Flexible Metal–Organic Frameworks for Gas Handling Operations of CO2 and Its Isotopes: Mechanisms, Regulation Strategies and Potential Applications
Corresponding Author: Yangyang Guo
Nano-Micro Letters,
Vol. 18 (2026), Article Number: 371
Abstract
Global warming and the utilization of greenhouse gases have become a matter of worldwide concern. Porous adsorbents have emerged as core materials for effectively capturing CO2 and its isotopes. Flexible metal–organic frameworks (MOFs) stand out from traditional rigid adsorbents due to their unique structural flexibility and dynamic behavior. Owing to these characteristics, flexible MOFs have emerged as highly promising materials for CO2 adsorption and separation. Moreover, the high working capacity and excellent selectivity of flexible MOFs confer significant advantages for CO2 capture applications. They are expected to reduce energy consumption during adsorption–desorption cycles, positioning them as a promising new adsorbent. This review offers an overview of the dynamic behaviors of CO2 adsorption by flexible MOFs. Furthermore, we summarized the cutting-edge achievements in adjusting gating pressure, adsorption hysteresis loops, and CO2 affinity through ligand engineering, regulating the metal node, and functionalizing the pore environment. The challenges encountered with the material during actual carbon capture were discussed. Finally, an in-depth prospect is provided to promote the application of these materials in low-carbon energy and the high-value utilization of CO2 and its isotopes.
Highlights:
1 An overview of CO2 adsorption mechanisms in flexible metal-organic frameworks (MOFs) is presented from dynamic structure transformation and host-guest interactions.
2 Strategies of flexible regulation in the metal node, ligand, and pore functionalization are summarized.
3 The key challenges of vacuum pressure swing adsorption matching, industrial applications, and future opportunities of flexible MOFs are proposed.
Keywords
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- P. Friedlingstein, M. O’Sullivan, M.W. Jones, R.M. Andrew, J. Hauck et al., Global carbon budget 2024. Earth Syst. Sci. Data 17(3), 965–1039 (2025). https://doi.org/10.5194/essd-17-965-2025
- M. Karimi, M. Shirzad, J.A.C. Silva, A.E. Rodrigues, Carbon dioxide separation and capture by adsorption: a review. Environ. Chem. Lett. (2023). https://doi.org/10.1007/s10311-023-01589-z
- N. Mac Dowell, P.S. Fennell, N. Shah, G.C. Maitland, The role of CO2 capture and utilization in mitigating climate change. Nat. Clim. Chang. 7(4), 243–249 (2017). https://doi.org/10.1038/nclimate3231
- H.L. van Soest, M.G.J. den Elzen, D.P. van Vuuren, Net-zero emission targets for major emitting countries consistent with the Paris Agreement. Nat. Commun. 12(1), 2140 (2021). https://doi.org/10.1038/s41467-021-22294-x
- W. Gao, S. Liang, R. Wang, Q. Jiang, Y. Zhang et al., Industrial carbon dioxide capture and utilization: state of the art and future challenges. Chem. Soc. Rev. 49(23), 8584–8686 (2020). https://doi.org/10.1039/d0cs00025f
- R. Sahoo, S. Mondal, D. Mukherjee, M.C. Das, Metal–organic frameworks for CO2 separation from flue and biogas mixtures. Adv. Funct. Mater. 32(45), 2207197 (2022). https://doi.org/10.1002/adfm.202207197
- K. Jiao, G. Feng, J. Zhang, C. Wang, L. Zhang, Effect of multi-component gases on the behavior and mechanism of carbon deposition in hydrogen-rich blast furnaces. Energy 263, 125518 (2023). https://doi.org/10.1016/j.energy.2022.125518
- S. Zhang, Y. Shen, C. Zheng, Q. Xu, Y. Sun et al., Recent advances, challenges, and perspectives on carbon capture. Front. Environ. Sci. Eng. 18(6), 75 (2024). https://doi.org/10.1007/s11783-024-1835-0
- M. Pardakhti, T. Jafari, Z. Tobin, B. Dutta, E. Moharreri et al., Trends in solid adsorbent materials development for CO2 capture. ACS Appl. Mater. Interfaces 11(38), 34533–34559 (2019). https://doi.org/10.1021/acsami.9b08487
- H.-Y. Jiang, Z.-M. Wang, X.-Q. Sun, S.-J. Zeng, Y.-Y. Guo et al., Advanced materials for NH(3) capture: interaction sites and transport pathways. Nano-Micro Lett. 16(1), 228 (2024). https://doi.org/10.1007/s40820-024-01425-1
- Y. Gui, Y. Zheng, J. Sheng, P. Zhang, W. Chen et al., Research on the separation and purification of 14C emissions from nuclear power plant by chemical exchange method. J. Radioanal. Nucl. Chem. 331(9), 3979–3986 (2022). https://doi.org/10.1007/s10967-022-08457-0
- M.H. Barecka, M.K. Kovalev, M.Z. Muhamad, H. Ren, J.W. Ager et al., CO2 electroreduction favors carbon isotope 12C over 13C and facilitates isotope separation. iScience 26(10), 107834 (2023). https://doi.org/10.1016/j.isci.2023.107834
- Y. Guo, K. Du, L. Luo, S. Gu, N. Geng et al., Cyclic effects of sulfur deposition on CO2 by vacuum pressure swing adsorption from blast furnace gas. Carbon Capture Sci. Technol. 14, 100361 (2025). https://doi.org/10.1016/j.ccst.2025.100361
- J. Wang, X. Chen, T. Du, L. Liu, P.A. Webley et al., Hydrogen production from low pressure coke oven gas by vacuum pressure swing adsorption. Chem. Eng. J. 472, 144920 (2023). https://doi.org/10.1016/j.cej.2023.144920
- R.L. Siegelman, E.J. Kim, J.R. Long, Porous materials for carbon dioxide separations. Nat. Mater. 20(8), 1060–1072 (2021). https://doi.org/10.1038/s41563-021-01054-8
- Z. Tao, Y. Tian, W. Wu, Z. Liu, W. Fu et al., Development of zeolite adsorbents for CO2 separation in achieving carbon neutrality. npj Mater. Sustain. 2, 20 (2024). https://doi.org/10.1038/s44296-024-00023-x
- M. Kondo, T. Yoshitomi, H. Matsuzaka, S. Kitagawa, K. Seki, Three-dimensional framework with channeling cavities for small molecules: {[M2(4, 4′-bpy)3(NO3)4] ·xH2O}n (M=Co, Ni, Zn). Angew. Chem. Int. Ed. 36(16), 1725–1727 (1997). https://doi.org/10.1002/anie.199717251
- O.M. Yaghi, G. Li, H. Li, Selective binding and removal of guests in a microporous metal–organic framework. Nature 378(6558), 703–706 (1995). https://doi.org/10.1038/378703a0
- R. Kitaura, K. Seki, G. Akiyama, S. Kitagawa, Porous coordination-polymer crystals with gated channels specific for supercritical gases. Angew. Chem. Int. Ed. 42(4), 428–431 (2003). https://doi.org/10.1002/anie.200390130
- R. Banerjee, A. Phan, B. Wang, C. Knobler, H. Furukawa et al., High-throughput synthesis of zeolitic imidazolate frameworks and application to CO₂ capture. Science 319(5865), 939–943 (2008). https://doi.org/10.1126/science.1152516
- H. Li, M. Eddaoudi, M. O’Keeffe, O.M. Yaghi, Design and synthesis of an exceptionally stable and highly porous metal-organic framework. Nature 402(6759), 276–279 (1999). https://doi.org/10.1038/46248
- H. Deng, S. Grunder, K.E. Cordova, C. Valente, H. Furukawa et al., Large-pore apertures in a series of metal-organic frameworks. Science 336(6084), 1018–1023 (2012). https://doi.org/10.1126/science.1220131
- J. Sun, C.H. Kirk, Y. Pu, A.S. Palakkal, L.K.J. Ting et al., Water cluster triggered vitrification in HKUST-1 MOF crystal under pressure. InfoMat 8(3), e70100 (2026). https://doi.org/10.1002/inf2.70100
- S. Kitagawa, M. Kondo, Functional micropore chemistry of crystalline metal complex-assembled compounds. Bull. Chem. Soc. Jpn 71(8), 1739–1753 (1998). https://doi.org/10.1246/bcsj.71.1739
- S. Horike, S. Shimomura, S. Kitagawa, Soft porous crystals. Nat. Chem. 1(9), 695–704 (2009). https://doi.org/10.1038/nchem.444
- S. Kitagawa, R. Kitaura, S.-I. Noro, Functional porous coordination polymers. Angew. Chem. Int. Ed. 43(18), 2334–2375 (2004). https://doi.org/10.1002/anie.200300610
- J. Guo, S. Chu, F. Yuan, K.-I. Otake, M.-S. Yao et al., Soft porous crystals: flexible MOFs as a new class of adaptive materials. Ind. Chem. Mater. 3(6), 651–680 (2025). https://doi.org/10.1039/D5IM00067J
- N. Li, J. Pang, F. Lang, X.-H. Bu, Flexible metal-organic frameworks: from local structural design to functional realization. Acc. Chem. Res. 57(16), 2279–2292 (2024). https://doi.org/10.1021/acs.accounts.4c00253
- Y. Guo, L. Xu, J.-J. Zheng, N. Geng, Y. Wang et al., Functionalized dual/multiligand metal–organic frameworks for efficient CO2 capture under flue gas conditions. Environ. Sci. Technol. 58(50), 22456–22465 (2024). https://doi.org/10.1021/acs.est.4c08500
- Q.-Y. Ju, J.-J. Zheng, L. Xu, H.-Y. Jiang, Z.-Q. Xue et al., Enhanced carbon capture with motif-rich amino acid loaded defective robust metal-organic frameworks. Nano Res. 17(3), 2004–2010 (2024). https://doi.org/10.1007/s12274-023-5961-y
- F.-X. Coudert, A. Boutin, A.H. Fuchs, A.V. Neimark, Adsorption deformation and structural transitions in metal–organic frameworks: from the unit cell to the crystal. J. Phys. Chem. Lett. 4(19), 3198–3205 (2013). https://doi.org/10.1021/jz4013849
- A. Schneemann, V. Bon, I. Schwedler, I. Senkovska, S. Kaskel et al., Flexible metal–organic frameworks. Chem. Soc. Rev. 43(16), 6062–6096 (2014). https://doi.org/10.1039/c4cs00101j
- Q.-Y. Yang, P. Lama, S. Sen, M. Lusi, K.-J. Chen et al., Reversible switching between highly porous and nonporous phases of an interpenetrated diamondoid coordination network that exhibits gate-opening at methane storage pressures. Angew. Chem. Int. Ed. 57(20), 5684–5689 (2018). https://doi.org/10.1002/anie.201800820
- J.H. Lee, S. Jeoung, Y.G. Chung, H.R. Moon, Elucidation of flexible metal-organic frameworks: research progresses and recent developments. Coord. Chem. Rev. 389, 161–188 (2019). https://doi.org/10.1016/j.ccr.2019.03.008
- S. Krause, N. Hosono, S. Kitagawa, Chemistry of soft porous crystals: structural dynamics and gas adsorption properties. Angew. Chem. Int. Ed. 59(36), 15325–15341 (2020). https://doi.org/10.1002/anie.202004535
- H. Li, L. Li, R.-B. Lin, W. Zhou, Z. Zhang et al., Porous metal-organic frameworks for gas storage and separation: status and challenges. EnergyChem 1(1), 100006 (2019). https://doi.org/10.1016/j.enchem.2019.100006
- M. Wang, S. Zhou, S. Cao, Z. Wang, S. Liu et al., Stimulus-responsive adsorbent materials for CO2 capture and separation. J. Mater. Chem. A 8(21), 10519–10533 (2020). https://doi.org/10.1039/D0TA01863E
- X. Yao, K.E. Cordova, Y.-B. Zhang, Flexible metal–organic frameworks as CO2 adsorbents en route to energy-efficient carbon capture. Small Struct. 3(5), 2100209 (2022). https://doi.org/10.1002/sstr.202100209
- V.I. Nikolayenko, D.C. Castell, D. Sensharma, M. Shivanna, L. Loots et al., Reversible transformations between the non-porous phases of a flexible coordination network enabled by transient porosity. Nat. Chem. 15(4), 542–549 (2023). https://doi.org/10.1038/s41557-022-01128-3
- R. Pallach, J. Keupp, K. Terlinden, L. Frentzel-Beyme, M. Kloß et al., Frustrated flexibility in metal-organic frameworks. Nat. Commun. 12, 4097 (2021). https://doi.org/10.1038/s41467-021-24188-4
- J. Berger, S. Terruzzi, H. Bunzen, F. Ballerini, M. Vandone et al., CO(2) and temperature induced switching of a flexible metal-organic framework with surface-mounted nanops. Small 21(6), 2408137 (2025). https://doi.org/10.1002/smll.202408137
- D.-D. Zhou, J.-P. Zhang, On the role of flexibility for adsorptive separation. Acc. Chem. Res. 55(20), 2966–2977 (2022). https://doi.org/10.1021/acs.accounts.2c00418
- K. Chen, S.H. Mousavi, R. Singh, R.Q. Snurr, G. Li et al., Gating effect for gas adsorption in microporous materials-mechanisms and applications. Chem. Soc. Rev. 51(3), 1139–1166 (2022). https://doi.org/10.1039/d1cs00822f
- V. Bon, N. Kavoosi, I. Senkovska, S. Kaskel, Tolerance of flexible MOFs toward repeated adsorption stress. ACS Appl. Mater. Interfaces 7(40), 22292–22300 (2015). https://doi.org/10.1021/acsami.5b05456
- P. Freund, L. Mielewczyk, M. Rauche, I. Senkovska, S. Ehrling et al., MIL-53(Al)/carbon films for CO2-sensing at high pressure. ACS Sustain. Chem. Eng. 7(4), 4012–4018 (2019). https://doi.org/10.1021/acssuschemeng.8b05368
- A. Boutin, M.-A. Springuel-Huet, A. Nossov, A. Gédéon, T. Loiseau et al., Breathing transitions in MIL-53(Al) metal–organic framework upon xenon adsorption. Angew. Chem. Int. Ed. 48(44), 8314–8317 (2009). https://doi.org/10.1002/anie.200903153
- T. Loiseau, C. Serre, C. Huguenard, G. Fink, F. Taulelle et al., A rationale for the large breathing of the porous aluminum terephthalate (MIL-53) upon hydration. Chem. 10(6), 1373–1382 (2004). https://doi.org/10.1002/chem.200305413
- T. Kundu, B.B. Shah, L. Bolinois, D. Zhao, Functionalization-induced breathing control in metal–organic frameworks for methane storage with high deliverable capacity. Chem. Mater. 31(8), 2842–2847 (2019). https://doi.org/10.1021/acs.chemmater.8b05332
- S. Andonova, E. Ivanova, J. Yang, K. Hadjiivanov, Adsorption forms of CO2 on MIL-53(Al) and MIL-53(Al)–OHx as revealed by FTIR spectroscopy. J. Phys. Chem. C 121(34), 18665–18673 (2017). https://doi.org/10.1021/acs.jpcc.7b05538
- N. Chanut, A. Ghoufi, M.-V. Coulet, S. Bourrelly, B. Kuchta et al., Tailoring the separation properties of flexible metal-organic frameworks using mechanical pressure. Nat. Commun. 11, 1216 (2020). https://doi.org/10.1038/s41467-020-15036-y
- S. Bourrelly, P.L. Llewellyn, C. Serre, F. Millange, T. Loiseau et al., Different adsorption behaviors of methane and carbon dioxide in the isotypic nanoporous metal terephthalates MIL-53 and MIL-47. J. Am. Chem. Soc. 127(39), 13519–13521 (2005). https://doi.org/10.1021/ja054668v
- C. Serre, S. Bourrelly, A. Vimont, N.A. Ramsahye, G. Maurin et al., An explanation for the very large breathing effect of a metal–organic framework during CO2 adsorption. Adv. Mater. 19(17), 2246–2251 (2007). https://doi.org/10.1002/adma.200602645
- L. Hamon, P.L. Llewellyn, T. Devic, A. Ghoufi, G. Clet et al., Co-adsorption and separation of CO2−CH4 mixtures in the highly flexible MIL-53(Cr) MOF. J. Am. Chem. Soc. 131(47), 17490–17499 (2009). https://doi.org/10.1021/ja907556q
- H.J. Park, M.P. Suh, Stepwise and hysteretic sorption of N2, O2, CO2, and H2 gases in a porous metal–organic framework [Zn2(BPnDC)2(bpy). Chem. Commun. 46(4), 610–612 (2010). https://doi.org/10.1039/B913067E
- V. Bon, I. Senkovska, D. Wallacher, D.M. Többens, I. Zizak et al., In situ observation of gating phenomena in the flexible porous coordination polymer Zn2(BPnDC)2(bpy) (SNU-9) in a combined diffraction and gas adsorption experiment. Inorg. Chem. 53(3), 1513–1520 (2014). https://doi.org/10.1021/ic4024844
- Y. Inubushi, S. Horike, T. Fukushima, G. Akiyama, R. Matsuda et al., Modification of flexible part in Cu2+ interdigitated framework for CH4/CO2 separation. Chem. Commun. 46(48), 9229–9231 (2010). https://doi.org/10.1039/c0cc01294g
- N. Bönisch, M. Maliuta, I. Senkovska, V. Bon, P. Petkov et al., Linker expansion and its impact on switchability in pillared-layer MOFs. Inorg. Chem. 60(3), 1726–1737 (2021). https://doi.org/10.1021/acs.inorgchem.0c03218
- G. Kumari, N.R. Patil, V.S. Bhadram, R. Haldar, S. Bonakala et al., Understanding guest and pressure-induced porosity through structural transition in flexible interpenetrated MOF by Raman spectroscopy. J. Raman Spectrosc. 47(2), 149–155 (2016). https://doi.org/10.1002/jrs.4766
- S. Surblé, C. Serre, C. Mellot-Draznieks, F. Millange, G. Férey, A new isoreticular class of metal-organic-frameworks with the MIL-88 topology. Chem. Commun. 3, 284–286 (2006). https://doi.org/10.1039/b512169h
- P.V. Dau, M. Kim, S.J. Garibay, F.H.L. Münch, C.E. Moore et al., Single-atom ligand changes affect breathing in an extended metal-organic framework. Inorg. Chem. 51(10), 5671–5676 (2012). https://doi.org/10.1021/ic202683s
- Y. Ying, Z. Zhang, S.B. Peh, A. Karmakar, Y. Cheng et al., Pressure-responsive two-dimensional metal–organic framework composite membranes for CO2 separation. Angew. Chem. Int. Ed. 60(20), 11318–11325 (2021). https://doi.org/10.1002/anie.202017089
- M.L. Foo, R. Matsuda, Y. Hijikata, R. Krishna, H. Sato et al., An adsorbate discriminatory gate effect in a flexible porous coordination polymer for selective adsorption of CO2 over C2H2. J. Am. Chem. Soc. 138(9), 3022–3030 (2016). https://doi.org/10.1021/jacs.5b10491
- J. Zhang, W. Kosaka, H. Miyasaka, Control of gas sorption gate-opening in solid solutions of one-dimensional coordination polymers. Chem. Lett. 48(11), 1308–1311 (2019). https://doi.org/10.1246/cl.190557
- L. Li, F. Xiang, Y. Li, Y. Yang, Z. Yuan et al., Optimizing propylene/propane sieving separation through gate-pressure control within a flexible organic framework. Angew. Chem. Int. Ed. 64(7), e202419047 (2025). https://doi.org/10.1002/anie.202419047
- J. Peng, Z. Liu, Y. Wu, S. Xian, Z. Li, High-performance selective CO2 capture on a stable and flexible metal–organic framework via discriminatory gate-opening effect. ACS Appl. Mater. Interfaces 14(18), 21089–21097 (2022). https://doi.org/10.1021/acsami.2c04779
- C. Lu, S. Liu, Z. Wang, X. Wei, X. Chen et al., Acetylene-triggered gate-opening behavior in a stable rigid-flexible MOF for efficient C2H2/CO2 separation. Adv. Mater. 38(3), e14488 (2026). https://doi.org/10.1002/adma.202514488
- M. Pera-Titus, D. Farrusseng, Guest-induced gate opening and breathing phenomena in soft porous crystals: building thermodynamically consistent isotherms. J. Phys. Chem. C 116(2), 1638–1649 (2012). https://doi.org/10.1021/jp210174h
- X.-W. Zhang, J.-P. Zhang, X.-M. Chen, Molecule-based crystalline adsorbents: advancing adsorption theory and storage/separation applications. Acc. Mater. Res. 6(3), 259–273 (2025). https://doi.org/10.1021/accountsmr.4c00316
- A. Kondo, H. Noguchi, S. Ohnishi, H. Kajiro, A. Tohdoh et al., Novel expansion/shrinkage modulation of 2D layered MOF triggered by clathrate formation with CO2 molecules. Nano Lett. 6(11), 2581–2584 (2006). https://doi.org/10.1021/nl062032b
- H. Kanoh, A. Kondo, H. Noguchi, H. Kajiro, A. Tohdoh et al., Elastic layer-structured metal organic frameworks (ELMs). J. Colloid Interface Sci. 334(1), 1–7 (2009). https://doi.org/10.1016/j.jcis.2009.03.020
- Y. Cheng, H. Kajiro, H. Noguchi, A. Kondo, T. Ohba et al., Tuning of gate opening of an elastic layered structure MOF in CO2 sorption with a trace of alcohol molecules. Langmuir 27(11), 6905–6909 (2011). https://doi.org/10.1021/la201008v
- M. Ichikawa, A. Kondo, H. Noguchi, N. Kojima, T. Ohba et al., Double-step gate phenomenon in CO2 sorption of an elastic layer-structured MOF. Langmuir 32(38), 9722–9726 (2016). https://doi.org/10.1021/acs.langmuir.6b02551
- S. Hiraide, Y. Sakanaka, H. Kajiro, S. Kawaguchi, M.T. Miyahara et al., High-throughput gas separation by flexible metal-organic frameworks with fast gating and thermal management capabilities. Nat. Commun. 11(1), 3867 (2020). https://doi.org/10.1038/s41467-020-17625-3
- Y. Sakanaka, S. Hiraide, I. Sugawara, H. Uematsu, S. Kawaguchi et al., Generalised analytical method unravels framework-dependent kinetics of adsorption-induced structural transition in flexible metal–organic frameworks. Nat. Commun. 14, 6862 (2023). https://doi.org/10.1038/s41467-023-42448-3
- S. Hiraide, K. Nishimoto, S. Watanabe, Controlling the steepness of gate-opening behavior on elastic layer-structured metal–organic framework-11 via solvent-mediated phase transformation. J. Mater. Chem. A 12(29), 18193–18203 (2024). https://doi.org/10.1039/D4TA02068E
- S. Rahman, A. Arami-Niya, X. Yang, G. Xiao, G. Li et al., Temperature dependence of adsorption hysteresis in flexible metal organic frameworks. Commun. Chem. 3, 186 (2020). https://doi.org/10.1038/s42004-020-00429-3
- H. Arima, S. Hiraide, S. Watanabe, Elucidating the p size-dependent guest-induced structural transition of flexible metal–organic frameworks by exploring cooperative nature. J. Mater. Chem. A 12(35), 23647–23657 (2024). https://doi.org/10.1039/D4TA04222K
- X.-C. Huang, Y.-Y. Lin, J.-P. Zhang, X.-M. Chen, Ligand-directed strategy for zeolite-type metal–organic frameworks: zinc(II) imidazolates with unusual zeolitic topologies. Angew. Chem. Int. Ed. 45(10), 1557–1559 (2006). https://doi.org/10.1002/anie.200503778
- K.S. Park, Z. Ni, A.P. Côté, J.Y. Choi, R. Huang et al., Exceptional chemical and thermal stability of zeolitic imidazolate frameworks. Proc. Natl. Acad. Sci. U.S.A. 103(27), 10186–10191 (2006). https://doi.org/10.1073/pnas.0602439103
- S. Aguado, G. Bergeret, M.P. Titus, V. Moizan, C. Nieto-Draghi et al., Guest-induced gate-opening of a zeolite imidazolate framework. New J. Chem. 35(3), 546–550 (2011). https://doi.org/10.1039/c0nj00836b
- A. Arami-Niya, G. Birkett, Z. Zhu, T.E. Rufford, Gate opening effect of zeolitic imidazolate framework ZIF-7 for adsorption of CH4 and CO2 from N2. J. Mater. Chem. A 5(40), 21389–21399 (2017). https://doi.org/10.1039/C7TA03755D
- Y. Du, B. Wooler, M. Nines, P. Kortunov, C.S. Paur et al., New high- and low-temperature phase changes of ZIF-7: elucidation and prediction of the thermodynamics of transitions. J. Am. Chem. Soc. 137(42), 13603–13611 (2015). https://doi.org/10.1021/jacs.5b08362
- W. Cai, T. Lee, M. Lee, W. Cho, D.-Y. Han et al., Thermal structural transitions and carbon dioxide adsorption properties of zeolitic imidazolate framework-7 (ZIF-7). J. Am. Chem. Soc. 136(22), 7961–7971 (2014). https://doi.org/10.1021/ja5016298
- P. Zhao, H. Fang, S. Mukhopadhyay, A. Li, S. Rudić et al., Structural dynamics of a metal–organic framework induced by CO2 migration in its non-uniform porous structure. Nat. Commun. 10, 999 (2019). https://doi.org/10.1038/s41467-019-08939-y
- P. Zhao, G.I. Lampronti, G.O. Lloyd, M.T. Wharmby, S. Facq et al., Phase transitions in zeolitic imidazolate framework 7: the importance of framework flexibility and guest-induced instability. Chem. Mater. 26(5), 1767–1769 (2014). https://doi.org/10.1021/cm500407f
- K. Nakagawa, D. Tanaka, S. Horike, S. Shimomura, M. Higuchi et al., Enhanced selectivity of CO2 from a ternary gas mixture in an interdigitated porous framework. Chem. Commun. 46(24), 4258–4260 (2010). https://doi.org/10.1039/C0CC00027B
- T. Fukushima, S. Horike, Y. Inubushi, K. Nakagawa, Y. Kubota et al., Solid solutions of soft porous coordination polymers: fine-tuning of gas adsorption properties. Angew. Chem. Int. Ed. 49(28), 4820–4824 (2010). https://doi.org/10.1002/anie.201000989
- S. Horike, Y. Inubushi, T. Hori, T. Fukushima, S. Kitagawa, A solid solution approach to 2D coordination polymers for CH4/CO2 and CH4/C2H6 gas separation: equilibrium and kinetic studies. Chem. Sci. 3(1), 116–120 (2012). https://doi.org/10.1039/C1SC00591J
- B. Li, B. Chen, A flexible metal-organic framework with double interpenetration for highly selective CO2 capture at room temperature. Sci. China Chem. 59(8), 965–969 (2016). https://doi.org/10.1007/s11426-016-0040-1
- M. Inukai, M. Tamura, S. Horike, M. Higuchi, S. Kitagawa et al., Storage of CO2 into porous coordination polymer controlled by molecular rotor dynamics. Angew. Chem. Int. Ed. 57(28), 8687–8690 (2018). https://doi.org/10.1002/anie.201805111
- A. Sharma, N. Dwarkanath, S. Balasubramanian, Thermally activated dynamic gating underlies higher gas adsorption at higher temperatures in metal–organic frameworks. J. Mater. Chem. A 9(48), 27398–27407 (2021). https://doi.org/10.1039/D1TA06562A
- F.M. Amombo Noa, E.S. Grape, M. Åhlén, W.E. Reinholdsson, C.R. Göb et al., Chiral lanthanum metal-organic framework with gated CO2 sorption and concerted framework flexibility. J. Am. Chem. Soc. 144(19), 8725–8733 (2022). https://doi.org/10.1021/jacs.2c02351
- P. Iacomi, B. Zheng, S. Krause, S. Kaskel, G. Maurin et al., Low temperature calorimetry coupled with molecular simulations for an in-depth characterization of the guest-dependent compliant behavior of MOFs. Chem. Mater. 32(8), 3489–3498 (2020). https://doi.org/10.1021/acs.chemmater.0c00417
- Y. Gu, J.-J. Zheng, K.-I. Otake, K. Sugimoto, N. Hosono et al., Structural-deformation-energy-modulation strategy in a soft porous coordination polymer with an interpenetrated framework. Angew. Chem. Int. Ed. 59(36), 15517–15521 (2020). https://doi.org/10.1002/anie.202003186
- B.-Q. Song, M. Shivanna, M.-Y. Gao, S.-Q. Wang, C.-H. Deng et al., Shape-memory effect enabled by ligand substitution and CO2 affinity in a flexible SIFSIX coordination network. Angew. Chem. Int. Ed. 62(47), e202309985 (2023). https://doi.org/10.1002/anie.202309985
- L.-Q. Yang, J. Yu, S.-C. Fan, Y. Wang, W.-Y. Yuan et al., Regulation on C2H2/CO2 adsorption and separation by molecular rotors in metal–organic frameworks. J. Mater. Chem. A 12(27), 16427–16437 (2024). https://doi.org/10.1039/D4TA03374D
- S.K. Elsaidi, M.H. Mohamed, D. Banerjee, P.K. Thallapally, Flexibility in metal–organic frameworks: a fundamental understanding. Coord. Chem. Rev. 358, 125–152 (2018). https://doi.org/10.1016/j.ccr.2017.11.022
- X. Cui, K. Chen, H. Xing, Q. Yang, R. Krishna et al., Pore chemistry and size control in hybrid porous materials for acetylene capture from ethylene. Science 353(6295), 141–144 (2016). https://doi.org/10.1126/science.aaf2458
- O.T. Qazvini, R. Babarao, S.G. Telfer, Selective capture of carbon dioxide from hydrocarbons using a metal-organic framework. Nat. Commun. 12(1), 197 (2021). https://doi.org/10.1038/s41467-020-20489-2
- J. Luo, G. Yang, G. Zhang, Z. Huang, J. Peng et al., Kinetic sieving separation of a gating macrocyclic crystal for purification of propylene. Chem 10(10), 3148–3158 (2024). https://doi.org/10.1016/j.chempr.2024.06.007
- B. Chen, S. Xiang, G. Qian, Metal-organic frameworks with functional pores for recognition of small molecules. Acc. Chem. Res. 43(8), 1115–1124 (2010). https://doi.org/10.1021/ar100023y
- Y. Gu, J.-J. Zheng, K.-I. Otake, S. Sakaki, H. Ashitani et al., Soft corrugated channel with synergistic exclusive discrimination gating for CO2 recognition in gas mixture. Nat. Commun. 14(1), 4245 (2023). https://doi.org/10.1038/s41467-023-39470-w
- J.-P. Zhang, P.-Q. Liao, H.-L. Zhou, R.-B. Lin, X.-M. Chen, Single-crystal X-ray diffraction studies on structural transformations of porous coordination polymers. Chem. Soc. Rev. 43(16), 5789–5814 (2014). https://doi.org/10.1039/C4CS00129J
- N. Behera, J. Duan, W. Jin, S. Kitagawa, The chemistry and applications of flexible porous coordination polymers. EnergyChem 3(6), 100067 (2021). https://doi.org/10.1016/j.enchem.2021.100067
- A.-X. Zhu, Q.-Y. Yang, A. Kumar, C. Crowley, S. Mukherjee et al., Coordination network that reversibly switches between two nonporous polymorphs and a high surface area porous phase. J. Am. Chem. Soc. 140(46), 15572–15576 (2018). https://doi.org/10.1021/jacs.8b08642
- M.-H. Yu, B. Space, D. Franz, W. Zhou, C. He et al., Enhanced gas uptake in a microporous metal-organic framework via a sorbate induced-fit mechanism. J. Am. Chem. Soc. 141(44), 17703–17712 (2019). https://doi.org/10.1021/jacs.9b07807
- P. Wang, K.-I. Otake, S. Hiraide, Y. Kubota, S. Kawaguchi et al., Flexible porous coordination polymer with multiple configurations for guest recognition and switchable CO2 sorption properties. Chem. Lett. 53(7), upae128 (2024). https://doi.org/10.1093/chemle/upae128
- X.-W. Zhang, R.-H. Wang, J.-P. Zhang, X.-M. Chen, Plastic pores for switchable and optimized adsorption behaviors. ACS Cent. Sci. 11(3), 479–485 (2025). https://doi.org/10.1021/acscentsci.4c02155
- Y. Sakata, S. Furukawa, M. Kondo, K. Hirai, N. Horike et al., Shape-memory nanopores induced in coordination frameworks by crystal downsizing. Science 339(6116), 193–196 (2013). https://doi.org/10.1126/science.1231451
- X. Li, X. Chen, F. Jiang, L. Chen, S. Lu et al., The dynamic response of a flexible indium based metal–organic framework to gas sorption. Chem. Commun. 52(11), 2277–2280 (2016). https://doi.org/10.1039/C5CC09461E
- M. Shivanna, Q.-Y. Yang, A. Bajpai, S. Sen, N. Hosono et al., Readily accessible shape-memory effect in a porous interpenetrated coordination network. Sci. Adv. 4(4), eaaq1636 (2018). https://doi.org/10.1126/sciadv.aaq1636
- H. Yang, T.X. Trieu, X. Zhao, Y. Wang, Y. Wang et al., Lock-and-key and shape-memory effects in an unconventional synthetic path to magnesium metal–organic frameworks. Angew. Chem. Int. Ed. 58(34), 11757–11762 (2019). https://doi.org/10.1002/anie.201905876
- J.-P. Zhang, X.-M. Chen, Optimized acetylene/carbon dioxide sorption in a dynamic porous crystal. J. Am. Chem. Soc. 131(15), 5516–5521 (2009). https://doi.org/10.1021/ja8089872
- S. Henke, A. Schneemann, A. Wütscher, R.A. Fischer, Directing the breathing behavior of pillared-layered metal–organic frameworks via a systematic library of functionalized linkers bearing flexible substituents. J. Am. Chem. Soc. 134(22), 9464–9474 (2012). https://doi.org/10.1021/ja302991b
- H.-L. Jiang, T.A. Makal, H.-C. Zhou, Interpenetration control in metal–organic frameworks for functional applications. Coord. Chem. Rev. 257(15–16), 2232–2249 (2013). https://doi.org/10.1016/j.ccr.2013.03.017
- C. Martí-Gastaldo, D. Antypov, J.E. Warren, M.E. Briggs, P.A. Chater et al., Side-chain control of porosity closure in single- and multiple-peptide-based porous materials by cooperative folding. Nat. Chem. 6(4), 343–351 (2014). https://doi.org/10.1038/nchem.1871
- I. Senkovska, V. Bon, L. Abylgazina, M. Mendt, J. Berger et al., Understanding MOF flexibility: an analysis focused on pillared layer MOFs as a model system. Angew. Chem. Int. Ed. 62(33), e202218076 (2023). https://doi.org/10.1002/anie.202218076
- A.-X. Zhu, Q.-Y. Yang, S. Mukherjee, A. Kumar, C.-H. Deng et al., Tuning the gate-opening pressure in a switching pcu coordination network, X-pcu-5-Zn, by pillar-ligand substitution. Angew. Chem. Int. Ed. 58(50), 18212–18217 (2019). https://doi.org/10.1002/anie.201909977
- M.K. Taylor, T. Runčevski, J. Oktawiec, M.I. Gonzalez, R.L. Siegelman et al., Tuning the adsorption-induced phase change in the flexible metal–organic framework co(bdp). J. Am. Chem. Soc. 138(45), 15019–15026 (2016). https://doi.org/10.1021/jacs.6b09155
- M. Sadakiyo, T. Yamada, K. Kato, M. Takata, H. Kitagawa, A significant change in selective adsorption behaviour for ethanol by flexibility control through the type of central metals in a metal–organic framework. Chem. Sci. 7(2), 1349–1356 (2016). https://doi.org/10.1039/C5SC03325J
- M.I. Breeze, G. Clet, B.C. Campo, A. Vimont, M. Daturi et al., Isomorphous substitution in a flexible metal–organic framework: mixed-metal, mixed-valent MIL-53 type materials. Inorg. Chem. 52(14), 8171–8182 (2013). https://doi.org/10.1021/ic400923d
- G. Lee, D. Choi, M. Oh, Activating the gate-opening of a metal–organic framework and maximizing its adsorption capacity. J. Am. Chem. Soc. 147(15), 12811–12820 (2025). https://doi.org/10.1021/jacs.5c01399
- N. Klein, H.C. Hoffmann, A. Cadiau, J. Getzschmann, M.R. Lohe et al., Structural flexibility and intrinsic dynamics in the M2(2, 6-ndc)2(dabco) (M = Ni, Cu Co, Zn) metal–organic frameworks. J. Mater. Chem. 22(20), 10303–10312 (2012). https://doi.org/10.1039/C2JM15601F
- A. Schneemann, P. Vervoorts, I. Hante, M. Tu, S. Wannapaiboon et al., Different breathing mechanisms in flexible pillared-layered metal–organic frameworks: impact of the metal center. Chem. Mater. 30(5), 1667–1676 (2018). https://doi.org/10.1021/acs.chemmater.7b05052
- D. Perl, S.J. Lee, A. Ferguson, G.B. Jameson, S.G. Telfer, Hetero-interpenetrated metal-organic frameworks. Nat. Chem. 15(10), 1358–1364 (2023). https://doi.org/10.1038/s41557-023-01277-z
- J. Yan, S. Jiang, S. Ji, D. Shi, H. Cheng, Metal-organic framework MIL-53(Al): synthesis, catalytic performance for the Friedel-Crafts acylation, and reaction mechanism. Sci. China Chem. 58(10), 1544–1552 (2015). https://doi.org/10.1007/s11426-015-5359-0
- J. Schaber, S. Krause, S. Paasch, I. Senkovska, V. Bon et al., In situ monitoring of unique switching transitions in the pressure-amplifying flexible framework material DUT-49 by high-pressure 129Xe NMR spectroscopy. J. Phys. Chem. C 121(9), 5195–5200 (2017). https://doi.org/10.1021/acs.jpcc.7b01204
- P.S. Petkov, V. Bon, C.L. Hobday, A.B. Kuc, P. Melix et al., Conformational isomerism controls collective flexibility in metal–organic framework DUT-8(Ni). Phys. Chem. Chem. Phys. 21(2), 674–680 (2019). https://doi.org/10.1039/c8cp06600k
- L.-Q. Yang, Y. Wang, W.-Y. Yuan, Q.-G. Zhai, Shifting C2H2/CO2 adsorption and separation in pillar-layered metal–organic frameworks finely-regulated by molecular rotation. Small 21(6), 2409939 (2025). https://doi.org/10.1002/smll.202409939
- P. Horcajada, F. Salles, S. Wuttke, T. Devic, D. Heurtaux et al., How linker’s modification controls swelling properties of highly flexible iron(III) dicarboxylates MIL-88. J. Am. Chem. Soc. 133(44), 17839–17847 (2011). https://doi.org/10.1021/ja206936e
- S. Wang, N. Xhaferaj, M. Wahiduzzaman, K. Oyekan, X. Li et al., Engineering structural dynamics of zirconium metal–organic frameworks based on natural C4 linkers. J. Am. Chem. Soc. 141(43), 17207–17216 (2019). https://doi.org/10.1021/jacs.9b07816
- M. Bonneau, C. Lavenn, J.-J. Zheng, A. Legrand, T. Ogawa et al., Tunable acetylene sorption by flexible catenated metal-organic frameworks. Nat. Chem. 14(7), 816–822 (2022). https://doi.org/10.1038/s41557-022-00928-x
- I. Akiyama, T. Kato, S. Kannaka, A. Ito, M. Ohtani, Effect of boron-doping on gate-opening CO2 adsorption in zinc-benzimidazolate coordination networks. ACS Appl. Mater. Interfaces 16(19), 24816–24822 (2024). https://doi.org/10.1021/acsami.4c04296
- L.W. Bingel, J.D. Evans, T. Kim, J.K. Scott, K.S. Walton, Influence of postsynthetic ligand exchange in ZIF-7 on gate-opening pressure and CO2/CH4 mixture separation. Chem. Mater. 36(24), 11756–11769 (2024). https://doi.org/10.1021/acs.chemmater.4c01815
- R.L. Siegelman, T.M. McDonald, M.I. Gonzalez, J.D. Martell, P.J. Milner et al., Controlling cooperative CO2 adsorption in diamine-appended Mg2(dobpdc) metal–organic frameworks. J. Am. Chem. Soc. 139(30), 10526–10538 (2017). https://doi.org/10.1021/jacs.7b05858
- S.T. Parker, A. Smith, A.C. Forse, W.-C. Liao, F. Brown-Altvater et al., Evaluation of the stability of diamine-appended Mg2(dobpdc) frameworks to sulfur dioxide. J. Am. Chem. Soc. 144(43), 19849–19860 (2022). https://doi.org/10.1021/jacs.2c07498
- T.M. McDonald, W.R. Lee, J.A. Mason, B.M. Wiers, C.S. Hong et al., Capture of carbon dioxide from air and flue gas in the alkylamine-appended metal-organic framework mmen-Mg2(dobpdc). J. Am. Chem. Soc. 134(16), 7056–7065 (2012). https://doi.org/10.1021/ja300034j
- J.H. Choe, H. Kim, H. Yun, J.F. Kurisingal, N. Kim et al., Extended MOF-74-type variant with an azine linkage: efficient direct air capture and one-pot synthesis. J. Am. Chem. Soc. 146(28), 19337–19349 (2024). https://doi.org/10.1021/jacs.4c05318
- Z. Zhu, S.T. Parker, A.C. Forse, J.-H. Lee, R.L. Siegelman et al., Cooperative carbon dioxide capture in diamine-appended magnesium–olsalazine frameworks. J. Am. Chem. Soc. 145(31), 17151–17163 (2023). https://doi.org/10.1021/jacs.3c03870
- T.M. McDonald, J.A. Mason, X. Kong, E.D. Bloch, D. Gygi et al., Cooperative insertion of CO2 in diamine-appended metal-organic frameworks. Nature 519(7543), 303–308 (2015). https://doi.org/10.1038/nature14327
- A. Hazra, D.P. van Heerden, S. Sanyal, P. Lama, C. Esterhuysen et al., CO2-induced single-crystal to single-crystal transformations of an interpenetrated flexible MOF explained by in situ crystallographic analysis and molecular modeling. Chem. Sci. 10(43), 10018–10024 (2019). https://doi.org/10.1039/c9sc04043a
- K. Koupepidou, V.I. Nikolayenko, D. Sensharma, A.A. Bezrukov, M. Shivanna et al., Control over phase transformations in a family of flexible double diamondoid coordination networks through linker ligand substitution. Chem. Mater. 35(9), 3660–3670 (2023). https://doi.org/10.1021/acs.chemmater.3c00334
- K.T. Chue, J.N. Kim, Y.J. Yoo, S.H. Cho, R.T. Yang, Comparison of activated carbon and zeolite 13X for CO2 recovery from flue gas by pressure swing adsorption. Ind. Eng. Chem. Res. 34(2), 591–598 (1995). https://doi.org/10.1021/ie00041a020
- D. Fairen-Jimenez, S.A. Moggach, M.T. Wharmby, P.A. Wright, S. Parsons et al., Opening the gate: framework flexibility in ZIF-8 explored by experiments and simulations. J. Am. Chem. Soc. 133(23), 8900–8902 (2011). https://doi.org/10.1021/ja202154j
- Z.R. Herm, J.A. Swisher, B. Smit, R. Krishna, J.R. Long, Metal−Organic frameworks as adsorbents for hydrogen purification and precombustion carbon dioxide capture. J. Am. Chem. Soc. 133(15), 5664–5667 (2011). https://doi.org/10.1021/ja111411q
- K. Sumida, D.L. Rogow, J.A. Mason, T.M. McDonald, E.D. Bloch et al., Carbon dioxide capture in metal–organic frameworks. Chem. Rev. 112(2), 724–781 (2012). https://doi.org/10.1021/cr2003272
- D. Danaci, E. Pulidori, L. Bernazzani, C. Petit, M. Taddei, Evaluating the CO2 capture performance of a “phase-change” metal–organic framework in a pressure-vacuum swing adsorption process. Mol. Syst. Des. Eng. 8(12), 1526–1539 (2023). https://doi.org/10.1039/D3ME00098B
- L. Li, H.S. Jung, J.W. Lee, Y.T. Kang, Review on applications of metal–organic frameworks for CO2 capture and the performance enhancement mechanisms. Renew. Sustain. Energy Rev. 162, 112441 (2022). https://doi.org/10.1016/j.rser.2022.112441
- T.-H. Bae, M.R. Hudson, J.A. Mason, W.L. Queen, J.J. Dutton et al., Evaluation of cation-exchanged zeolite adsorbents for post-combustion carbon dioxide capture. Energy Environ. Sci. 6(1), 128–138 (2013). https://doi.org/10.1039/c2ee23337a
- J.E. Eichler, H. Leonard, E.K. Yang, L.A. Smith, S.N. Lauro et al., Dual-cation activation of N-enriched porous carbons improves control of CO2 and N2 adsorption thermodynamics for selective CO2 capture. Adv. Funct. Mater. 34(51), 2410171 (2024). https://doi.org/10.1002/adfm.202410171
- Y. Takakura, S. Sugimoto, J. Fujiki, H. Kajiro, T. Yajima et al., Model-based analysis of a highly efficient CO2 separation process using flexible metal–organic frameworks with isotherm hysteresis. ACS Sustain. Chem. Eng. 10(45), 14935–14947 (2022). https://doi.org/10.1021/acssuschemeng.2c05058
- I. Majchrzak-Kucęba, D. Wawrzyńczak, A. Ściubidło, Application of metal-organic frameworks in VPSA technology for CO2 capture. Fuel 255, 115773 (2019). https://doi.org/10.1016/j.fuel.2019.115773
- A. Henrotin, N. Heymans, M.E. Duprez, G. Mouchaham, C. Serre et al., Lab-scale pilot for CO2 capture vacuum pressure swing adsorption: MIL-160(Al) vs zeolite 13X. Carbon Capture Sci. Technol. 12, 100224 (2024). https://doi.org/10.1016/j.ccst.2024.100224
- N.A.A. Qasem, R. Ben-Mansour, Energy and productivity efficient vacuum pressure swing adsorption process to separate CO2 from CO2/N2 mixture using Mg-MOF-74: a CFD simulation. Appl. Energy 209, 190–202 (2018). https://doi.org/10.1016/j.apenergy.2017.10.098
- S. Krishnamurthy, V.R. Rao, S. Guntuka, P. Sharratt, R. Haghpanah et al., CO2 capture from dry flue gas by vacuum swing adsorption: a pilot plant study. AIChE J. 60(5), 1830–1842 (2014). https://doi.org/10.1002/aic.14435
- S. He, T. Guo, W. Tian, N. Liu, N. Geng et al., Optimized preparation of zeolite adsorbent from blast furnace slag for CO2 capture evaluation via VPSA process. Sep. Purif. Technol. 384, 136284 (2026). https://doi.org/10.1016/j.seppur.2025.136284
- M. Xu, S. Chen, D.-K. Seo, S. Deng, Evaluation and optimization of VPSA processes with nanostructured zeolite NaX for post-combustion CO2 capture. Chem. Eng. J. 371, 693–705 (2019). https://doi.org/10.1016/j.cej.2019.03.275
- C. Shen, Z. Liu, P. Li, J. Yu, Two-stage VPSA process for CO2 capture from flue gas using activated carbon beads. Ind. Eng. Chem. Res. 51(13), 5011–5021 (2012). https://doi.org/10.1021/ie202097y
- Y.-T. Wang, S. Jalife, A. Robles, M. Đerić, J.I. Wu et al., Efficient CO2/CO separation by pressure swing adsorption using an intrinsically nanoporous molecular crystal. ACS Appl. Nano Mater. 5(10), 14021–14026 (2022). https://doi.org/10.1021/acsanm.2c01535
- Y.-T. Wang, C. McHale, X. Wang, C.-K. Chang, Y.-C. Chuang et al., Cyclotetrabenzoin acetate: a macrocyclic porous molecular crystal for CO2 separations by pressure swing adsorption. Angew. Chem. Int. Ed. 60(27), 14931–14937 (2021). https://doi.org/10.1002/anie.202102813
- T. Remy, G.V. Baron, J.F.M. Denayer, Modeling the effect of structural changes during dynamic separation processes on MOFs. Langmuir 27(21), 13064–13071 (2011). https://doi.org/10.1021/la203374a
- L. Joss, M. Hefti, Z. Bjelobrk, M. Mazzotti, On the potential of phase-change adsorbents for CO2 capture by temperature swing adsorption. Energy Procedia 114, 2271–2278 (2017). https://doi.org/10.1016/j.egypro.2017.03.1375
- E.J. Carrington, C.A. McAnally, A.J. Fletcher, S.P. Thompson, M. Warren et al., Solvent-switchable continuous-breathing behaviour in a diamondoid metal-organic framework and its influence on CO2 versus CH4 selectivity. Nat. Chem. 9(9), 882–889 (2017). https://doi.org/10.1038/nchem.2747
- X. Yang, A. Arami-Niya, G. Xiao, E.F. May, Flexible adsorbents at high pressure: observations and correlation of ZIF-7 stepped sorption isotherms for nitrogen, argon, and other gases. Langmuir 36(49), 14967–14977 (2020). https://doi.org/10.1021/acs.langmuir.0c02279
- S. Hiraide, Y. Sakanaka, Y. Iida, H. Arima, M.T. Miyahara et al., Theoretical isotherm equation for adsorption-induced structural transition on flexible metal–organic frameworks. Proc. Natl. Acad. Sci. U. S. A. 120(31), e2305573120 (2023). https://doi.org/10.1073/pnas.2305573120
- J.M. Kolle, M. Fayaz, A. Sayari, Understanding the effect of water on CO2 adsorption. Chem. Rev. 121(13), 7280–7345 (2021). https://doi.org/10.1021/acs.chemrev.0c00762
- D. Song, S. Zou, Z. Ji, Y. Li, H. Li et al., One-step ethylene purification from ternary mixture through adaptive recognition sites. Angew. Chem. Int. Ed. 64(14), e202423496 (2025). https://doi.org/10.1002/anie.202423496
- R. Yang, Y. Wang, J.-W. Cao, Z.-M. Ye, T. Pham et al., Hydrogen bond unlocking-driven pore structure control for shifting multi-component gas separation function. Nat. Commun. 15(1), 804 (2024). https://doi.org/10.1038/s41467-024-45081-w
- Q. Dong, X. Zhang, S. Liu, R.-B. Lin, Y. Guo et al., Tuning gate-opening of a flexible metal–organic framework for ternary gas sieving separation. Angew. Chem. Int. Ed. 59(50), 22756–22762 (2020). https://doi.org/10.1002/anie.202011802
- Y.-J. Song, Y.-H. Zuo, Z.-F. Li, G. Li, Recent advances in carboxylate-based indium(iii)–organic frameworks. Inorg. Chem. Front. 11(21), 7256–7295 (2024). https://doi.org/10.1039/d4qi02014f
- C. Xiao, J. Tian, Q. Chen, M. Hong, Water-stable metal–organic frameworks (MOFs): rational construction and carbon dioxide capture. Chem. Sci. 15(5), 1570–1610 (2024). https://doi.org/10.1039/D3SC06076D
- D. Bazer-Bachi, L. Assié, V. Lecocq, B. Harbuzaru, V. Falk, Towards industrial use of metal-organic framework: impact of shaping on the MOF properties. Powder Technol. 255, 52–59 (2014). https://doi.org/10.1016/j.powtec.2013.09.013
- M. Kriesten, J. Vargas Schmitz, J. Siegel, C.E. Smith, M. Kaspereit et al., Shaping of flexible metal-organic frameworks: combining macroscopic stability and framework flexibility. Eur. J. Inorg. Chem. (2019). https://doi.org/10.1002/ejic.201901100
- J.-B. Lin, T.T.T. Nguyen, R. Vaidhyanathan, J. Burner, J.M. Taylor et al., A scalable metal-organic framework as a durable physisorbent for carbon dioxide capture. Science 374(6574), 1464–1469 (2021). https://doi.org/10.1126/science.abi7281
- D. Chakraborty, A. Yurdusen, G. Mouchaham, F. Nouar, C. Serre, Large-scale production of metal–organic frameworks. Adv. Funct. Mater. 34(43), 2309089 (2024). https://doi.org/10.1002/adfm.202309089
- Z. Chen, X. Yang, R. Wang, Engineering metal-organic frameworks via diverse shaping methods for enhanced sorption-based applications. Matter 8(11), 102369 (2025). https://doi.org/10.1016/j.matt.2025.102369
- S. Cong, Y. Yuan, J. Wang, Z. Wang, F. Kapteijn et al., Highly water-permeable metal–organic framework MOF-303 membranes for desalination. J. Am. Chem. Soc. 143(48), 20055–20058 (2021). https://doi.org/10.1021/jacs.1c10192
- I. Majchrzak-Kucęba, A. Ściubidło, Shaping metal–organic framework (MOF) powder materials for CO2 capture applications: a thermogravimetric study. J. Therm. Anal. Calorim. 138(6), 4139–4144 (2019). https://doi.org/10.1007/s10973-019-08314-5
- Y. Chen, S. Li, X. Pei, J. Zhou, X. Feng et al., A solvent-free hot-pressing method for preparing metal–organic-framework coatings. Angew. Chem. Int. Ed. 55(10), 3419–3423 (2016). https://doi.org/10.1002/anie.201511063
- Y. Jin, H. Wang, H. Cheng, M. Feng, M. Zhang et al., Rapid solid-phase synthesis of highly crystalline covalent organic framework platelets. Nat. Chem. Eng. 2(9), 581–593 (2025). https://doi.org/10.1038/s44286-025-00277-9
- J. Park, Y.S. Chae, D.W. Kang, M. Kang, J.H. Choe et al., Shaping of a metal–organic framework–polymer composite and its CO2 adsorption performances from humid indoor air. ACS Appl. Mater. Interfaces 13(21), 25421–25427 (2021). https://doi.org/10.1021/acsami.1c06089
- Y. Song, T. Ke, J. Shen, J. Li, X. Zhu et al., Shaped layered two-dimensional fluorinated metal-organic frameworks for highly efficient acetylene/ethylene separation. Sep. Purif. Technol. 323, 124377 (2023). https://doi.org/10.1016/j.seppur.2023.124377
- J. Liu, B. Li, V. Martins, Y. Huang, Y. Song, Enhancing CO2 adsorption in MIL-53(Al) through pressure–temperature modulation: insights from guest–host interactions. J. Phys. Chem. C 128(19), 8007–8015 (2024). https://doi.org/10.1021/acs.jpcc.3c06789
- F.-X. Coudert, M. Jeffroy, A.H. Fuchs, A. Boutin, C. Mellot-Draznieks, Thermodynamics of guest-induced structural transitions in hybrid organic-inorganic frameworks. J. Am. Chem. Soc. 130(43), 14294–14302 (2008). https://doi.org/10.1021/ja805129c
- R. Numaguchi, H. Tanaka, S. Watanabe, M.T. Miyahara, Simulation study for adsorption-induced structural transition in stacked-layer porous coordination polymers: Equilibrium and hysteretic adsorption behaviors. J. Chem. Phys. 138(5), 054708 (2013). https://doi.org/10.1063/1.4789810
- R. Numaguchi, H. Tanaka, S. Watanabe, M.T. Miyahara, Dependence of adsorption-induced structural transition on framework structure of porous coordination polymers. J. Chem. Phys. 140(4), 044707 (2014). https://doi.org/10.1063/1.4862735
- S. Hiraide, H. Arima, H. Tanaka, M.T. Miyahara, Slacking of gate adsorption behavior on metal–organic frameworks under an external force. ACS Appl. Mater. Interfaces 13(25), 30213–30223 (2021). https://doi.org/10.1021/acsami.1c07370
- H. Arima, S. Hiraide, M.T. Miyahara, S. Watanabe, Validating the mechanism underlying the slacking of the gate-opening behavior in flexible metal–organic frameworks arising from the application of external force. ACS Appl. Mater. Interfaces 15(30), 36975–36987 (2023). https://doi.org/10.1021/acsami.3c05923
- S.-C. Fan, Y.-P. Li, J.-W. Wang, C.-C. Xing, Z.-Y. Liu et al., Local-global synergistic pore space partition in metal-organic frameworks for boosting CO2 capture and conversion. J. Am. Chem. Soc. 147(43), 39379–39390 (2025). https://doi.org/10.1021/jacs.5c11494
- B. Song, Y. Liang, Y. Zhou, L. Zhang, H. Li et al., CO2-based stable porous metal–organic frameworks for CO2 utilization. J. Am. Chem. Soc. 146(21), 14835–14843 (2024). https://doi.org/10.1021/jacs.4c03476
- S. Wang, M. Zhou, Z. Li, J. Liang, Y. Su et al., Dynamic reversible evolution of vicinal/bonding heteronuclear diatoms drives relay reductive C-N coupling for enhancive urea electrosynthesis. InfoMat 7(11), e70051 (2025). https://doi.org/10.1002/inf2.70051
- Y. Zhang, Y. Chen, Y. Li, M. Cheng, P. Yan et al., Unconventional rectifying interface of bimetal/carbon catalyst act as charge emitter for efficiently bending *CO2 to stably drive the formation of formate. InfoMat 8(1), e70078 (2026). https://doi.org/10.1002/inf2.70078
- K. Amano, K. Ito, K. Otake, Y. Umeda (Tokyo Electric Power CO Inc (Toep-C)), JP2010094654-A, (2010)
- S.-M. Hong, H. Jang, S. Noh, H.W. Kang, Y.-Z. Cho, Management of carbon dioxide released from spent nuclear fuel through voloxidation. J. Radioanal. Nucl. Chem. 330(3), 695–705 (2021). https://doi.org/10.1007/s10967-021-07972-w
- Y. Su, K.-I. Otake, J.-J. Zheng, S. Horike, S. Kitagawa et al., Separating water isotopologues using diffusion-regulatory porous materials. Nature 611(7935), 289–294 (2022). https://doi.org/10.1038/s41586-022-05310-y
- J. Wang, L. Jin, S. Wen, C. Ma, P. Ning et al., Progress of MOFs/solid material composite adsorbent for efficient CO2 adsorption and separation. Coord. Chem. Rev. 549, 217334 (2026). https://doi.org/10.1016/j.ccr.2025.217334
- S.K. Gebremariam, L.F. Dumée, P.L. Llewellyn, Y.F. AlWahedi, G.N. Karanikolos, Metal-organic framework hybrid adsorbents for carbon capture–A review. J. Environ. Chem. Eng. 11(2), 109291 (2023). https://doi.org/10.1016/j.jece.2023.109291
- X. Jiang, Y. Wang, H. Wang, L. Cheng, J.-W. Cao et al., Integration of ordered porous materials for targeted three-component gas separation. Nat. Commun. 16(1), 694 (2025). https://doi.org/10.1038/s41467-025-55991-y
- H. Zhou, Y. Lin, Y. Ma, L. Han, Z. Cai et al., Hierarchical structure Fe@CNFs@Co/C elastic aerogels with intelligent electromagnetic wave absorption. InfoMat 7(1), e12630 (2025). https://doi.org/10.1002/inf2.12630
- M. Sedighi, M.J. Azarhoosh, H. Alamgholiloo, N.N. Pesyan, Engineering CALF-20/graphene oxide nanocomposites for enhancing CO2/N2 capture performance. Process. Saf. Environ. Prot. 190, 1481–1493 (2024). https://doi.org/10.1016/j.psep.2024.08.005
- Y. Chen, D. Lv, J. Wu, J. Xiao, H. Xi et al., A new MOF-505@GO composite with high selectivity for CO2/CH4 and CO2/N2 separation. Chem. Eng. J. 308, 1065–1072 (2017). https://doi.org/10.1016/j.cej.2016.09.138
- Q. Al-Naddaf, A.A. Rownaghi, F. Rezaei, Multicomponent adsorptive separation of CO2, CO, CH4, N2, and H2 over core-shell zeolite-5A@MOF-74 composite adsorbents. Chem. Eng. J. 384, 123251 (2020). https://doi.org/10.1016/j.cej.2019.123251
- K. Xuan, L. Zhong, R.M. Othman, G.P. Lithoxoos, F. Almansour et al., On CO2 capture capacity and mechanisms for zeolite templated carbon, MOF-199, and 13X zeolite in dry and humid conditions. Sep. Purif. Technol. 363, 132080 (2025). https://doi.org/10.1016/j.seppur.2025.132080
- F. Bahmanzadegan, A. Ghaemi, R. Norouzbeigi, Ecofriendly novel hydrophobic core-shell zeolite@MOF nanoadsorbent for CO2 capture. J. CO2 Util. 100, 103183 (2025). https://doi.org/10.1016/j.jcou.2025.103183
- H. Arima, S. Hiraide, H. Nagano, L. Abylgazina, I. Senkovska et al., Atomic force microscopy strategies for capturing guest-induced structural transitions in single flexible metal-organic framework ps. J. Am. Chem. Soc. 147(17), 14491–14503 (2025). https://doi.org/10.1021/jacs.5c01377
- P. Iacomi, F. Alabarse, R. Appleyard, T. Lemaire, C. Thessieu et al., Structural insight of MOFs under combined mechanical and adsorption stimuli. Angew. Chem. Int. Ed. 61(22), e202201924 (2022). https://doi.org/10.1002/anie.202201924
- K.T. Butler, D.W. Davies, H. Cartwright, O. Isayev, A. Walsh, Machine learning for molecular and materials science. Nature 559(7715), 547–555 (2018). https://doi.org/10.1038/s41586-018-0337-2
- P.G. Boyd, A. Chidambaram, E. García-Díez, C.P. Ireland, T.D. Daff et al., Data-driven design of metal–organic frameworks for wet flue gas CO2 capture. Nature 576(7786), 253–256 (2019). https://doi.org/10.1038/s41586-019-1798-7
- Y. Luo, S. Bag, O. Zaremba, A. Cierpka, J. Andreo et al., MOF synthesis prediction enabled by automatic data mining and machine learning. Angew. Chem. Int. Ed. 61(19), e202200242 (2022). https://doi.org/10.1002/anie.202200242
- S. Li, S. Deng, X. Yuan, Machine learning-empowered plastic-derived porous carbons for high-performance CO2capture. Acc. Mater. Res. 6(11), 1319–1331 (2025). https://doi.org/10.1021/accountsmr.5c00185
- S. Guo, X. Huang, Y. Situ, Q. Huang, K. Guan et al., Interpretable machine-learning and big data mining to predict gas diffusivity in metal-organic frameworks. Adv. Sci. 10(21), 2301461 (2023). https://doi.org/10.1002/advs.202301461
- Z. Zheng, Z. Rong, N. Rampal, C. Borgs, J.T. Chayes et al., A GPT-4 reticular chemist for guiding MOF discovery. Angew. Chem. Int. Ed. 62(46), e202311983 (2023). https://doi.org/10.1002/anie.202311983
- P.Z. Moghadam, Y.G. Chung, R.Q. Snurr, Progress toward the computational discovery of new metal–organic framework adsorbents for energy applications. Nat. Energy 9(2), 121–133 (2024). https://doi.org/10.1038/s41560-023-01417-2
- Y. Li, S. Guo, B. Wang, J. Sun, L. Zhao et al., Machine learning-assisted wearable sensor array for comprehensive ammonia and nitrogen dioxide detection in wide relative humidity range. InfoMat 6(6), e12544 (2024). https://doi.org/10.1002/inf2.12544
- H. Mashhadimoslem, M.A. Abdol, K. Zanganeh, A. Shafeen, A.A. AlHammadi et al., Development of the CO2 adsorption model on porous adsorbent materials using machine learning algorithms. ACS Appl. Energy Mater. 7(19), 8596–8609 (2024). https://doi.org/10.1021/acsaem.4c01465
- Y. Wang, Z.-J. Jiang, W. Lu, D. Li, Machine learning-assisted exploration of chemical space of MOF-5 analogs for enhanced C2H6/C2H4 separation. Angew. Chem. Int. Ed. 64(21), e202500783 (2025). https://doi.org/10.1002/anie.202500783
- J.M. Findley, J.A. Steckel, Investigation of the effect of framework flexibility on CO2 adsorption in SIFSIX-3-Cu using a machine-learned force field. J. Phys. Chem. C 129(42), 19145–19155 (2025). https://doi.org/10.1021/acs.jpcc.5c05096
References
P. Friedlingstein, M. O’Sullivan, M.W. Jones, R.M. Andrew, J. Hauck et al., Global carbon budget 2024. Earth Syst. Sci. Data 17(3), 965–1039 (2025). https://doi.org/10.5194/essd-17-965-2025
M. Karimi, M. Shirzad, J.A.C. Silva, A.E. Rodrigues, Carbon dioxide separation and capture by adsorption: a review. Environ. Chem. Lett. (2023). https://doi.org/10.1007/s10311-023-01589-z
N. Mac Dowell, P.S. Fennell, N. Shah, G.C. Maitland, The role of CO2 capture and utilization in mitigating climate change. Nat. Clim. Chang. 7(4), 243–249 (2017). https://doi.org/10.1038/nclimate3231
H.L. van Soest, M.G.J. den Elzen, D.P. van Vuuren, Net-zero emission targets for major emitting countries consistent with the Paris Agreement. Nat. Commun. 12(1), 2140 (2021). https://doi.org/10.1038/s41467-021-22294-x
W. Gao, S. Liang, R. Wang, Q. Jiang, Y. Zhang et al., Industrial carbon dioxide capture and utilization: state of the art and future challenges. Chem. Soc. Rev. 49(23), 8584–8686 (2020). https://doi.org/10.1039/d0cs00025f
R. Sahoo, S. Mondal, D. Mukherjee, M.C. Das, Metal–organic frameworks for CO2 separation from flue and biogas mixtures. Adv. Funct. Mater. 32(45), 2207197 (2022). https://doi.org/10.1002/adfm.202207197
K. Jiao, G. Feng, J. Zhang, C. Wang, L. Zhang, Effect of multi-component gases on the behavior and mechanism of carbon deposition in hydrogen-rich blast furnaces. Energy 263, 125518 (2023). https://doi.org/10.1016/j.energy.2022.125518
S. Zhang, Y. Shen, C. Zheng, Q. Xu, Y. Sun et al., Recent advances, challenges, and perspectives on carbon capture. Front. Environ. Sci. Eng. 18(6), 75 (2024). https://doi.org/10.1007/s11783-024-1835-0
M. Pardakhti, T. Jafari, Z. Tobin, B. Dutta, E. Moharreri et al., Trends in solid adsorbent materials development for CO2 capture. ACS Appl. Mater. Interfaces 11(38), 34533–34559 (2019). https://doi.org/10.1021/acsami.9b08487
H.-Y. Jiang, Z.-M. Wang, X.-Q. Sun, S.-J. Zeng, Y.-Y. Guo et al., Advanced materials for NH(3) capture: interaction sites and transport pathways. Nano-Micro Lett. 16(1), 228 (2024). https://doi.org/10.1007/s40820-024-01425-1
Y. Gui, Y. Zheng, J. Sheng, P. Zhang, W. Chen et al., Research on the separation and purification of 14C emissions from nuclear power plant by chemical exchange method. J. Radioanal. Nucl. Chem. 331(9), 3979–3986 (2022). https://doi.org/10.1007/s10967-022-08457-0
M.H. Barecka, M.K. Kovalev, M.Z. Muhamad, H. Ren, J.W. Ager et al., CO2 electroreduction favors carbon isotope 12C over 13C and facilitates isotope separation. iScience 26(10), 107834 (2023). https://doi.org/10.1016/j.isci.2023.107834
Y. Guo, K. Du, L. Luo, S. Gu, N. Geng et al., Cyclic effects of sulfur deposition on CO2 by vacuum pressure swing adsorption from blast furnace gas. Carbon Capture Sci. Technol. 14, 100361 (2025). https://doi.org/10.1016/j.ccst.2025.100361
J. Wang, X. Chen, T. Du, L. Liu, P.A. Webley et al., Hydrogen production from low pressure coke oven gas by vacuum pressure swing adsorption. Chem. Eng. J. 472, 144920 (2023). https://doi.org/10.1016/j.cej.2023.144920
R.L. Siegelman, E.J. Kim, J.R. Long, Porous materials for carbon dioxide separations. Nat. Mater. 20(8), 1060–1072 (2021). https://doi.org/10.1038/s41563-021-01054-8
Z. Tao, Y. Tian, W. Wu, Z. Liu, W. Fu et al., Development of zeolite adsorbents for CO2 separation in achieving carbon neutrality. npj Mater. Sustain. 2, 20 (2024). https://doi.org/10.1038/s44296-024-00023-x
M. Kondo, T. Yoshitomi, H. Matsuzaka, S. Kitagawa, K. Seki, Three-dimensional framework with channeling cavities for small molecules: {[M2(4, 4′-bpy)3(NO3)4] ·xH2O}n (M=Co, Ni, Zn). Angew. Chem. Int. Ed. 36(16), 1725–1727 (1997). https://doi.org/10.1002/anie.199717251
O.M. Yaghi, G. Li, H. Li, Selective binding and removal of guests in a microporous metal–organic framework. Nature 378(6558), 703–706 (1995). https://doi.org/10.1038/378703a0
R. Kitaura, K. Seki, G. Akiyama, S. Kitagawa, Porous coordination-polymer crystals with gated channels specific for supercritical gases. Angew. Chem. Int. Ed. 42(4), 428–431 (2003). https://doi.org/10.1002/anie.200390130
R. Banerjee, A. Phan, B. Wang, C. Knobler, H. Furukawa et al., High-throughput synthesis of zeolitic imidazolate frameworks and application to CO₂ capture. Science 319(5865), 939–943 (2008). https://doi.org/10.1126/science.1152516
H. Li, M. Eddaoudi, M. O’Keeffe, O.M. Yaghi, Design and synthesis of an exceptionally stable and highly porous metal-organic framework. Nature 402(6759), 276–279 (1999). https://doi.org/10.1038/46248
H. Deng, S. Grunder, K.E. Cordova, C. Valente, H. Furukawa et al., Large-pore apertures in a series of metal-organic frameworks. Science 336(6084), 1018–1023 (2012). https://doi.org/10.1126/science.1220131
J. Sun, C.H. Kirk, Y. Pu, A.S. Palakkal, L.K.J. Ting et al., Water cluster triggered vitrification in HKUST-1 MOF crystal under pressure. InfoMat 8(3), e70100 (2026). https://doi.org/10.1002/inf2.70100
S. Kitagawa, M. Kondo, Functional micropore chemistry of crystalline metal complex-assembled compounds. Bull. Chem. Soc. Jpn 71(8), 1739–1753 (1998). https://doi.org/10.1246/bcsj.71.1739
S. Horike, S. Shimomura, S. Kitagawa, Soft porous crystals. Nat. Chem. 1(9), 695–704 (2009). https://doi.org/10.1038/nchem.444
S. Kitagawa, R. Kitaura, S.-I. Noro, Functional porous coordination polymers. Angew. Chem. Int. Ed. 43(18), 2334–2375 (2004). https://doi.org/10.1002/anie.200300610
J. Guo, S. Chu, F. Yuan, K.-I. Otake, M.-S. Yao et al., Soft porous crystals: flexible MOFs as a new class of adaptive materials. Ind. Chem. Mater. 3(6), 651–680 (2025). https://doi.org/10.1039/D5IM00067J
N. Li, J. Pang, F. Lang, X.-H. Bu, Flexible metal-organic frameworks: from local structural design to functional realization. Acc. Chem. Res. 57(16), 2279–2292 (2024). https://doi.org/10.1021/acs.accounts.4c00253
Y. Guo, L. Xu, J.-J. Zheng, N. Geng, Y. Wang et al., Functionalized dual/multiligand metal–organic frameworks for efficient CO2 capture under flue gas conditions. Environ. Sci. Technol. 58(50), 22456–22465 (2024). https://doi.org/10.1021/acs.est.4c08500
Q.-Y. Ju, J.-J. Zheng, L. Xu, H.-Y. Jiang, Z.-Q. Xue et al., Enhanced carbon capture with motif-rich amino acid loaded defective robust metal-organic frameworks. Nano Res. 17(3), 2004–2010 (2024). https://doi.org/10.1007/s12274-023-5961-y
F.-X. Coudert, A. Boutin, A.H. Fuchs, A.V. Neimark, Adsorption deformation and structural transitions in metal–organic frameworks: from the unit cell to the crystal. J. Phys. Chem. Lett. 4(19), 3198–3205 (2013). https://doi.org/10.1021/jz4013849
A. Schneemann, V. Bon, I. Schwedler, I. Senkovska, S. Kaskel et al., Flexible metal–organic frameworks. Chem. Soc. Rev. 43(16), 6062–6096 (2014). https://doi.org/10.1039/c4cs00101j
Q.-Y. Yang, P. Lama, S. Sen, M. Lusi, K.-J. Chen et al., Reversible switching between highly porous and nonporous phases of an interpenetrated diamondoid coordination network that exhibits gate-opening at methane storage pressures. Angew. Chem. Int. Ed. 57(20), 5684–5689 (2018). https://doi.org/10.1002/anie.201800820
J.H. Lee, S. Jeoung, Y.G. Chung, H.R. Moon, Elucidation of flexible metal-organic frameworks: research progresses and recent developments. Coord. Chem. Rev. 389, 161–188 (2019). https://doi.org/10.1016/j.ccr.2019.03.008
S. Krause, N. Hosono, S. Kitagawa, Chemistry of soft porous crystals: structural dynamics and gas adsorption properties. Angew. Chem. Int. Ed. 59(36), 15325–15341 (2020). https://doi.org/10.1002/anie.202004535
H. Li, L. Li, R.-B. Lin, W. Zhou, Z. Zhang et al., Porous metal-organic frameworks for gas storage and separation: status and challenges. EnergyChem 1(1), 100006 (2019). https://doi.org/10.1016/j.enchem.2019.100006
M. Wang, S. Zhou, S. Cao, Z. Wang, S. Liu et al., Stimulus-responsive adsorbent materials for CO2 capture and separation. J. Mater. Chem. A 8(21), 10519–10533 (2020). https://doi.org/10.1039/D0TA01863E
X. Yao, K.E. Cordova, Y.-B. Zhang, Flexible metal–organic frameworks as CO2 adsorbents en route to energy-efficient carbon capture. Small Struct. 3(5), 2100209 (2022). https://doi.org/10.1002/sstr.202100209
V.I. Nikolayenko, D.C. Castell, D. Sensharma, M. Shivanna, L. Loots et al., Reversible transformations between the non-porous phases of a flexible coordination network enabled by transient porosity. Nat. Chem. 15(4), 542–549 (2023). https://doi.org/10.1038/s41557-022-01128-3
R. Pallach, J. Keupp, K. Terlinden, L. Frentzel-Beyme, M. Kloß et al., Frustrated flexibility in metal-organic frameworks. Nat. Commun. 12, 4097 (2021). https://doi.org/10.1038/s41467-021-24188-4
J. Berger, S. Terruzzi, H. Bunzen, F. Ballerini, M. Vandone et al., CO(2) and temperature induced switching of a flexible metal-organic framework with surface-mounted nanops. Small 21(6), 2408137 (2025). https://doi.org/10.1002/smll.202408137
D.-D. Zhou, J.-P. Zhang, On the role of flexibility for adsorptive separation. Acc. Chem. Res. 55(20), 2966–2977 (2022). https://doi.org/10.1021/acs.accounts.2c00418
K. Chen, S.H. Mousavi, R. Singh, R.Q. Snurr, G. Li et al., Gating effect for gas adsorption in microporous materials-mechanisms and applications. Chem. Soc. Rev. 51(3), 1139–1166 (2022). https://doi.org/10.1039/d1cs00822f
V. Bon, N. Kavoosi, I. Senkovska, S. Kaskel, Tolerance of flexible MOFs toward repeated adsorption stress. ACS Appl. Mater. Interfaces 7(40), 22292–22300 (2015). https://doi.org/10.1021/acsami.5b05456
P. Freund, L. Mielewczyk, M. Rauche, I. Senkovska, S. Ehrling et al., MIL-53(Al)/carbon films for CO2-sensing at high pressure. ACS Sustain. Chem. Eng. 7(4), 4012–4018 (2019). https://doi.org/10.1021/acssuschemeng.8b05368
A. Boutin, M.-A. Springuel-Huet, A. Nossov, A. Gédéon, T. Loiseau et al., Breathing transitions in MIL-53(Al) metal–organic framework upon xenon adsorption. Angew. Chem. Int. Ed. 48(44), 8314–8317 (2009). https://doi.org/10.1002/anie.200903153
T. Loiseau, C. Serre, C. Huguenard, G. Fink, F. Taulelle et al., A rationale for the large breathing of the porous aluminum terephthalate (MIL-53) upon hydration. Chem. 10(6), 1373–1382 (2004). https://doi.org/10.1002/chem.200305413
T. Kundu, B.B. Shah, L. Bolinois, D. Zhao, Functionalization-induced breathing control in metal–organic frameworks for methane storage with high deliverable capacity. Chem. Mater. 31(8), 2842–2847 (2019). https://doi.org/10.1021/acs.chemmater.8b05332
S. Andonova, E. Ivanova, J. Yang, K. Hadjiivanov, Adsorption forms of CO2 on MIL-53(Al) and MIL-53(Al)–OHx as revealed by FTIR spectroscopy. J. Phys. Chem. C 121(34), 18665–18673 (2017). https://doi.org/10.1021/acs.jpcc.7b05538
N. Chanut, A. Ghoufi, M.-V. Coulet, S. Bourrelly, B. Kuchta et al., Tailoring the separation properties of flexible metal-organic frameworks using mechanical pressure. Nat. Commun. 11, 1216 (2020). https://doi.org/10.1038/s41467-020-15036-y
S. Bourrelly, P.L. Llewellyn, C. Serre, F. Millange, T. Loiseau et al., Different adsorption behaviors of methane and carbon dioxide in the isotypic nanoporous metal terephthalates MIL-53 and MIL-47. J. Am. Chem. Soc. 127(39), 13519–13521 (2005). https://doi.org/10.1021/ja054668v
C. Serre, S. Bourrelly, A. Vimont, N.A. Ramsahye, G. Maurin et al., An explanation for the very large breathing effect of a metal–organic framework during CO2 adsorption. Adv. Mater. 19(17), 2246–2251 (2007). https://doi.org/10.1002/adma.200602645
L. Hamon, P.L. Llewellyn, T. Devic, A. Ghoufi, G. Clet et al., Co-adsorption and separation of CO2−CH4 mixtures in the highly flexible MIL-53(Cr) MOF. J. Am. Chem. Soc. 131(47), 17490–17499 (2009). https://doi.org/10.1021/ja907556q
H.J. Park, M.P. Suh, Stepwise and hysteretic sorption of N2, O2, CO2, and H2 gases in a porous metal–organic framework [Zn2(BPnDC)2(bpy). Chem. Commun. 46(4), 610–612 (2010). https://doi.org/10.1039/B913067E
V. Bon, I. Senkovska, D. Wallacher, D.M. Többens, I. Zizak et al., In situ observation of gating phenomena in the flexible porous coordination polymer Zn2(BPnDC)2(bpy) (SNU-9) in a combined diffraction and gas adsorption experiment. Inorg. Chem. 53(3), 1513–1520 (2014). https://doi.org/10.1021/ic4024844
Y. Inubushi, S. Horike, T. Fukushima, G. Akiyama, R. Matsuda et al., Modification of flexible part in Cu2+ interdigitated framework for CH4/CO2 separation. Chem. Commun. 46(48), 9229–9231 (2010). https://doi.org/10.1039/c0cc01294g
N. Bönisch, M. Maliuta, I. Senkovska, V. Bon, P. Petkov et al., Linker expansion and its impact on switchability in pillared-layer MOFs. Inorg. Chem. 60(3), 1726–1737 (2021). https://doi.org/10.1021/acs.inorgchem.0c03218
G. Kumari, N.R. Patil, V.S. Bhadram, R. Haldar, S. Bonakala et al., Understanding guest and pressure-induced porosity through structural transition in flexible interpenetrated MOF by Raman spectroscopy. J. Raman Spectrosc. 47(2), 149–155 (2016). https://doi.org/10.1002/jrs.4766
S. Surblé, C. Serre, C. Mellot-Draznieks, F. Millange, G. Férey, A new isoreticular class of metal-organic-frameworks with the MIL-88 topology. Chem. Commun. 3, 284–286 (2006). https://doi.org/10.1039/b512169h
P.V. Dau, M. Kim, S.J. Garibay, F.H.L. Münch, C.E. Moore et al., Single-atom ligand changes affect breathing in an extended metal-organic framework. Inorg. Chem. 51(10), 5671–5676 (2012). https://doi.org/10.1021/ic202683s
Y. Ying, Z. Zhang, S.B. Peh, A. Karmakar, Y. Cheng et al., Pressure-responsive two-dimensional metal–organic framework composite membranes for CO2 separation. Angew. Chem. Int. Ed. 60(20), 11318–11325 (2021). https://doi.org/10.1002/anie.202017089
M.L. Foo, R. Matsuda, Y. Hijikata, R. Krishna, H. Sato et al., An adsorbate discriminatory gate effect in a flexible porous coordination polymer for selective adsorption of CO2 over C2H2. J. Am. Chem. Soc. 138(9), 3022–3030 (2016). https://doi.org/10.1021/jacs.5b10491
J. Zhang, W. Kosaka, H. Miyasaka, Control of gas sorption gate-opening in solid solutions of one-dimensional coordination polymers. Chem. Lett. 48(11), 1308–1311 (2019). https://doi.org/10.1246/cl.190557
L. Li, F. Xiang, Y. Li, Y. Yang, Z. Yuan et al., Optimizing propylene/propane sieving separation through gate-pressure control within a flexible organic framework. Angew. Chem. Int. Ed. 64(7), e202419047 (2025). https://doi.org/10.1002/anie.202419047
J. Peng, Z. Liu, Y. Wu, S. Xian, Z. Li, High-performance selective CO2 capture on a stable and flexible metal–organic framework via discriminatory gate-opening effect. ACS Appl. Mater. Interfaces 14(18), 21089–21097 (2022). https://doi.org/10.1021/acsami.2c04779
C. Lu, S. Liu, Z. Wang, X. Wei, X. Chen et al., Acetylene-triggered gate-opening behavior in a stable rigid-flexible MOF for efficient C2H2/CO2 separation. Adv. Mater. 38(3), e14488 (2026). https://doi.org/10.1002/adma.202514488
M. Pera-Titus, D. Farrusseng, Guest-induced gate opening and breathing phenomena in soft porous crystals: building thermodynamically consistent isotherms. J. Phys. Chem. C 116(2), 1638–1649 (2012). https://doi.org/10.1021/jp210174h
X.-W. Zhang, J.-P. Zhang, X.-M. Chen, Molecule-based crystalline adsorbents: advancing adsorption theory and storage/separation applications. Acc. Mater. Res. 6(3), 259–273 (2025). https://doi.org/10.1021/accountsmr.4c00316
A. Kondo, H. Noguchi, S. Ohnishi, H. Kajiro, A. Tohdoh et al., Novel expansion/shrinkage modulation of 2D layered MOF triggered by clathrate formation with CO2 molecules. Nano Lett. 6(11), 2581–2584 (2006). https://doi.org/10.1021/nl062032b
H. Kanoh, A. Kondo, H. Noguchi, H. Kajiro, A. Tohdoh et al., Elastic layer-structured metal organic frameworks (ELMs). J. Colloid Interface Sci. 334(1), 1–7 (2009). https://doi.org/10.1016/j.jcis.2009.03.020
Y. Cheng, H. Kajiro, H. Noguchi, A. Kondo, T. Ohba et al., Tuning of gate opening of an elastic layered structure MOF in CO2 sorption with a trace of alcohol molecules. Langmuir 27(11), 6905–6909 (2011). https://doi.org/10.1021/la201008v
M. Ichikawa, A. Kondo, H. Noguchi, N. Kojima, T. Ohba et al., Double-step gate phenomenon in CO2 sorption of an elastic layer-structured MOF. Langmuir 32(38), 9722–9726 (2016). https://doi.org/10.1021/acs.langmuir.6b02551
S. Hiraide, Y. Sakanaka, H. Kajiro, S. Kawaguchi, M.T. Miyahara et al., High-throughput gas separation by flexible metal-organic frameworks with fast gating and thermal management capabilities. Nat. Commun. 11(1), 3867 (2020). https://doi.org/10.1038/s41467-020-17625-3
Y. Sakanaka, S. Hiraide, I. Sugawara, H. Uematsu, S. Kawaguchi et al., Generalised analytical method unravels framework-dependent kinetics of adsorption-induced structural transition in flexible metal–organic frameworks. Nat. Commun. 14, 6862 (2023). https://doi.org/10.1038/s41467-023-42448-3
S. Hiraide, K. Nishimoto, S. Watanabe, Controlling the steepness of gate-opening behavior on elastic layer-structured metal–organic framework-11 via solvent-mediated phase transformation. J. Mater. Chem. A 12(29), 18193–18203 (2024). https://doi.org/10.1039/D4TA02068E
S. Rahman, A. Arami-Niya, X. Yang, G. Xiao, G. Li et al., Temperature dependence of adsorption hysteresis in flexible metal organic frameworks. Commun. Chem. 3, 186 (2020). https://doi.org/10.1038/s42004-020-00429-3
H. Arima, S. Hiraide, S. Watanabe, Elucidating the p size-dependent guest-induced structural transition of flexible metal–organic frameworks by exploring cooperative nature. J. Mater. Chem. A 12(35), 23647–23657 (2024). https://doi.org/10.1039/D4TA04222K
X.-C. Huang, Y.-Y. Lin, J.-P. Zhang, X.-M. Chen, Ligand-directed strategy for zeolite-type metal–organic frameworks: zinc(II) imidazolates with unusual zeolitic topologies. Angew. Chem. Int. Ed. 45(10), 1557–1559 (2006). https://doi.org/10.1002/anie.200503778
K.S. Park, Z. Ni, A.P. Côté, J.Y. Choi, R. Huang et al., Exceptional chemical and thermal stability of zeolitic imidazolate frameworks. Proc. Natl. Acad. Sci. U.S.A. 103(27), 10186–10191 (2006). https://doi.org/10.1073/pnas.0602439103
S. Aguado, G. Bergeret, M.P. Titus, V. Moizan, C. Nieto-Draghi et al., Guest-induced gate-opening of a zeolite imidazolate framework. New J. Chem. 35(3), 546–550 (2011). https://doi.org/10.1039/c0nj00836b
A. Arami-Niya, G. Birkett, Z. Zhu, T.E. Rufford, Gate opening effect of zeolitic imidazolate framework ZIF-7 for adsorption of CH4 and CO2 from N2. J. Mater. Chem. A 5(40), 21389–21399 (2017). https://doi.org/10.1039/C7TA03755D
Y. Du, B. Wooler, M. Nines, P. Kortunov, C.S. Paur et al., New high- and low-temperature phase changes of ZIF-7: elucidation and prediction of the thermodynamics of transitions. J. Am. Chem. Soc. 137(42), 13603–13611 (2015). https://doi.org/10.1021/jacs.5b08362
W. Cai, T. Lee, M. Lee, W. Cho, D.-Y. Han et al., Thermal structural transitions and carbon dioxide adsorption properties of zeolitic imidazolate framework-7 (ZIF-7). J. Am. Chem. Soc. 136(22), 7961–7971 (2014). https://doi.org/10.1021/ja5016298
P. Zhao, H. Fang, S. Mukhopadhyay, A. Li, S. Rudić et al., Structural dynamics of a metal–organic framework induced by CO2 migration in its non-uniform porous structure. Nat. Commun. 10, 999 (2019). https://doi.org/10.1038/s41467-019-08939-y
P. Zhao, G.I. Lampronti, G.O. Lloyd, M.T. Wharmby, S. Facq et al., Phase transitions in zeolitic imidazolate framework 7: the importance of framework flexibility and guest-induced instability. Chem. Mater. 26(5), 1767–1769 (2014). https://doi.org/10.1021/cm500407f
K. Nakagawa, D. Tanaka, S. Horike, S. Shimomura, M. Higuchi et al., Enhanced selectivity of CO2 from a ternary gas mixture in an interdigitated porous framework. Chem. Commun. 46(24), 4258–4260 (2010). https://doi.org/10.1039/C0CC00027B
T. Fukushima, S. Horike, Y. Inubushi, K. Nakagawa, Y. Kubota et al., Solid solutions of soft porous coordination polymers: fine-tuning of gas adsorption properties. Angew. Chem. Int. Ed. 49(28), 4820–4824 (2010). https://doi.org/10.1002/anie.201000989
S. Horike, Y. Inubushi, T. Hori, T. Fukushima, S. Kitagawa, A solid solution approach to 2D coordination polymers for CH4/CO2 and CH4/C2H6 gas separation: equilibrium and kinetic studies. Chem. Sci. 3(1), 116–120 (2012). https://doi.org/10.1039/C1SC00591J
B. Li, B. Chen, A flexible metal-organic framework with double interpenetration for highly selective CO2 capture at room temperature. Sci. China Chem. 59(8), 965–969 (2016). https://doi.org/10.1007/s11426-016-0040-1
M. Inukai, M. Tamura, S. Horike, M. Higuchi, S. Kitagawa et al., Storage of CO2 into porous coordination polymer controlled by molecular rotor dynamics. Angew. Chem. Int. Ed. 57(28), 8687–8690 (2018). https://doi.org/10.1002/anie.201805111
A. Sharma, N. Dwarkanath, S. Balasubramanian, Thermally activated dynamic gating underlies higher gas adsorption at higher temperatures in metal–organic frameworks. J. Mater. Chem. A 9(48), 27398–27407 (2021). https://doi.org/10.1039/D1TA06562A
F.M. Amombo Noa, E.S. Grape, M. Åhlén, W.E. Reinholdsson, C.R. Göb et al., Chiral lanthanum metal-organic framework with gated CO2 sorption and concerted framework flexibility. J. Am. Chem. Soc. 144(19), 8725–8733 (2022). https://doi.org/10.1021/jacs.2c02351
P. Iacomi, B. Zheng, S. Krause, S. Kaskel, G. Maurin et al., Low temperature calorimetry coupled with molecular simulations for an in-depth characterization of the guest-dependent compliant behavior of MOFs. Chem. Mater. 32(8), 3489–3498 (2020). https://doi.org/10.1021/acs.chemmater.0c00417
Y. Gu, J.-J. Zheng, K.-I. Otake, K. Sugimoto, N. Hosono et al., Structural-deformation-energy-modulation strategy in a soft porous coordination polymer with an interpenetrated framework. Angew. Chem. Int. Ed. 59(36), 15517–15521 (2020). https://doi.org/10.1002/anie.202003186
B.-Q. Song, M. Shivanna, M.-Y. Gao, S.-Q. Wang, C.-H. Deng et al., Shape-memory effect enabled by ligand substitution and CO2 affinity in a flexible SIFSIX coordination network. Angew. Chem. Int. Ed. 62(47), e202309985 (2023). https://doi.org/10.1002/anie.202309985
L.-Q. Yang, J. Yu, S.-C. Fan, Y. Wang, W.-Y. Yuan et al., Regulation on C2H2/CO2 adsorption and separation by molecular rotors in metal–organic frameworks. J. Mater. Chem. A 12(27), 16427–16437 (2024). https://doi.org/10.1039/D4TA03374D
S.K. Elsaidi, M.H. Mohamed, D. Banerjee, P.K. Thallapally, Flexibility in metal–organic frameworks: a fundamental understanding. Coord. Chem. Rev. 358, 125–152 (2018). https://doi.org/10.1016/j.ccr.2017.11.022
X. Cui, K. Chen, H. Xing, Q. Yang, R. Krishna et al., Pore chemistry and size control in hybrid porous materials for acetylene capture from ethylene. Science 353(6295), 141–144 (2016). https://doi.org/10.1126/science.aaf2458
O.T. Qazvini, R. Babarao, S.G. Telfer, Selective capture of carbon dioxide from hydrocarbons using a metal-organic framework. Nat. Commun. 12(1), 197 (2021). https://doi.org/10.1038/s41467-020-20489-2
J. Luo, G. Yang, G. Zhang, Z. Huang, J. Peng et al., Kinetic sieving separation of a gating macrocyclic crystal for purification of propylene. Chem 10(10), 3148–3158 (2024). https://doi.org/10.1016/j.chempr.2024.06.007
B. Chen, S. Xiang, G. Qian, Metal-organic frameworks with functional pores for recognition of small molecules. Acc. Chem. Res. 43(8), 1115–1124 (2010). https://doi.org/10.1021/ar100023y
Y. Gu, J.-J. Zheng, K.-I. Otake, S. Sakaki, H. Ashitani et al., Soft corrugated channel with synergistic exclusive discrimination gating for CO2 recognition in gas mixture. Nat. Commun. 14(1), 4245 (2023). https://doi.org/10.1038/s41467-023-39470-w
J.-P. Zhang, P.-Q. Liao, H.-L. Zhou, R.-B. Lin, X.-M. Chen, Single-crystal X-ray diffraction studies on structural transformations of porous coordination polymers. Chem. Soc. Rev. 43(16), 5789–5814 (2014). https://doi.org/10.1039/C4CS00129J
N. Behera, J. Duan, W. Jin, S. Kitagawa, The chemistry and applications of flexible porous coordination polymers. EnergyChem 3(6), 100067 (2021). https://doi.org/10.1016/j.enchem.2021.100067
A.-X. Zhu, Q.-Y. Yang, A. Kumar, C. Crowley, S. Mukherjee et al., Coordination network that reversibly switches between two nonporous polymorphs and a high surface area porous phase. J. Am. Chem. Soc. 140(46), 15572–15576 (2018). https://doi.org/10.1021/jacs.8b08642
M.-H. Yu, B. Space, D. Franz, W. Zhou, C. He et al., Enhanced gas uptake in a microporous metal-organic framework via a sorbate induced-fit mechanism. J. Am. Chem. Soc. 141(44), 17703–17712 (2019). https://doi.org/10.1021/jacs.9b07807
P. Wang, K.-I. Otake, S. Hiraide, Y. Kubota, S. Kawaguchi et al., Flexible porous coordination polymer with multiple configurations for guest recognition and switchable CO2 sorption properties. Chem. Lett. 53(7), upae128 (2024). https://doi.org/10.1093/chemle/upae128
X.-W. Zhang, R.-H. Wang, J.-P. Zhang, X.-M. Chen, Plastic pores for switchable and optimized adsorption behaviors. ACS Cent. Sci. 11(3), 479–485 (2025). https://doi.org/10.1021/acscentsci.4c02155
Y. Sakata, S. Furukawa, M. Kondo, K. Hirai, N. Horike et al., Shape-memory nanopores induced in coordination frameworks by crystal downsizing. Science 339(6116), 193–196 (2013). https://doi.org/10.1126/science.1231451
X. Li, X. Chen, F. Jiang, L. Chen, S. Lu et al., The dynamic response of a flexible indium based metal–organic framework to gas sorption. Chem. Commun. 52(11), 2277–2280 (2016). https://doi.org/10.1039/C5CC09461E
M. Shivanna, Q.-Y. Yang, A. Bajpai, S. Sen, N. Hosono et al., Readily accessible shape-memory effect in a porous interpenetrated coordination network. Sci. Adv. 4(4), eaaq1636 (2018). https://doi.org/10.1126/sciadv.aaq1636
H. Yang, T.X. Trieu, X. Zhao, Y. Wang, Y. Wang et al., Lock-and-key and shape-memory effects in an unconventional synthetic path to magnesium metal–organic frameworks. Angew. Chem. Int. Ed. 58(34), 11757–11762 (2019). https://doi.org/10.1002/anie.201905876
J.-P. Zhang, X.-M. Chen, Optimized acetylene/carbon dioxide sorption in a dynamic porous crystal. J. Am. Chem. Soc. 131(15), 5516–5521 (2009). https://doi.org/10.1021/ja8089872
S. Henke, A. Schneemann, A. Wütscher, R.A. Fischer, Directing the breathing behavior of pillared-layered metal–organic frameworks via a systematic library of functionalized linkers bearing flexible substituents. J. Am. Chem. Soc. 134(22), 9464–9474 (2012). https://doi.org/10.1021/ja302991b
H.-L. Jiang, T.A. Makal, H.-C. Zhou, Interpenetration control in metal–organic frameworks for functional applications. Coord. Chem. Rev. 257(15–16), 2232–2249 (2013). https://doi.org/10.1016/j.ccr.2013.03.017
C. Martí-Gastaldo, D. Antypov, J.E. Warren, M.E. Briggs, P.A. Chater et al., Side-chain control of porosity closure in single- and multiple-peptide-based porous materials by cooperative folding. Nat. Chem. 6(4), 343–351 (2014). https://doi.org/10.1038/nchem.1871
I. Senkovska, V. Bon, L. Abylgazina, M. Mendt, J. Berger et al., Understanding MOF flexibility: an analysis focused on pillared layer MOFs as a model system. Angew. Chem. Int. Ed. 62(33), e202218076 (2023). https://doi.org/10.1002/anie.202218076
A.-X. Zhu, Q.-Y. Yang, S. Mukherjee, A. Kumar, C.-H. Deng et al., Tuning the gate-opening pressure in a switching pcu coordination network, X-pcu-5-Zn, by pillar-ligand substitution. Angew. Chem. Int. Ed. 58(50), 18212–18217 (2019). https://doi.org/10.1002/anie.201909977
M.K. Taylor, T. Runčevski, J. Oktawiec, M.I. Gonzalez, R.L. Siegelman et al., Tuning the adsorption-induced phase change in the flexible metal–organic framework co(bdp). J. Am. Chem. Soc. 138(45), 15019–15026 (2016). https://doi.org/10.1021/jacs.6b09155
M. Sadakiyo, T. Yamada, K. Kato, M. Takata, H. Kitagawa, A significant change in selective adsorption behaviour for ethanol by flexibility control through the type of central metals in a metal–organic framework. Chem. Sci. 7(2), 1349–1356 (2016). https://doi.org/10.1039/C5SC03325J
M.I. Breeze, G. Clet, B.C. Campo, A. Vimont, M. Daturi et al., Isomorphous substitution in a flexible metal–organic framework: mixed-metal, mixed-valent MIL-53 type materials. Inorg. Chem. 52(14), 8171–8182 (2013). https://doi.org/10.1021/ic400923d
G. Lee, D. Choi, M. Oh, Activating the gate-opening of a metal–organic framework and maximizing its adsorption capacity. J. Am. Chem. Soc. 147(15), 12811–12820 (2025). https://doi.org/10.1021/jacs.5c01399
N. Klein, H.C. Hoffmann, A. Cadiau, J. Getzschmann, M.R. Lohe et al., Structural flexibility and intrinsic dynamics in the M2(2, 6-ndc)2(dabco) (M = Ni, Cu Co, Zn) metal–organic frameworks. J. Mater. Chem. 22(20), 10303–10312 (2012). https://doi.org/10.1039/C2JM15601F
A. Schneemann, P. Vervoorts, I. Hante, M. Tu, S. Wannapaiboon et al., Different breathing mechanisms in flexible pillared-layered metal–organic frameworks: impact of the metal center. Chem. Mater. 30(5), 1667–1676 (2018). https://doi.org/10.1021/acs.chemmater.7b05052
D. Perl, S.J. Lee, A. Ferguson, G.B. Jameson, S.G. Telfer, Hetero-interpenetrated metal-organic frameworks. Nat. Chem. 15(10), 1358–1364 (2023). https://doi.org/10.1038/s41557-023-01277-z
J. Yan, S. Jiang, S. Ji, D. Shi, H. Cheng, Metal-organic framework MIL-53(Al): synthesis, catalytic performance for the Friedel-Crafts acylation, and reaction mechanism. Sci. China Chem. 58(10), 1544–1552 (2015). https://doi.org/10.1007/s11426-015-5359-0
J. Schaber, S. Krause, S. Paasch, I. Senkovska, V. Bon et al., In situ monitoring of unique switching transitions in the pressure-amplifying flexible framework material DUT-49 by high-pressure 129Xe NMR spectroscopy. J. Phys. Chem. C 121(9), 5195–5200 (2017). https://doi.org/10.1021/acs.jpcc.7b01204
P.S. Petkov, V. Bon, C.L. Hobday, A.B. Kuc, P. Melix et al., Conformational isomerism controls collective flexibility in metal–organic framework DUT-8(Ni). Phys. Chem. Chem. Phys. 21(2), 674–680 (2019). https://doi.org/10.1039/c8cp06600k
L.-Q. Yang, Y. Wang, W.-Y. Yuan, Q.-G. Zhai, Shifting C2H2/CO2 adsorption and separation in pillar-layered metal–organic frameworks finely-regulated by molecular rotation. Small 21(6), 2409939 (2025). https://doi.org/10.1002/smll.202409939
P. Horcajada, F. Salles, S. Wuttke, T. Devic, D. Heurtaux et al., How linker’s modification controls swelling properties of highly flexible iron(III) dicarboxylates MIL-88. J. Am. Chem. Soc. 133(44), 17839–17847 (2011). https://doi.org/10.1021/ja206936e
S. Wang, N. Xhaferaj, M. Wahiduzzaman, K. Oyekan, X. Li et al., Engineering structural dynamics of zirconium metal–organic frameworks based on natural C4 linkers. J. Am. Chem. Soc. 141(43), 17207–17216 (2019). https://doi.org/10.1021/jacs.9b07816
M. Bonneau, C. Lavenn, J.-J. Zheng, A. Legrand, T. Ogawa et al., Tunable acetylene sorption by flexible catenated metal-organic frameworks. Nat. Chem. 14(7), 816–822 (2022). https://doi.org/10.1038/s41557-022-00928-x
I. Akiyama, T. Kato, S. Kannaka, A. Ito, M. Ohtani, Effect of boron-doping on gate-opening CO2 adsorption in zinc-benzimidazolate coordination networks. ACS Appl. Mater. Interfaces 16(19), 24816–24822 (2024). https://doi.org/10.1021/acsami.4c04296
L.W. Bingel, J.D. Evans, T. Kim, J.K. Scott, K.S. Walton, Influence of postsynthetic ligand exchange in ZIF-7 on gate-opening pressure and CO2/CH4 mixture separation. Chem. Mater. 36(24), 11756–11769 (2024). https://doi.org/10.1021/acs.chemmater.4c01815
R.L. Siegelman, T.M. McDonald, M.I. Gonzalez, J.D. Martell, P.J. Milner et al., Controlling cooperative CO2 adsorption in diamine-appended Mg2(dobpdc) metal–organic frameworks. J. Am. Chem. Soc. 139(30), 10526–10538 (2017). https://doi.org/10.1021/jacs.7b05858
S.T. Parker, A. Smith, A.C. Forse, W.-C. Liao, F. Brown-Altvater et al., Evaluation of the stability of diamine-appended Mg2(dobpdc) frameworks to sulfur dioxide. J. Am. Chem. Soc. 144(43), 19849–19860 (2022). https://doi.org/10.1021/jacs.2c07498
T.M. McDonald, W.R. Lee, J.A. Mason, B.M. Wiers, C.S. Hong et al., Capture of carbon dioxide from air and flue gas in the alkylamine-appended metal-organic framework mmen-Mg2(dobpdc). J. Am. Chem. Soc. 134(16), 7056–7065 (2012). https://doi.org/10.1021/ja300034j
J.H. Choe, H. Kim, H. Yun, J.F. Kurisingal, N. Kim et al., Extended MOF-74-type variant with an azine linkage: efficient direct air capture and one-pot synthesis. J. Am. Chem. Soc. 146(28), 19337–19349 (2024). https://doi.org/10.1021/jacs.4c05318
Z. Zhu, S.T. Parker, A.C. Forse, J.-H. Lee, R.L. Siegelman et al., Cooperative carbon dioxide capture in diamine-appended magnesium–olsalazine frameworks. J. Am. Chem. Soc. 145(31), 17151–17163 (2023). https://doi.org/10.1021/jacs.3c03870
T.M. McDonald, J.A. Mason, X. Kong, E.D. Bloch, D. Gygi et al., Cooperative insertion of CO2 in diamine-appended metal-organic frameworks. Nature 519(7543), 303–308 (2015). https://doi.org/10.1038/nature14327
A. Hazra, D.P. van Heerden, S. Sanyal, P. Lama, C. Esterhuysen et al., CO2-induced single-crystal to single-crystal transformations of an interpenetrated flexible MOF explained by in situ crystallographic analysis and molecular modeling. Chem. Sci. 10(43), 10018–10024 (2019). https://doi.org/10.1039/c9sc04043a
K. Koupepidou, V.I. Nikolayenko, D. Sensharma, A.A. Bezrukov, M. Shivanna et al., Control over phase transformations in a family of flexible double diamondoid coordination networks through linker ligand substitution. Chem. Mater. 35(9), 3660–3670 (2023). https://doi.org/10.1021/acs.chemmater.3c00334
K.T. Chue, J.N. Kim, Y.J. Yoo, S.H. Cho, R.T. Yang, Comparison of activated carbon and zeolite 13X for CO2 recovery from flue gas by pressure swing adsorption. Ind. Eng. Chem. Res. 34(2), 591–598 (1995). https://doi.org/10.1021/ie00041a020
D. Fairen-Jimenez, S.A. Moggach, M.T. Wharmby, P.A. Wright, S. Parsons et al., Opening the gate: framework flexibility in ZIF-8 explored by experiments and simulations. J. Am. Chem. Soc. 133(23), 8900–8902 (2011). https://doi.org/10.1021/ja202154j
Z.R. Herm, J.A. Swisher, B. Smit, R. Krishna, J.R. Long, Metal−Organic frameworks as adsorbents for hydrogen purification and precombustion carbon dioxide capture. J. Am. Chem. Soc. 133(15), 5664–5667 (2011). https://doi.org/10.1021/ja111411q
K. Sumida, D.L. Rogow, J.A. Mason, T.M. McDonald, E.D. Bloch et al., Carbon dioxide capture in metal–organic frameworks. Chem. Rev. 112(2), 724–781 (2012). https://doi.org/10.1021/cr2003272
D. Danaci, E. Pulidori, L. Bernazzani, C. Petit, M. Taddei, Evaluating the CO2 capture performance of a “phase-change” metal–organic framework in a pressure-vacuum swing adsorption process. Mol. Syst. Des. Eng. 8(12), 1526–1539 (2023). https://doi.org/10.1039/D3ME00098B
L. Li, H.S. Jung, J.W. Lee, Y.T. Kang, Review on applications of metal–organic frameworks for CO2 capture and the performance enhancement mechanisms. Renew. Sustain. Energy Rev. 162, 112441 (2022). https://doi.org/10.1016/j.rser.2022.112441
T.-H. Bae, M.R. Hudson, J.A. Mason, W.L. Queen, J.J. Dutton et al., Evaluation of cation-exchanged zeolite adsorbents for post-combustion carbon dioxide capture. Energy Environ. Sci. 6(1), 128–138 (2013). https://doi.org/10.1039/c2ee23337a
J.E. Eichler, H. Leonard, E.K. Yang, L.A. Smith, S.N. Lauro et al., Dual-cation activation of N-enriched porous carbons improves control of CO2 and N2 adsorption thermodynamics for selective CO2 capture. Adv. Funct. Mater. 34(51), 2410171 (2024). https://doi.org/10.1002/adfm.202410171
Y. Takakura, S. Sugimoto, J. Fujiki, H. Kajiro, T. Yajima et al., Model-based analysis of a highly efficient CO2 separation process using flexible metal–organic frameworks with isotherm hysteresis. ACS Sustain. Chem. Eng. 10(45), 14935–14947 (2022). https://doi.org/10.1021/acssuschemeng.2c05058
I. Majchrzak-Kucęba, D. Wawrzyńczak, A. Ściubidło, Application of metal-organic frameworks in VPSA technology for CO2 capture. Fuel 255, 115773 (2019). https://doi.org/10.1016/j.fuel.2019.115773
A. Henrotin, N. Heymans, M.E. Duprez, G. Mouchaham, C. Serre et al., Lab-scale pilot for CO2 capture vacuum pressure swing adsorption: MIL-160(Al) vs zeolite 13X. Carbon Capture Sci. Technol. 12, 100224 (2024). https://doi.org/10.1016/j.ccst.2024.100224
N.A.A. Qasem, R. Ben-Mansour, Energy and productivity efficient vacuum pressure swing adsorption process to separate CO2 from CO2/N2 mixture using Mg-MOF-74: a CFD simulation. Appl. Energy 209, 190–202 (2018). https://doi.org/10.1016/j.apenergy.2017.10.098
S. Krishnamurthy, V.R. Rao, S. Guntuka, P. Sharratt, R. Haghpanah et al., CO2 capture from dry flue gas by vacuum swing adsorption: a pilot plant study. AIChE J. 60(5), 1830–1842 (2014). https://doi.org/10.1002/aic.14435
S. He, T. Guo, W. Tian, N. Liu, N. Geng et al., Optimized preparation of zeolite adsorbent from blast furnace slag for CO2 capture evaluation via VPSA process. Sep. Purif. Technol. 384, 136284 (2026). https://doi.org/10.1016/j.seppur.2025.136284
M. Xu, S. Chen, D.-K. Seo, S. Deng, Evaluation and optimization of VPSA processes with nanostructured zeolite NaX for post-combustion CO2 capture. Chem. Eng. J. 371, 693–705 (2019). https://doi.org/10.1016/j.cej.2019.03.275
C. Shen, Z. Liu, P. Li, J. Yu, Two-stage VPSA process for CO2 capture from flue gas using activated carbon beads. Ind. Eng. Chem. Res. 51(13), 5011–5021 (2012). https://doi.org/10.1021/ie202097y
Y.-T. Wang, S. Jalife, A. Robles, M. Đerić, J.I. Wu et al., Efficient CO2/CO separation by pressure swing adsorption using an intrinsically nanoporous molecular crystal. ACS Appl. Nano Mater. 5(10), 14021–14026 (2022). https://doi.org/10.1021/acsanm.2c01535
Y.-T. Wang, C. McHale, X. Wang, C.-K. Chang, Y.-C. Chuang et al., Cyclotetrabenzoin acetate: a macrocyclic porous molecular crystal for CO2 separations by pressure swing adsorption. Angew. Chem. Int. Ed. 60(27), 14931–14937 (2021). https://doi.org/10.1002/anie.202102813
T. Remy, G.V. Baron, J.F.M. Denayer, Modeling the effect of structural changes during dynamic separation processes on MOFs. Langmuir 27(21), 13064–13071 (2011). https://doi.org/10.1021/la203374a
L. Joss, M. Hefti, Z. Bjelobrk, M. Mazzotti, On the potential of phase-change adsorbents for CO2 capture by temperature swing adsorption. Energy Procedia 114, 2271–2278 (2017). https://doi.org/10.1016/j.egypro.2017.03.1375
E.J. Carrington, C.A. McAnally, A.J. Fletcher, S.P. Thompson, M. Warren et al., Solvent-switchable continuous-breathing behaviour in a diamondoid metal-organic framework and its influence on CO2 versus CH4 selectivity. Nat. Chem. 9(9), 882–889 (2017). https://doi.org/10.1038/nchem.2747
X. Yang, A. Arami-Niya, G. Xiao, E.F. May, Flexible adsorbents at high pressure: observations and correlation of ZIF-7 stepped sorption isotherms for nitrogen, argon, and other gases. Langmuir 36(49), 14967–14977 (2020). https://doi.org/10.1021/acs.langmuir.0c02279
S. Hiraide, Y. Sakanaka, Y. Iida, H. Arima, M.T. Miyahara et al., Theoretical isotherm equation for adsorption-induced structural transition on flexible metal–organic frameworks. Proc. Natl. Acad. Sci. U. S. A. 120(31), e2305573120 (2023). https://doi.org/10.1073/pnas.2305573120
J.M. Kolle, M. Fayaz, A. Sayari, Understanding the effect of water on CO2 adsorption. Chem. Rev. 121(13), 7280–7345 (2021). https://doi.org/10.1021/acs.chemrev.0c00762
D. Song, S. Zou, Z. Ji, Y. Li, H. Li et al., One-step ethylene purification from ternary mixture through adaptive recognition sites. Angew. Chem. Int. Ed. 64(14), e202423496 (2025). https://doi.org/10.1002/anie.202423496
R. Yang, Y. Wang, J.-W. Cao, Z.-M. Ye, T. Pham et al., Hydrogen bond unlocking-driven pore structure control for shifting multi-component gas separation function. Nat. Commun. 15(1), 804 (2024). https://doi.org/10.1038/s41467-024-45081-w
Q. Dong, X. Zhang, S. Liu, R.-B. Lin, Y. Guo et al., Tuning gate-opening of a flexible metal–organic framework for ternary gas sieving separation. Angew. Chem. Int. Ed. 59(50), 22756–22762 (2020). https://doi.org/10.1002/anie.202011802
Y.-J. Song, Y.-H. Zuo, Z.-F. Li, G. Li, Recent advances in carboxylate-based indium(iii)–organic frameworks. Inorg. Chem. Front. 11(21), 7256–7295 (2024). https://doi.org/10.1039/d4qi02014f
C. Xiao, J. Tian, Q. Chen, M. Hong, Water-stable metal–organic frameworks (MOFs): rational construction and carbon dioxide capture. Chem. Sci. 15(5), 1570–1610 (2024). https://doi.org/10.1039/D3SC06076D
D. Bazer-Bachi, L. Assié, V. Lecocq, B. Harbuzaru, V. Falk, Towards industrial use of metal-organic framework: impact of shaping on the MOF properties. Powder Technol. 255, 52–59 (2014). https://doi.org/10.1016/j.powtec.2013.09.013
M. Kriesten, J. Vargas Schmitz, J. Siegel, C.E. Smith, M. Kaspereit et al., Shaping of flexible metal-organic frameworks: combining macroscopic stability and framework flexibility. Eur. J. Inorg. Chem. (2019). https://doi.org/10.1002/ejic.201901100
J.-B. Lin, T.T.T. Nguyen, R. Vaidhyanathan, J. Burner, J.M. Taylor et al., A scalable metal-organic framework as a durable physisorbent for carbon dioxide capture. Science 374(6574), 1464–1469 (2021). https://doi.org/10.1126/science.abi7281
D. Chakraborty, A. Yurdusen, G. Mouchaham, F. Nouar, C. Serre, Large-scale production of metal–organic frameworks. Adv. Funct. Mater. 34(43), 2309089 (2024). https://doi.org/10.1002/adfm.202309089
Z. Chen, X. Yang, R. Wang, Engineering metal-organic frameworks via diverse shaping methods for enhanced sorption-based applications. Matter 8(11), 102369 (2025). https://doi.org/10.1016/j.matt.2025.102369
S. Cong, Y. Yuan, J. Wang, Z. Wang, F. Kapteijn et al., Highly water-permeable metal–organic framework MOF-303 membranes for desalination. J. Am. Chem. Soc. 143(48), 20055–20058 (2021). https://doi.org/10.1021/jacs.1c10192
I. Majchrzak-Kucęba, A. Ściubidło, Shaping metal–organic framework (MOF) powder materials for CO2 capture applications: a thermogravimetric study. J. Therm. Anal. Calorim. 138(6), 4139–4144 (2019). https://doi.org/10.1007/s10973-019-08314-5
Y. Chen, S. Li, X. Pei, J. Zhou, X. Feng et al., A solvent-free hot-pressing method for preparing metal–organic-framework coatings. Angew. Chem. Int. Ed. 55(10), 3419–3423 (2016). https://doi.org/10.1002/anie.201511063
Y. Jin, H. Wang, H. Cheng, M. Feng, M. Zhang et al., Rapid solid-phase synthesis of highly crystalline covalent organic framework platelets. Nat. Chem. Eng. 2(9), 581–593 (2025). https://doi.org/10.1038/s44286-025-00277-9
J. Park, Y.S. Chae, D.W. Kang, M. Kang, J.H. Choe et al., Shaping of a metal–organic framework–polymer composite and its CO2 adsorption performances from humid indoor air. ACS Appl. Mater. Interfaces 13(21), 25421–25427 (2021). https://doi.org/10.1021/acsami.1c06089
Y. Song, T. Ke, J. Shen, J. Li, X. Zhu et al., Shaped layered two-dimensional fluorinated metal-organic frameworks for highly efficient acetylene/ethylene separation. Sep. Purif. Technol. 323, 124377 (2023). https://doi.org/10.1016/j.seppur.2023.124377
J. Liu, B. Li, V. Martins, Y. Huang, Y. Song, Enhancing CO2 adsorption in MIL-53(Al) through pressure–temperature modulation: insights from guest–host interactions. J. Phys. Chem. C 128(19), 8007–8015 (2024). https://doi.org/10.1021/acs.jpcc.3c06789
F.-X. Coudert, M. Jeffroy, A.H. Fuchs, A. Boutin, C. Mellot-Draznieks, Thermodynamics of guest-induced structural transitions in hybrid organic-inorganic frameworks. J. Am. Chem. Soc. 130(43), 14294–14302 (2008). https://doi.org/10.1021/ja805129c
R. Numaguchi, H. Tanaka, S. Watanabe, M.T. Miyahara, Simulation study for adsorption-induced structural transition in stacked-layer porous coordination polymers: Equilibrium and hysteretic adsorption behaviors. J. Chem. Phys. 138(5), 054708 (2013). https://doi.org/10.1063/1.4789810
R. Numaguchi, H. Tanaka, S. Watanabe, M.T. Miyahara, Dependence of adsorption-induced structural transition on framework structure of porous coordination polymers. J. Chem. Phys. 140(4), 044707 (2014). https://doi.org/10.1063/1.4862735
S. Hiraide, H. Arima, H. Tanaka, M.T. Miyahara, Slacking of gate adsorption behavior on metal–organic frameworks under an external force. ACS Appl. Mater. Interfaces 13(25), 30213–30223 (2021). https://doi.org/10.1021/acsami.1c07370
H. Arima, S. Hiraide, M.T. Miyahara, S. Watanabe, Validating the mechanism underlying the slacking of the gate-opening behavior in flexible metal–organic frameworks arising from the application of external force. ACS Appl. Mater. Interfaces 15(30), 36975–36987 (2023). https://doi.org/10.1021/acsami.3c05923
S.-C. Fan, Y.-P. Li, J.-W. Wang, C.-C. Xing, Z.-Y. Liu et al., Local-global synergistic pore space partition in metal-organic frameworks for boosting CO2 capture and conversion. J. Am. Chem. Soc. 147(43), 39379–39390 (2025). https://doi.org/10.1021/jacs.5c11494
B. Song, Y. Liang, Y. Zhou, L. Zhang, H. Li et al., CO2-based stable porous metal–organic frameworks for CO2 utilization. J. Am. Chem. Soc. 146(21), 14835–14843 (2024). https://doi.org/10.1021/jacs.4c03476
S. Wang, M. Zhou, Z. Li, J. Liang, Y. Su et al., Dynamic reversible evolution of vicinal/bonding heteronuclear diatoms drives relay reductive C-N coupling for enhancive urea electrosynthesis. InfoMat 7(11), e70051 (2025). https://doi.org/10.1002/inf2.70051
Y. Zhang, Y. Chen, Y. Li, M. Cheng, P. Yan et al., Unconventional rectifying interface of bimetal/carbon catalyst act as charge emitter for efficiently bending *CO2 to stably drive the formation of formate. InfoMat 8(1), e70078 (2026). https://doi.org/10.1002/inf2.70078
K. Amano, K. Ito, K. Otake, Y. Umeda (Tokyo Electric Power CO Inc (Toep-C)), JP2010094654-A, (2010)
S.-M. Hong, H. Jang, S. Noh, H.W. Kang, Y.-Z. Cho, Management of carbon dioxide released from spent nuclear fuel through voloxidation. J. Radioanal. Nucl. Chem. 330(3), 695–705 (2021). https://doi.org/10.1007/s10967-021-07972-w
Y. Su, K.-I. Otake, J.-J. Zheng, S. Horike, S. Kitagawa et al., Separating water isotopologues using diffusion-regulatory porous materials. Nature 611(7935), 289–294 (2022). https://doi.org/10.1038/s41586-022-05310-y
J. Wang, L. Jin, S. Wen, C. Ma, P. Ning et al., Progress of MOFs/solid material composite adsorbent for efficient CO2 adsorption and separation. Coord. Chem. Rev. 549, 217334 (2026). https://doi.org/10.1016/j.ccr.2025.217334
S.K. Gebremariam, L.F. Dumée, P.L. Llewellyn, Y.F. AlWahedi, G.N. Karanikolos, Metal-organic framework hybrid adsorbents for carbon capture–A review. J. Environ. Chem. Eng. 11(2), 109291 (2023). https://doi.org/10.1016/j.jece.2023.109291
X. Jiang, Y. Wang, H. Wang, L. Cheng, J.-W. Cao et al., Integration of ordered porous materials for targeted three-component gas separation. Nat. Commun. 16(1), 694 (2025). https://doi.org/10.1038/s41467-025-55991-y
H. Zhou, Y. Lin, Y. Ma, L. Han, Z. Cai et al., Hierarchical structure Fe@CNFs@Co/C elastic aerogels with intelligent electromagnetic wave absorption. InfoMat 7(1), e12630 (2025). https://doi.org/10.1002/inf2.12630
M. Sedighi, M.J. Azarhoosh, H. Alamgholiloo, N.N. Pesyan, Engineering CALF-20/graphene oxide nanocomposites for enhancing CO2/N2 capture performance. Process. Saf. Environ. Prot. 190, 1481–1493 (2024). https://doi.org/10.1016/j.psep.2024.08.005
Y. Chen, D. Lv, J. Wu, J. Xiao, H. Xi et al., A new MOF-505@GO composite with high selectivity for CO2/CH4 and CO2/N2 separation. Chem. Eng. J. 308, 1065–1072 (2017). https://doi.org/10.1016/j.cej.2016.09.138
Q. Al-Naddaf, A.A. Rownaghi, F. Rezaei, Multicomponent adsorptive separation of CO2, CO, CH4, N2, and H2 over core-shell zeolite-5A@MOF-74 composite adsorbents. Chem. Eng. J. 384, 123251 (2020). https://doi.org/10.1016/j.cej.2019.123251
K. Xuan, L. Zhong, R.M. Othman, G.P. Lithoxoos, F. Almansour et al., On CO2 capture capacity and mechanisms for zeolite templated carbon, MOF-199, and 13X zeolite in dry and humid conditions. Sep. Purif. Technol. 363, 132080 (2025). https://doi.org/10.1016/j.seppur.2025.132080
F. Bahmanzadegan, A. Ghaemi, R. Norouzbeigi, Ecofriendly novel hydrophobic core-shell zeolite@MOF nanoadsorbent for CO2 capture. J. CO2 Util. 100, 103183 (2025). https://doi.org/10.1016/j.jcou.2025.103183
H. Arima, S. Hiraide, H. Nagano, L. Abylgazina, I. Senkovska et al., Atomic force microscopy strategies for capturing guest-induced structural transitions in single flexible metal-organic framework ps. J. Am. Chem. Soc. 147(17), 14491–14503 (2025). https://doi.org/10.1021/jacs.5c01377
P. Iacomi, F. Alabarse, R. Appleyard, T. Lemaire, C. Thessieu et al., Structural insight of MOFs under combined mechanical and adsorption stimuli. Angew. Chem. Int. Ed. 61(22), e202201924 (2022). https://doi.org/10.1002/anie.202201924
K.T. Butler, D.W. Davies, H. Cartwright, O. Isayev, A. Walsh, Machine learning for molecular and materials science. Nature 559(7715), 547–555 (2018). https://doi.org/10.1038/s41586-018-0337-2
P.G. Boyd, A. Chidambaram, E. García-Díez, C.P. Ireland, T.D. Daff et al., Data-driven design of metal–organic frameworks for wet flue gas CO2 capture. Nature 576(7786), 253–256 (2019). https://doi.org/10.1038/s41586-019-1798-7
Y. Luo, S. Bag, O. Zaremba, A. Cierpka, J. Andreo et al., MOF synthesis prediction enabled by automatic data mining and machine learning. Angew. Chem. Int. Ed. 61(19), e202200242 (2022). https://doi.org/10.1002/anie.202200242
S. Li, S. Deng, X. Yuan, Machine learning-empowered plastic-derived porous carbons for high-performance CO2capture. Acc. Mater. Res. 6(11), 1319–1331 (2025). https://doi.org/10.1021/accountsmr.5c00185
S. Guo, X. Huang, Y. Situ, Q. Huang, K. Guan et al., Interpretable machine-learning and big data mining to predict gas diffusivity in metal-organic frameworks. Adv. Sci. 10(21), 2301461 (2023). https://doi.org/10.1002/advs.202301461
Z. Zheng, Z. Rong, N. Rampal, C. Borgs, J.T. Chayes et al., A GPT-4 reticular chemist for guiding MOF discovery. Angew. Chem. Int. Ed. 62(46), e202311983 (2023). https://doi.org/10.1002/anie.202311983
P.Z. Moghadam, Y.G. Chung, R.Q. Snurr, Progress toward the computational discovery of new metal–organic framework adsorbents for energy applications. Nat. Energy 9(2), 121–133 (2024). https://doi.org/10.1038/s41560-023-01417-2
Y. Li, S. Guo, B. Wang, J. Sun, L. Zhao et al., Machine learning-assisted wearable sensor array for comprehensive ammonia and nitrogen dioxide detection in wide relative humidity range. InfoMat 6(6), e12544 (2024). https://doi.org/10.1002/inf2.12544
H. Mashhadimoslem, M.A. Abdol, K. Zanganeh, A. Shafeen, A.A. AlHammadi et al., Development of the CO2 adsorption model on porous adsorbent materials using machine learning algorithms. ACS Appl. Energy Mater. 7(19), 8596–8609 (2024). https://doi.org/10.1021/acsaem.4c01465
Y. Wang, Z.-J. Jiang, W. Lu, D. Li, Machine learning-assisted exploration of chemical space of MOF-5 analogs for enhanced C2H6/C2H4 separation. Angew. Chem. Int. Ed. 64(21), e202500783 (2025). https://doi.org/10.1002/anie.202500783
J.M. Findley, J.A. Steckel, Investigation of the effect of framework flexibility on CO2 adsorption in SIFSIX-3-Cu using a machine-learned force field. J. Phys. Chem. C 129(42), 19145–19155 (2025). https://doi.org/10.1021/acs.jpcc.5c05096