journal article·2026-06-09

Viable Metal–Organic Framework Adsorbents for Thermodynamics-Driven Methane/Hydrogen Separation

Prantar Dutta, Adriano Henrique, Writakshi Mandal, Laura Bueno, Rosana V. Pinto, Yann Magnin, Sandra Barbouteau, Georges Mouchaham, Christian Serre, José A. C. Silva, Guillaume Maurin

Chemistry of Materials· Volume 38· Issue 11
Publisher page

Abstract

Abstract Hydrogen is a clean energy carrier that supports low-carbon mobility and power generation and is widely used in oil refining and methanol production. Efficient separation of methane (CH4) from hydrogen (H2) is critical in the hydrogen supply chain, particularly for H2 purification after steam methane reforming and H2 recovery from natural gas pipelines. In this work, atomistic simulations were employed to systematically evaluate a diverse set of existing metal–organic frameworks (MOFs) for physisorption-based CH4/H2 separation under realistic pressure swing adsorption (PSA) conditions. The selected MOFs combine favorable chemical and geometrical features with practical advantages including synthetic feasibility, stability, environmental sustainability, and scalability. Force field Monte Carlo simulations were deployed to predict single-component and mixture adsorption isotherms of CH4 and H2, as well as their adsorption enthalpies at zero coverage, with the approach validated against experimental adsorption and breakthrough data for selected materials. Several MOFs were predicted to outperform the commercial adsorbent Zeolite 13X, exhibiting superior separation performance in terms of CH4/H2 selectivity and CH4 working capacity. Structure–property analysis revealed key relationships between pore architecture, chemical functionality, and separation performance. Furthermore, molecular dynamics simulations of CH4 diffusion in the MOF pores confirmed the kinetic suitability of top-performing materials for PSA operation. Overall, this study identifies a set of viable MOFs as promising candidates for efficient CH4/H2 separation and provides molecular-level insights to guide the development of hydrogen purification technologies.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Metal-Organic Frameworks: Synthesis and Applications · Carbon Dioxide Capture Technologies · Covalent Organic Framework Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

ICGM, Université de Montpellier , , ,

TotalEnergies , , ,

Instituto Politécnico de Bragança, Campus de Santa Apolónia , , ,

PSL University , , ,

Institut Universitaire de France ,

Funding

Total · Funda??o para a Ci?ncia e a Tecnologia · Centre Informatique National de l'Enseignement Sup?rieur

References (100+)

Show source-provided references
1. The Current Status of Hydrogen Energy: An Overview10.1039/D3RA05158G ↗
2. International Energy Agency. · 201910.1787/1e0514c4-en ↗
3. Advances in Hydrogen Production from Natural Gas Reforming10.1002/aesr.202100097 ↗
4. A Review on Hydrogen Production and Utilization: Challenges and Opportunities10.1016/j.ijhydene.2021.11.149 ↗
5. Clean Energy and the Hydrogen Economy10.1098/rsta.2016.0400 ↗
6. A Review of Hydrogen Storage and Transport Technologies10.1093/ce/zkad021 ↗
7. Point-to-Point Transportation: The Economics of Hydrogen Export10.1016/j.ijhydene.2022.07.093 ↗
8. Hydrogen Blending in Natural Gas Pipelines: A Comprehensive Review of Material Compatibility and Safety Considerations10.1016/j.ijhydene.2024.10.384 ↗
9. Use of Existing Gas Infrastructure in European Hydrogen Economy10.1016/j.ijhydene.2023.04.283 ↗
10. Seven Chemical Separations to Change the World10.1038/532435a ↗
11. Modifying Absorption Process Configurations to Improve Their Performance for Post-Combustion CO2 Capture – What Have We Learned and What Is Still Missing?10.1016/j.cej.2021.133096 ↗
12. Materials and Techniques for Hydrogen Separation from Methane-Containing Gas Mixtures10.1016/j.ijhydene.2023.03.345 ↗
13. Exploration of Porous Metal–Organic Frameworks for Gas Separation and Purification10.1016/j.ccr.2017.09.027 ↗
14. Review of Polybed Pressure Swing Adsorption for Hydrogen Purification10.1016/j.ijhydene.2022.01.147 ↗
15. Predictions of Selectivity and Flux for CH4/H2 Separations Using Single Walled Carbon Nanotubes as Membranes10.1016/j.memsci.2005.06.030 ↗
16. Porous Carbon Nanotube Membranes for Separation of H2/CH4 and CO2/CH4 Mixtures10.1021/jp3098022 ↗
17. Highly H 2 Permeable SAPO-34 Membranes by Steam-Assisted Conversion Seeding10.1016/j.ijhydene.2014.06.159 ↗
18. High-Flux CHA Zeolite Membranes for H2 Separations10.1016/j.memsci.2018.08.025 ↗
19. Gas-Sieving Zeolitic Membranes Fabricated by Condensation of Precursor Nanosheets10.1038/s41563-020-00822-2 ↗
20. Recent Advances in Metal–Organic Frameworks for Gas Adsorption/Separation10.1039/D2NA00061J ↗
21. Advances and Applications of Metal-Organic Frameworks (MOFs) in Emerging Technologies: A Comprehensive Review10.1002/gch2.202300244 ↗
22. Molecular Catalysis of Energy Relevance in Metal–Organic Frameworks: From Higher Coordination Sphere to System Effects10.1021/acs.chemrev.2c00587 ↗
23. Metal-Organic Framework Based Gas Sensors10.1002/advs.202104374 ↗
24. Nanoscale MOFs in Nanomedicine Applications: From Drug Delivery to Therapeutic Agents10.1039/D3TB00027C ↗
25. A Scalable Metal-Organic Framework as a Durable Physisorbent for Carbon Dioxide Capture10.1126/science.abi7281 ↗
26. A Scalable Robust Microporous Al-MOF for Post-Combustion Carbon Capture10.1002/advs.202401070 ↗
27. Recent Advances of Carbon Capture in Metal–Organic Frameworks: A Comprehensive Review10.1002/smll.202402783 ↗
28. A Microporous Multi-Cage Metal–Organic Framework for an Effective One-Step Separation of Branched Alkanes Feeds10.1002/ange.202320008 ↗
29. Energy-Efficient Separation Alternatives: Metal–Organic Frameworks and Membranes for Hydrocarbon Separation10.1039/C9CS00756C ↗
30. “Twin Copper Source” Growth of Metal–Organic Framework Membrane: Cu3 (BTC)2 with High Permeability and Selectivity for Recycling H210.1021/ja8074874 ↗
31. Zeolitic Imidazolate Framework Membrane with Molecular Sieving Properties by Microwave-Assisted Solvothermal Synthesis10.1021/ja907359t ↗
32. Covalent Post-Functionalization of Zeolitic Imidazolate Framework ZIF-90 Membrane for Enhanced Hydrogen Selectivity10.1002/anie.201007861 ↗
33. CO2/CH4, CH4/H2 and CO2/CH4/H2 Separations at High Pressures Using Mg2(Dobdc)10.1016/j.micromeso.2011.09.004 ↗
34. Hydrogen Selective NH2 -MIL-53(Al) MOF Membranes with High Permeability10.1002/adfm.201200084 ↗
35. Large-scale Computational Screening of Metal-organic Frameworks for CH4/H2 Separation10.1002/aic.12744 ↗
36. Identifying Highly Selective Metal Organic Frameworks for CH4/H2 Separations Using Computational Tools10.1021/acs.iecr.5b01901 ↗
37. Computational Assessment of MOF Membranes for CH4/H2 Separations10.1016/j.memsci.2016.04.070 ↗
38. High-Throughput Computational Screening of the Metal Organic Framework Database for CH4/H2 Separations10.1021/acsami.7b18037 ↗
39. Computer Simulations of 4240 MOF Membranes for H2/CH4 Separations: Insights into Structure–Performance Relations10.1039/C8TA01547C ↗
40. Machine-Learning-Assisted High-Throughput Computational Screening of Metal–Organic Framework Membranes for Hydrogen Separation10.1016/j.cej.2022.136783 ↗
41. Machine-Learning-Assisted High-Throughput Computational Study of CH4/H2 Adsorption and Separation in Anion-Pillared MOFs10.1016/j.ijhydene.2025.03.115 ↗
42. Integrating Molecular Simulations with Machine Learning to Discover Selective MOFs for CH4/H2 Separation10.1021/acs.jpcc.5c02779 ↗
43. High Structural Error Rates in “Computation-Ready” MOF Databases Discovered by Checking Metal Oxidation States10.1021/jacs.5c04914 ↗
44. World’s Most Porous Sponges: Intricate Carbon-Trapping Powders Hit the Market10.1038/d41586-025-02067-y ↗
45. Scale-up of Metal-Organic Frameworks Production: Engineering Strategies and Prospects towards Sustainable Manufacturing10.1016/j.jece.2023.111112 ↗
46. Recent Advances in Process Engineering and Upcoming Applications of Metal–Organic Frameworks10.1016/j.ccr.2020.213544 ↗
47. Large-Scale Production of Metal–Organic Frameworks10.1002/adfm.202309089 ↗
48. Design of Hydrophilic Metal Organic Framework Water Adsorbents for Heat Reallocation10.1002/adma.201502418 ↗
49. Occurrence of Uncommon Infinite Chains Consisting of Edge-Sharing Octahedra in a Porous Metal Organic Framework-Type Aluminum Pyromellitate Al4(OH)8[C10O8H2] (MIL-120): Synthesis, Structure, and Gas Sorption Properties10.1021/cm9023106 ↗
50. Synthesis of the Biocompatible and Highly Stable MIL-127(Fe): From Large Scale Synthesis to Particle Size Control10.1039/C5CE01864A ↗
51. The Cambridge Structural Database10.1107/S2052520616003954 ↗
52. Efficient Iterative Schemes for Ab Initio Total-Energy Calculations Using a Plane-Wave Basis Set10.1103/PhysRevB.54.11169 ↗
53. Generalized Gradient Approximation Made Simple10.1103/PhysRevLett.77.3865 ↗
54. Semiempirical GGA-type Density Functional Constructed with a Long-range Dispersion Correction10.1002/jcc.20495 ↗
55. Effect of the Damping Function in Dispersion Corrected Density Functional Theory10.1002/jcc.21759 ↗
56. Projector Augmented-Wave Method10.1103/PhysRevB.50.17953 ↗
57. Special Points for Brillouin-Zone Integrations10.1103/PhysRevB.13.5188 ↗
58. Algorithms and Tools for High-Throughput Geometry-Based Analysis of Crystalline Porous Materials10.1016/j.micromeso.2011.08.020 ↗
59. Dutta, P. MOF Structures and Adsorption Isotherms for Methane/Hydrogen Separation; https://github.com/prantardutta/MOF-Methane-Hydrogen.
60. Transferable Potentials for Phase Equilibria. 1. United-Atom Description of n -Alkanes10.1021/jp972543+ ↗
61. Path Integral Simulations of Mixed Para -D2 and Ortho -D2 Clusters: The Orientational Effects10.1063/1.466854 ↗
62. Comparison of Eight Classical Lennard-Jones-Based H2 Molecular Models in the Gas Phase at Temperatures and Pressures Relevant to Hydrogen On-Board Storage Tanks10.1021/acs.jpca.3c03212 ↗
63. High Adsorptive Property of Opened Carbon Nanotubes at 77 K10.1021/jp0006532 ↗
64. Quantum Effects on Hydrogen Isotope Adsorption on Single-Wall Carbon Nanohorns10.1021/ja0502573 ↗
65. UFF, a Full Periodic Table Force Field for Molecular Mechanics and Molecular Dynamics Simulations10.1021/ja00051a040 ↗
66. Molecular Simulation of Carbon Dioxide/Methane/Hydrogen Mixture Adsorption in Metal–Organic Frameworks10.1021/jp062723w ↗
67. Computing the Heat of Adsorption Using Molecular Simulations: The Effect of Strong Coulombic Interactions10.1021/ct700342k ↗
68. Development of an Improved Four-Site Water Model for Biomolecular Simulations: TIP4P-Ew10.1063/1.1683075 ↗
69. Ewald Summation for Molecular Simulations10.1021/acs.jctc.5b00093 ↗
70. Reinvestigation of the Crystal Structure of the Zeolite Hydrated NaX10.1021/j100708a006 ↗
71. Reinvestigation of the Crystal Structure of Dehydrated Sodium Zeolite X10.1021/jp991817l ↗
72. Adsorption Mechanism of Carbon Dioxide in Faujasites: Grand Canonical Monte Carlo Simulations and Microcalorimetry Measurements10.1021/jp052716s ↗
73. Adsorption of N-Alkanes in Faujasite Zeolites: Molecular Simulation Study and Experimental Measurements10.1007/s10450-007-9036-2 ↗
74. Transferable Force Fields for Adsorption of Small Gases in Zeolites10.1039/C5CP03749B ↗
75. Adsorption Equilibrium of Methane, Carbon Dioxide, and Nitrogen on Zeolite 13X at High Pressures10.1021/je0498917 ↗
76. Adsorption for Efficient Low Carbon Hydrogen Production: Part 1─Adsorption Equilibrium and Breakthrough Studies for H2/CO2/CH4 on Zeolite 13X10.1007/s10450-021-00306-y ↗
77. MEPO-ML: A Robust Graph Attention Network Model for Rapid Generation of Partial Atomic Charges in Metal-Organic Frameworks10.1038/s41524-024-01413-4 ↗
78. A Unified Formulation of the Constant Temperature Molecular Dynamics Methods10.1063/1.447334 ↗
79. Canonical Dynamics: Equilibrium Phase-Space Distributions10.1103/PhysRevA.31.1695 ↗
80. LAMMPS - a flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales10.1016/j.cpc.2021.108171 ↗
81. Synthesis Optimization, Shaping, and Heat Reallocation Evaluation of the Hydrophilic Metal–Organic Framework MIL-160(Al)10.1002/cssc.201700164 ↗
82. MOFs Industrialization: A Complete Assessment of Production Costs10.1039/D1FD00018G ↗
83. Scale-up Synthesis and Shaping of MIL-160(Al) Applicable for Efficient CO2 Adsorption and Separation10.1016/j.seppur.2024.131091 ↗
84. Study of the Feynman-Hibbs Effective Potential against the Path-Integral Formalism for Monte Carlo Simulations of Quantum Many-Body Lennard-Jones Systems10.1080/00268979400100891 ↗
85. Machine Learning Potential for Modelling H2 Adsorption/Diffusion in MOFs with Open Metal Sites10.1039/D3SC05612K ↗
86. Hydrophobic MOFs for the Efficient Capture of Highly Polar Volatile Organic Compound10.1039/D2TA09252B ↗
87. Engineering of an Isoreticular Series of CALF-20 Metal–Organic Frameworks for CO2 Capture10.1021/acsaenm.3c00622 ↗
88. Sorption Characteristics, and Nonlinear Optical Properties of a New Series of Highly Stable Aluminum MOFs10.1021/cm3025445 ↗
89. Probing the Adsorption Performance of the Hybrid Porous MIL-68(Al): A Synergic Combination of Experimental and Modelling Tools10.1039/c2jm15609a ↗
90. Green Synthesis of a New Al-MOF Based on the Aliphatic Linker Mesaconic Acid: Structure, Properties and In Situ Crystallisation Studies of Al-MIL-68-Mes10.1002/chem.201704771 ↗
91. Engineering Structural Dynamics of Zirconium Metal–Organic Frameworks Based on Natural C4 Linkers10.1021/jacs.9b07816 ↗
92. A Series of Isoreticular, Highly Stable, Porous Zirconium Oxide Based Metal–Organic Frameworks10.1002/anie.201204806 ↗
93. When Polymorphism in Metal–Organic Frameworks Enables Water Sorption Profile Tunability for Enhancing Heat Allocation and Water Harvesting Performance10.1002/adma.202211302 ↗
94. Ruthven · 1984
95. New Al-MOFs Based on Sulfonyldibenzoate Ions: A Rare Example of Intralayer Porosity10.1021/ic502242j ↗
96. Discovery and In Situ Crystallization Studies of Cerium-Based Metal–Organic Frameworks with V-Shaped Linker Molecules10.1021/acs.inorgchem.3c01862 ↗
97. [M2(μ-OH)2(DHBQ)3] (M = Zr, Hf) - Two New Isostructural Coordination Polymers Based on the Unique M2O14 Inorganic Building Unit and 2,5-Dioxido-p-benzoquinone as Linker Molecule10.1002/zaac.202000315 ↗
98. Rational Design of New Bright Luminescent Zinc Diphosphonates with 12-Member Ring Channels10.1021/ic060608u ↗
99. Landrum, G.; Tosco, P.; Kelley, B.; Rodriguez, R.; Cosgrove, D.; Vianello, R.; Sriniker, P. G.; Jones, G.; Kawashima, E.; NadineSchneider, D. N.; et al.; Rdkit/Rdkit: 2025_09_2 (Q3 2025) Release; Zenodo, 2025. 10.5281/ZENODO.591637.
100. Mind the Gap: The Role of Mass Transfer in Shaped Nanoporous Adsorbents for Carbon Dioxide Capture10.1021/jacs.4c03086 ↗