462, United States
| | - Jihan Kim
- Department
of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro Yuseong-gu, Daejeon, 305-701, Korea
| | - Ohmin Kwon
- Department
of Chemical and Biomolecular Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro Yuseong-gu, Daejeon, 305-701, Korea
| | - Kathryn S. Deeg
- Department of Chemical and Biomolecular Engineering and Department of Chemistry, University of California, Berkeley, California 94720-1462, United States
| | - Kristina Konstas
- Future Industries, Commonwealth Scientific and Industrial Research Organisation, Private Bag 10, Clayton Soutth MDC, Victoria 3169, Australia
| | - Steven J. Pas
- Power & Energy Systems, Maritime Division, Defence Science and
Technology Group, Department of Defence, 506 Lorimer Street, Fishermans Bend, Victoria 3207, Australia
- School of Chemistry and Department of Chemical
Engineering, Monash University, Clayton, Victoria 3800, Australia
| | - Matthew R. Hill
- Future Industries, Commonwealth Scientific and Industrial Research Organisation, Private Bag 10, Clayton Soutth MDC, Victoria 3169, Australia
- School of Chemistry and Department of Chemical
Engineering, Monash University, Clayton, Victoria 3800, Australia
| | - David A. Winkler
- Future Industries, Commonwealth Scientific and Industrial Research Organisation, Private Bag 10, Clayton Soutth MDC, Victoria 3169, Australia
- Monash
Institute of Pharmaceutical Sciences, 381 Royal Parade, Parkville, Victoria 3052, Australia
- Latrobe Institute for Molecular Science, Bundoora, Victoria 3046, Australia
- School of Chemical
and Physical Sciences, Flinders University, Bedford Park, South Australia 5042, Australia
| | - Maciej Haranczyk
- Computational
Research Division, Lawrence Berkeley National
Laboratory, Berkeley, California 94720-8139, United States
| | - Berend Smit
- Department of Chemical and Biomolecular Engineering and Department of Chemistry, University of California, Berkeley, California 94720-1462, United States
- Laboratory of Molecular Simulation, Institut des Sciences et Ingénierie Chimiques, Valais, Rue de l’Industrie
17, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1950 Sion, Switzerland
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37
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Bueno-Perez R, Merkling PJ, Gómez-Álvarez P, Calero S. Cadmium-BINOL Metal-Organic Framework for the Separation of Alcohol Isomers. Chemistry 2017; 23:874-885. [PMID: 27859759 PMCID: PMC5299469 DOI: 10.1002/chem.201604171] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2016] [Indexed: 11/08/2022]
Abstract
The large‐scale isolation of specific isomers of amyl alcohols for applications in the chemical, pharmaceutical, and biochemical industries represents a challenging task due to the physicochemical similarities of these structural isomers. The homochiral metal–organic framework cadmium–BINOL (BINOL=1,1′‐bi‐2‐naphthol) is suitable for the separation of pentanol isomers, combining adsorption selectivities above 5 with adsorption capacities of around 4.5 mol kg−1. Additionally, a slight ability for separation of racemic mixtures of 2‐pentanol is also detected. This behavior is explained based on matching shapes, strength of host–guest interactions, and on the network of hydrogen bonds. The last of these explains both the relative success and shortfalls of prediction methods at high loadings (ideal adsorbed solution theory) or at low coverage (separation factors), which are therefore useful here at a qualitative level, but not accurate in quantitative terms. Finally, the high selectivity of cadmium–BINOL for 1‐pentanol over its isomers offers prospects for practical applications and some room for optimizing conditions.
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Affiliation(s)
- Rocio Bueno-Perez
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. de Utrera, km. 1, 41013, Seville, Spain
| | - Patrick J Merkling
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. de Utrera, km. 1, 41013, Seville, Spain
| | - Paula Gómez-Álvarez
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. de Utrera, km. 1, 41013, Seville, Spain
| | - Sofia Calero
- Department of Physical, Chemical and Natural Systems, Universidad Pablo de Olavide, Ctra. de Utrera, km. 1, 41013, Seville, Spain
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38
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Krishna R. Screening metal–organic frameworks for mixture separations in fixed-bed adsorbers using a combined selectivity/capacity metric. RSC Adv 2017. [DOI: 10.1039/c7ra07363a] [Citation(s) in RCA: 96] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
For screening purposes, mixture separations with MOFs are evaluated on the basis of a combined selectivity/capacity metric.
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Affiliation(s)
- Rajamani Krishna
- Van't Hoff Institute for Molecular Sciences
- University of Amsterdam
- 1098 XH Amsterdam
- The Netherlands
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39
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Krishna R, van Baten JM. Screening metal–organic frameworks for separation of pentane isomers. Phys Chem Chem Phys 2017; 19:8380-8387. [DOI: 10.1039/c7cp00586e] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Pentane isomers can be fractionated using Fe2(BDP)3 to yield three different fractions depending on the degree of branching.
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Affiliation(s)
- Rajamani Krishna
- Van't Hoff Institute for Molecular Sciences
- University of Amsterdam
- 1098 XH Amsterdam
- The Netherlands
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40
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Li Y, Li X, Liu J, Duan F, Yu J. In silico prediction and screening of modular crystal structures via a high-throughput genomic approach. Nat Commun 2015; 6:8328. [PMID: 26395233 PMCID: PMC4667440 DOI: 10.1038/ncomms9328] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2015] [Accepted: 08/11/2015] [Indexed: 12/28/2022] Open
Abstract
High-throughput computational methods capable of predicting, evaluating and identifying promising synthetic candidates with desired properties are highly appealing to today's scientists. Despite some successes, in silico design of crystalline materials with complex three-dimensionally extended structures remains challenging. Here we demonstrate the application of a new genomic approach to ABC-6 zeolites, a family of industrially important catalysts whose structures are built from the stacking of modular six-ring layers. The sequences of layer stacking, which we deem the genes of this family, determine the structures and the properties of ABC-6 zeolites. By enumerating these gene-like stacking sequences, we have identified 1,127 most realizable new ABC-6 structures out of 78 groups of 84,292 theoretical ones, and experimentally realized 2 of them. Our genomic approach can extract crucial structural information directly from these gene-like stacking sequences, enabling high-throughput identification of synthetic targets with desired properties among a large number of candidate structures. High-throughput computation aids design of new functional materials. Here, Yu et al. develop a high-throughput screening method for a group of zeolites with crystalline modular structures which are viewed as having gene-like stacking codes, and identify the most promising structures with desired properties.
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Affiliation(s)
- Yi Li
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, Jilin University, Qianjin Street 2699, Changchun 130012, China
| | - Xu Li
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, Jilin University, Qianjin Street 2699, Changchun 130012, China
| | - Jiancong Liu
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, Jilin University, Qianjin Street 2699, Changchun 130012, China
| | - Fangzheng Duan
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, Jilin University, Qianjin Street 2699, Changchun 130012, China
| | - Jihong Yu
- State Key Laboratory of Inorganic Synthesis and Preparative Chemistry, Jilin University, Qianjin Street 2699, Changchun 130012, China
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41
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Calero S, Gómez-Álvarez P. On the performance of FAU and MFI zeolites for the adsorptive removal of a series of volatile organic compounds from air using molecular simulation. Phys Chem Chem Phys 2015; 17:26451-5. [PMID: 26392021 DOI: 10.1039/c5cp04265h] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Volatile organic compound (VOC) emissions can cause serious risk to human health and the environment. In this work, we used Monte Carlo simulations to assess the performance of industrially important zeolites for the adsorption-based removal of a number of common air pollutants, particularly small saturated and unsaturated hydrocarbons: propane, butane, propene, and 1-butene. We focused on the cage-like FAU and channel-like MFI zeolites. The adsorption isotherms of the multicomponent N2/O2/Ar/VOC mixtures at real concentrations and room temperature reveal a considerable influence of the host topology and pore dimensions. While the adsorption of the VOCs from the mixture in FAU is almost negligible, it is remarkable in MFI. The adsorption selectivity of each VOC over the air compounds exhibits a maximum at about 10(6)-10(7) Pa, and then decreases to virtually zero due to entropic effects. This behaviour for selectivity is maintained regardless of the chain length and the presence of double bonds in the VOC, but the values are indeed affected. Also, we examined the selectivity at 10(7) Pa for a number of other widely used zeolites, with pore features ensuring the diffusion of the adsorbates. Apart from MFI, we also found the channel-like MEL and MTW zeolite candidates for the targeted air decontamination.
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Affiliation(s)
- S Calero
- Department of Physical, Chemical, and Natural Systems, Universidad Pablo de Olavide, ES-41013 Seville, Spain.
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42
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Bueno-Perez R, Gutiérrez-Sevillano JJ, Dubbeldam D, Merkling PJ, Calero S. Separation of Amyl Alcohol Isomers in ZIF-77. Chemphyschem 2015. [DOI: 10.1002/cphc.201500319] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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43
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Krishna R. Separating mixtures by exploiting molecular packing effects in microporous materials. Phys Chem Chem Phys 2015; 17:39-59. [PMID: 25377790 DOI: 10.1039/c4cp03939d] [Citation(s) in RCA: 65] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
We examine mixture separations with microporous adsorbents such as zeolites, metal-organic frameworks (MOFs) and zeolitic imidazolate frameworks (ZIFs), operating under conditions close to pore saturation. Pore saturation is realized, for example, when separating bulk liquid phase mixtures of polar compounds such as water, alcohols and ketones. For the operating conditions used in industrial practice, pore saturation is also attained in separations of hydrocarbon mixtures such as xylene isomers and hexane isomers. Separations under pore saturation conditions are strongly influenced by differences in the saturation capacities of the constituent species; the adsorption is often in favor of the component with the higher saturation capacity. Effective separations are achieved by exploiting differences in the efficiency with which molecules pack within the ordered crystalline porous materials. For mixtures of chain alcohols, the shorter alcohol can be preferentially adsorbed because of its higher saturation capacity. With hydrophilic adsorbents, water can be selectively adsorbed from water-alcohol mixtures. For separations of o-xylene-m-xylene-p-xylene mixtures, the pore dimensions of MOFs can be tailored in such a manner as to allow optimal packing of the isomer that needs to be adsorbed preferentially. Subtle configurational differences between linear and branched alkane isomers result in significantly different packing efficiencies within the pore topology of MFI, AFI, ATS, and CFI zeolites. A common characteristic feature of most separations that are reliant on molecular packing effects is that adsorption and intra-crystalline diffusion are synergistic; this enhances the separation efficiencies in fixed bed adsorbers.
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Affiliation(s)
- Rajamani Krishna
- Van 't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands.
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44
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Torres-Knoop A, Dubbeldam D. Exploiting Large-Pore Metal-Organic Frameworks for Separations through Entropic Molecular Mechanisms. Chemphyschem 2015; 16:2046-67. [DOI: 10.1002/cphc.201500195] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2015] [Revised: 04/11/2015] [Indexed: 11/09/2022]
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45
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Wang H, Xu J, Zhang DS, Chen Q, Wen RM, Chang Z, Bu XH. Crystalline capsules: metal-organic frameworks locked by size-matching ligand bolts. Angew Chem Int Ed Engl 2015; 54:5966-70. [PMID: 25800154 DOI: 10.1002/anie.201500468] [Citation(s) in RCA: 112] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2015] [Revised: 03/02/2015] [Indexed: 11/11/2022]
Abstract
Metal-organic frameworks (MOFs) are shown to be good examples of a new class of crystalline porous materials for guest encapsulation. Since the encapsulation/release of guest molecules in MOF hosts is a reversible process in nature, how to prevent the leaching of guests from the open pores with minimal and nondestructive modifications of the structure is a critical issue. To address this issue, we herein propose a novel strategy of encapsulating guests by introducing size-matching organic ligands as bolts to lock the pores of the MOFs through deliberately anchoring onto the open metal sites in the pores. Our proposed strategy provides a mechanical way to prevent the leaching of guests and thereby has less dependence on the specific chemical environment of the hosts, thus making it applicable for a wide variety of existing MOFs once the size-matching ligands are employed.
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Affiliation(s)
- Hao Wang
- Department of Chemistry, TKL of Metal- and Molecule-Based Material Chemistry, and Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Nankai University, Tianjin 300071 (China)
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46
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Wang H, Xu J, Zhang DS, Chen Q, Wen RM, Chang Z, Bu XH. Crystalline Capsules: Metal-Organic Frameworks Locked by Size-Matching Ligand Bolts. Angew Chem Int Ed Engl 2015. [DOI: 10.1002/ange.201500468] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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47
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Hamad S, Balestra SR, Bueno-Perez R, Calero S, Ruiz-Salvador AR. Atomic charges for modeling metal–organic frameworks: Why and how. J SOLID STATE CHEM 2015. [DOI: 10.1016/j.jssc.2014.08.004] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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48
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Dubbeldam D, Calero S, Ellis DE, Snurr RQ. RASPA: molecular simulation software for adsorption and diffusion in flexible nanoporous materials. MOLECULAR SIMULATION 2015. [DOI: 10.1080/08927022.2015.1010082] [Citation(s) in RCA: 703] [Impact Index Per Article: 78.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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49
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Bai P, Jeon MY, Ren L, Knight C, Deem MW, Tsapatsis M, Siepmann JI. Discovery of optimal zeolites for challenging separations and chemical transformations using predictive materials modeling. Nat Commun 2015; 6:5912. [PMID: 25607776 DOI: 10.1038/ncomms6912] [Citation(s) in RCA: 80] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2014] [Accepted: 11/19/2014] [Indexed: 11/09/2022] Open
Abstract
Zeolites play numerous important roles in modern petroleum refineries and have the potential to advance the production of fuels and chemical feedstocks from renewable resources. The performance of a zeolite as separation medium and catalyst depends on its framework structure. To date, 213 framework types have been synthesized and >330,000 thermodynamically accessible zeolite structures have been predicted. Hence, identification of optimal zeolites for a given application from the large pool of candidate structures is attractive for accelerating the pace of materials discovery. Here we identify, through a large-scale, multi-step computational screening process, promising zeolite structures for two energy-related applications: the purification of ethanol from fermentation broths and the hydroisomerization of alkanes with 18-30 carbon atoms encountered in petroleum refining. These results demonstrate that predictive modelling and data-driven science can now be applied to solve some of the most challenging separation problems involving highly non-ideal mixtures and highly articulated compounds.
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Affiliation(s)
- Peng Bai
- Departments of Chemistry and of Chemical Engineering and Materials Science and Chemical Theory Center, University of Minnesota, 207 Pleasant Street S.E., Minneapolis, Minnesota 55455, USA
| | - Mi Young Jeon
- Departments of Chemistry and of Chemical Engineering and Materials Science and Chemical Theory Center, University of Minnesota, 207 Pleasant Street S.E., Minneapolis, Minnesota 55455, USA
| | - Limin Ren
- Departments of Chemistry and of Chemical Engineering and Materials Science and Chemical Theory Center, University of Minnesota, 207 Pleasant Street S.E., Minneapolis, Minnesota 55455, USA
| | - Chris Knight
- Leadership Computing Facility, Argonne National Laboratory, 9700 S. Cass Avenue, Argonne, Illinois 60439, USA
| | - Michael W Deem
- Departments of Bioengineering and of Physics and Astronomy, Rice University, 6100 Main Street, Houston, Texas 77005, USA
| | - Michael Tsapatsis
- Departments of Chemistry and of Chemical Engineering and Materials Science and Chemical Theory Center, University of Minnesota, 207 Pleasant Street S.E., Minneapolis, Minnesota 55455, USA
| | - J Ilja Siepmann
- Departments of Chemistry and of Chemical Engineering and Materials Science and Chemical Theory Center, University of Minnesota, 207 Pleasant Street S.E., Minneapolis, Minnesota 55455, USA
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50
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Thornton AW, Winkler DA, Liu MS, Haranczyk M, Kennedy DF. Towards computational design of zeolite catalysts for CO2 reduction. RSC Adv 2015. [DOI: 10.1039/c5ra06214d] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Computational search of structure database for CO2 reduction catalysts using molecular simulation and machine learning.
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Affiliation(s)
| | - D. A. Winkler
- CSIRO Manufacturing Flagship
- Australia
- Monash Institute of Pharmaceutical Sciences
- Parkville 3052
- Australia
| | - M. S. Liu
- CSIRO Digital Productivity and Services Flagship
- Australia
| | - M. Haranczyk
- Lawrence Berkeley National Laboratory
- Computational Research Division
- Berkeley
- USA
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