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Identification of Metal–Organic Frameworks for near Practical Energy Limit CO2 Capture from Wet Flue Gases: An Integrated Atomistic and Process Simulation Screening of Experimental MOFs

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Figshare2025-08-27 更新2026-04-28 收录
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https://figshare.com/articles/dataset/Identification_of_Metal_Organic_Frameworks_for_near_Practical_Energy_Limit_CO_sub_2_sub_Capture_from_Wet_Flue_Gases_An_Integrated_Atomistic_and_Process_Simulation_Screening_of_Experimental_MOFs/29488123
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Metal–organic framework (MOF) materials have attracted significant attention as solid sorbents for low energy CO2 capture with adsorption-based gas separation processes. In this work, an integrated screening workflow combining a series of atomistic and process simulations was applied to identify promising MOFs for a 4-step pressure-vacuum swing adsorption (P/VSA) process at three different CO2 flue gas compositions (6%, 15% and 35%). Starting from 55,818 unique experimentally characterized MOFs, ∼19k porous MOFs were investigated via atomistic grand canonical Monte Carlo (GCMC) simulations and machine learning model-based process optimizations to accelerate the screening of a large candidate database. Thousands of MOFs were identified for each of the CO2 compositions tested that could achieve within 4% of the practical energy limit of dry CO2 capture for the P/VSA process while still meeting the 95% CO2 purity and 90% recovery constraints. From this pool, 3D MOFs without open metal sites were subjected to the multicomponent (CO2/N2/H2O) GCMC simulations at 40% relative humidity. Based on these simulations, hundreds of MOFs were identified at each CO2 composition that could retain 90% of their CO2 capture at this humidity while also adsorbing a minimal amount of water. A geometric analysis of these high performing materials revealed that narrow, straight 1D-channels were a common structural motif for low energy wet flue gas CO2 capture with P/VSA.
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2025-08-27
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