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
Ohmin Kwon, Marco Gibaldi, Kasturi Nagesh Pai, Arvind Rajendran* and Tom K. Woo*,
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引用次数: 0
Abstract
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.
An integrated screening using molecular and process simulations, followed by calculations of CO2 retainability in humid conditions, identified hundreds of practical sorbents for CO2 capture.
期刊介绍:
ACS Central Science publishes significant primary reports on research in chemistry and allied fields where chemical approaches are pivotal. As the first fully open-access journal by the American Chemical Society, it covers compelling and important contributions to the broad chemistry and scientific community. "Central science," a term popularized nearly 40 years ago, emphasizes chemistry's central role in connecting physical and life sciences, and fundamental sciences with applied disciplines like medicine and engineering. The journal focuses on exceptional quality articles, addressing advances in fundamental chemistry and interdisciplinary research.