Citation: Yang Wenyuan, Liang Hong, Qiao Zhiwei. High-Throughput Screening of Metal-Organic Frameworks for the Separation of Hydrogen Sulfide and Carbon Dioxide from Natural Gas[J]. Acta Chimica Sinica, ;2018, 76(10): 785-792. doi: 10.6023/A18070293 shu

High-Throughput Screening of Metal-Organic Frameworks for the Separation of Hydrogen Sulfide and Carbon Dioxide from Natural Gas

Guangzhou Key Laboratory for New Energy and Green Catalysis, School of Chemistry and Chemical Engineering, Guangzhou University, Guangzhou 510006, China

Corresponding author: Qiao Zhiwei, zqiao@gzhu.edu.cn
Received Date: 22 July 2018
Available Online: 13 October 2018
Fund Project: the National Natural Science Foundation of China 21576058the National Natural Science Foundation of China 21676094Project was supported by the National Natural Science Foundation of China (Nos. 21676094 and 21576058)

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In this work, the adsorption performance of 6013 computation-ready, experimental metal-organic frameworks (CoRE-MOFs) for the capture of H₂S and CO₂ from natural gas mixture (CH₄, C₂H₆, C₃H₈, H₂S and CO₂) is calculated by high-throughput screening of grand canonical Monte Carlo (GCMC) simulation in 298 K and 10 bar. For the comprehensive consideration of both adsorption capacities and selectivities of H₂S+CO₂, first, we compare three different tradeoff methods (α tradeoff method (Tradeoff between S_{H₂S+CO₂/C1-C3} and N_H₂S+CO₂, TSN), standard normal method (SNM), β tradeoff method (Tradeoff between selectivity and capacity, TSC)). The effect of selectivity on the new tradeoff variables are appropriately reduced by these tradeoff methods, because some of selectivities are very high. Thus, the new tradeoff variables can comprehensively evaluate the adsorption performance of CoRE-MOFs. Moreover, the correlation of each MOF descriptor (including the largest cavity diameter (LCD), void fraction (φ), surface area (VSA) and isosteric heat (Q_st⁰)) with three tradeoff variables are analyzed by Pearson correlation coefficient, respectively. The LCDs are calculated by Zeo++ software, but the φ and VSA are simulated by RASPA using probes of He and N₂, respectively. The Q_st⁰ of each adsorbate gas are calculated at infinite dilution condition using NVT-MC method. All GCMC simulations for the screening are carried out using RASPA software. The results show that TSC has the best correlation with four MOF descriptors and the linear model could sufficiently describe the relationship between TSC and four MOF descriptors. Pearson correlation coefficients of four descriptors were -0.613, -0.717, -0.673 and 0.536 on TSC, respectively. Multiple linear regression is applied to quantitatively determine the influencing degree of four descriptors on performance, respectively. Among the four descriptors, Q_st⁰, φ, and LCD have larger standardized regression coefficients compared with VSA. This indicates that Q_st⁰, φ, and LCD are more useful in describing the performances of the MOFs. Thus, these three descriptors are used in the decision tree modeling to define an effective path for screening high-performance MOFs. It is concluded that a maximum probability (77.6%) of finding the good MOFs can be obtained from the three descriptors. Finally, the 20 best MOFs stand out from the whole database, and find that the alkali or alkaline earth metals in MOFs could effectively enhance the separation performance of H₂S and CO₂. The microscopic insights and guidelines by this computational study can provide significant theoretical guidance for the development of adsorbent for the purification of natural gas.
- molecular simulation,
- metal-organic frameworks,
- adsorption,
- H₂S,
- CO₂
1. [1]
  Shahbaz, M.; Lean, H. H.; Farooq, A. Renew. Sust. Energy. Rev. 2013, 18, 87. doi: 10.1016/j.rser.2012.09.029
2. [2]
  Schoots, K.; Rivera-Tinoco, R.; Verbong, G.; Zwaan, D. V. B. Int. J. Greenhouse Gas Control 2011, 5, 1614. doi: 10.1016/j.ijggc.2011.09.008
3. [3]
  Wu, J. R.; Mao, H. Y. Nat. Gas. Ind. 2011, 31, 99.
4. [4]
  Yang, T. T.; Xiong, Y. T.; Cui, R. H.; Xiao, J.; Han, S. Y. Nat. Gas & Oil 2013, 31, 40. doi: 10.3969/j.issn.1006-5539.2013.02.011
5. [5]
  Fan, H.; Chen, L. J.; Zhao, H.; Zeng, J.; Sun, W. C.; Hu, K. N. Nat. Gas. Ind. 2011, 36, 34.
6. [6]
  Wang, J.; Zhang, X. P.; Li, E. T.; Ma, L.; Wang, S. L. J. Changzhou Univ. 2013, 25, 88.
7. [7]
  Zhang, X. D.; Li, H. X.; Hou, F. L.; Dong, H.; Zhu, Z.; Cui, L. F. J. Funct. Mater. 2016, 47, 8178. doi: 10.3969/j.issn.1001-9731.2016.08.031
8. [8]
  Palomino, M.; Corma, A.; Rey, F.; Valencia, S. Langmuir 2010, 26, 1910. doi: 10.1021/la9026656
9. [9]
  Shah, M. S.; Tsapatsis, M.; Siepman, J. I. Angew. Chem. 2016, 128, 6042. doi: 10.1002/ange.201600612
10. [10]
  Furukawa, H.; Cordova, K. E.; O'Keeffe, M.; Yaghi, O. M. Science 2013, 44, 974.
11. [11]
  Zhang, X. F.; An, X. H.; Liu, D. H.; Yang, Q. Y.; Yang, Z. H.; Zhong, C. L.; Lu, X. H. Acta Chim. Sinica 2011, 69, 84.
12. [12]
  Zhou, J. H.; Zhao, H. L.; Hu, J.; Liu, H. L.; Hu, Y. CIESC J. 2014, 65, 1680. doi: 10.3969/j.issn.0438-1157.2014.05.018
13. [13]
  Mu, W.; Liu, D. H.; Yang, Q. Y.; Zhong, C. L. Acta Phys.-Chim. Sin. 2010, 26, 1657. doi: 10.3866/PKU.WHXB20100616
14. [14]
  Wu, X. J.; Zhao, P.; Wang, J.; Liu, B. S.; Cai, W. Q. Acta Phys.-Chim. Sin. 2014, 30, 2043. doi: 10.3866/PKU.WHXB201409222
15. [15]
  Zhou, Z. E.; Xue, C. Y.; Yang, Q. Y.; Zhong, C. L. Acta Chim. Sinica 2009, 67, 477.
16. [16]
  Qiao, Z. W.; Wang, N. Y.; Jiang, J. W.; Zhou, J. Chem. Commun. 2015, 52, 974.
17. [17]
  Wu, P.; He, C.; Wang, J.; Peng, X. J. Am. Chem. Soc. 2012, 134, 14991. doi: 10.1021/ja305367j
18. [18]
  Kong, G. Q.; Ou, S.; Zou, C.; Wu, C. D. J. Am. Chem. Soc. 2012, 134, 19851. doi: 10.1021/ja309158a
19. [19]
  Zhang, Z. M.; Yang, J. F.; Chen, Y.; Wang, Y.; Li, L. B.; Li, J. P. CIESC J. 2015, 66, 3549.
20. [20]
  Han, S. Y.; Fan, W. D.; Gao, L.; Cao, Y. X.; Sun, D. F. Chem. Eng. Oil Gas. 2017, 46, 51.
21. [21]
  Wang, S.; Wu, D.; Huang, H.; Yang, M.; Tong, M.; Liu, D.; Zhong, C. L. Chin. J. Chem. Eng. 2015, 23, 1291. doi: 10.1016/j.cjche.2015.04.017
22. [22]
  Joshi, J.; Zhu, G.; Lee, J. J.; Carter, E. A.; Jones, C. W. Langmuir 2018, 34, 8443. doi: 10.1021/acs.langmuir.8b00889
23. [23]
  Belmabkhout, Y.; Pillai, R. S.; Alezi, D.; Shekhah, O.; Bhatt, P. M.; Chen, Z.; Adil, K.; Vaesen, S.; Weireld, G. D.; Pang, M.; Suetin, M.; Cairns, A. J.; Solovyeva, V.; Shkurenko, A.; Tall, O. E.; Maurin, G.; Eddaoudi, M. J. Mater. Chem. A 2017, 5, 3293. doi: 10.1039/C6TA09406F
24. [24]
  Bhatt, P. M.; Belmabkhout, Y.; Assen, A. H.; Weselinski, L. J.; Jiang, h.; Cadiau, A.; Xue, D. X.; Eddaoudi, M. Chem. Eng. J. 2017, 324, 392. doi: 10.1016/j.cej.2017.05.008
25. [25]
  Li, J. R.; Sculley, J.; Zhou, H. C. Chem. Rev. 2012, 112, 869. doi: 10.1021/cr200190s
26. [26]
  Wu, D.; Wang, C. C.; Liu, B.; Liu, D.; Yang, Q. Y.; Zhong, C. L. AIChE J. 2012, 58, 2078. doi: 10.1002/aic.v58.7
27. [27]
  Liu, B.; Smit, B. J. Phys. Chem. C 2016, 114, 8515.
28. [28]
  Bian, L.; Li, W.; Wei, Z. Z.; Liu, X. W.; Li, S. Acta Chim. Sinica 2018, 76, 303. doi: 10.3866/PKU.WHXB201708302
29. [29]
  Actintas, C.; Avci, G.; Daglar, H.; Gulcay, E.; Erucar, L.; Keskin, S. J. Mater. Chem. A 2018, 6, 5836. doi: 10.1039/C8TA01547C
30. [30]
  Xu, H.; Tong, M. M.; Wu, D.; Xiao, G.; Yang, Q. Y.; Liu, D. H.; Zhong, C. L. Acta Phys.-Chim. Sin. 2015, 31, 41. doi: 10.3866/PKU.WHXB201411132
31. [31]
  Wilmer, C. E.; Farha, O. K.; Bae, Y. S.; Hupp, J. T.; Snurr, R. Q. Energy Environ. Sci. 2012, 5, 9849. doi: 10.1039/c2ee23201d
32. [32]
  James, L. Technometrics 1983, 26, 415.
33. [33]
  Qiao, Z. W.; Peng, C. W.; Zhou, J.; Jiang, J. W. J. Mater. Chem. A 2016, 4, 15904. doi: 10.1039/C6TA06262H
34. [34]
  Qiao, Z. W.; Xu, Q.; Jiang, J. W. J. Membr. Sci. 2018, 551, 47. doi: 10.1016/j.memsci.2018.01.020
35. [35]
  Glover, T. G.; Peterson, G. W.; Schindler, B. J.; Britt, D.; Yaghil, O. Chem. Eng. Sci. 2011, 66, 163. doi: 10.1016/j.ces.2010.10.002
36. [36]
  Herm, Z. R.; Snisher, J. A.; Smit, B.; Krishna, R.; Long, J. R. J. Am. Chem. Soc. 2011, 133, 5664. doi: 10.1021/ja111411q
37. [37]
  Chung, Y. G.; Camp, J.; Haranczy, M.; Sikora, B. J.; Bury, W.; Krungleviciute, V.; Yidirim, T.; Farha, O. K.; Sholl, D. S.; Snurr, R. Q. Chem. Mater. 2014, 26, 6185. doi: 10.1021/cm502594j
38. [38]
  http://gregchung.github.io/CoRE-MOFs/.
39. [39]
  Willems, T. F.; Rycroft, C. H.; Kazi, M.; Meza, J. C.; Haranczyk, M. Microporous Mesoporous Mater. 2012, 149, 134. doi: 10.1016/j.micromeso.2011.08.020
40. [40]
  Dubbeldam, D.; Ellis, D. E.; Snurr, R. Q. Mol. Simul. 2016, 42, 81. doi: 10.1080/08927022.2015.1010082
41. [41]
  Wilmer, C. E.; Leaf, M.; Lee, C. Y.; Farha, O. K.; Hauser, B. G.; Hupp, J. T.; Snurr, R. Q. Nat. Chem. 2011, 4, 83.
42. [42]
  Wu, X. J.; Zheng, J.; Li, J.; Cai, W. Q. Acta Phys.-Chim. Sin. 2013, 29, 2207. doi: 10.3866/PKU.WHXB201307191
43. [43]
  Rappe, A. K.; Casewit, C. J.; Colwell, K. S. Ⅲ, W. A. G.; Skiff, W. M. J. Am. Chem. Soc. 1992, 114, 10024. doi: 10.1021/ja00051a040
44. [44]
  Kadantsev, E. S.; Boyd, P. G.; Daff, T. D.; Woo, T. K. J. Phys. Chem. Lett. 2013, 4, 3056. doi: 10.1021/jz401479k
45. [45]
  And, M. G.; Siepmann, J. I. J. Phys. Chem. B 1998, 102, 2569. doi: 10.1021/jp972543+
46. [46]
  Qiao, Z. W.; Xu, Q.; Cheetham, A. K.; Jiang, J. W. J. Phys. Chem. C 2017, 121, 22208. doi: 10.1021/acs.jpcc.7b07758
47. [47]
  Shah, M. S.; Tsapatsis, M.; Siepmann, J. I. J. Phys. Chem. B 2015, 119, 7041. doi: 10.1021/acs.jpcb.5b02536
48. [48]
  Ewald, P. P. Ann. Phys. 1921, 369, 253. doi: 10.1002/(ISSN)1521-3889
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