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Orlov AA, Valtz A, Coquelet C, Rozanska X, Wimmer E, Marcou G, Horvath D, Poulain B, Varnek A, de Meyer F. Computational screening methodology identifies effective solvents for CO 2 capture. Commun Chem 2022; 5:37. [PMID: 36697737 PMCID: PMC9814075 DOI: 10.1038/s42004-022-00654-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 02/23/2022] [Indexed: 02/01/2023] Open
Abstract
Carbon capture and storage technologies are projected to increasingly contribute to cleaner energy transitions by significantly reducing CO2 emissions from fossil fuel-driven power and industrial plants. The industry standard technology for CO2 capture is chemical absorption with aqueous alkanolamines, which are often being mixed with an activator, piperazine, to increase the overall CO2 absorption rate. Inefficiency of the process due to the parasitic energy required for thermal regeneration of the solvent drives the search for new tertiary amines with better kinetics. Improving the efficiency of experimental screening using computational tools is challenging due to the complex nature of chemical absorption. We have developed a novel computational approach that combines kinetic experiments, molecular simulations and machine learning for the in silico screening of hundreds of prospective candidates and identify a class of tertiary amines that absorbs CO2 faster than a typical commercial solvent when mixed with piperazine, which was confirmed experimentally.
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Affiliation(s)
- Alexey A. Orlov
- grid.11843.3f0000 0001 2157 9291Laboratory of Chemoinformatics, Faculty of Chemistry, University of Strasbourg, 67081 Strasbourg, France
| | - Alain Valtz
- grid.58140.380000 0001 2097 6957MINES ParisTech, PSL University, Centre of Thermodynamics of Processes (CTP), 35 rue St Honoré, 77300 Fontainebleau, France
| | - Christophe Coquelet
- grid.58140.380000 0001 2097 6957MINES ParisTech, PSL University, Centre of Thermodynamics of Processes (CTP), 35 rue St Honoré, 77300 Fontainebleau, France
| | - Xavier Rozanska
- grid.486181.2Materials Design SARL, 42 avenue Verdier, 92120 Montrouge, France
| | - Erich Wimmer
- grid.486181.2Materials Design SARL, 42 avenue Verdier, 92120 Montrouge, France
| | - Gilles Marcou
- grid.11843.3f0000 0001 2157 9291Laboratory of Chemoinformatics, Faculty of Chemistry, University of Strasbourg, 67081 Strasbourg, France
| | - Dragos Horvath
- grid.11843.3f0000 0001 2157 9291Laboratory of Chemoinformatics, Faculty of Chemistry, University of Strasbourg, 67081 Strasbourg, France
| | - Bénédicte Poulain
- TOTALEnergies S.E., OneTech, Gas & Low Carbon Entity, CCUS R&D Program, 2 Place Jean Millier, 92078 Paris, France
| | - Alexandre Varnek
- grid.11843.3f0000 0001 2157 9291Laboratory of Chemoinformatics, Faculty of Chemistry, University of Strasbourg, 67081 Strasbourg, France
| | - Frédérick de Meyer
- grid.58140.380000 0001 2097 6957MINES ParisTech, PSL University, Centre of Thermodynamics of Processes (CTP), 35 rue St Honoré, 77300 Fontainebleau, France ,TOTALEnergies S.E., OneTech, Gas & Low Carbon Entity, CCUS R&D Program, 2 Place Jean Millier, 92078 Paris, France
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The quasi-activity coefficients of non-electrolytes in aqueous solution with organic ions and its application on the phase splitting behaviors prediction for CO2 absorption. Chin J Chem Eng 2022. [DOI: 10.1016/j.cjche.2022.02.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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Rozanska X, Wimmer E, de Meyer F. Quantitative Kinetic Model of CO 2 Absorption in Aqueous Tertiary Amine Solvents. J Chem Inf Model 2021; 61:1814-1824. [PMID: 33709702 DOI: 10.1021/acs.jcim.0c01386] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Aqueous tertiary amine solutions are increasingly used in industrial CO2 capture operations because they are more energy-efficient than primary or secondary amines and demonstrate higher CO2 absorption capacity. Yet, tertiary amine solutions have a significant drawback in that they tend to have lower CO2 absorption rates. To identify tertiary amines that absorb CO2 faster, it would be efficacious to have a quantitative and predictive model of the rate-controlling processes. Despite numerous attempts to date, this goal has been elusive. The present computational approach achieves this goal by focusing on the reaction of CO2 with OH- forming HCO3-. The performance of the resulting model is demonstrated for a consistent experimental data set of the absorption rates of CO2 for 24 different aqueous tertiary amine solvents. The key to the new model's success is the manner in which the free energy barrier for the reaction of CO2 with OH- is evaluated from the differences among the solvation free energies of CO2, OH-, and HCO3-, while the pKa of the amines controls the concentration of OH-. These solvation energies are obtained from molecular dynamics simulations. The experimental value of the free energy of reaction of CO2 with pure water is combined with information about measured rates of absorption of CO2 in an aqueous amine solvent in order to calibrate the absorption rate model. This model achieves a relative accuracy better than 0.1 kJ mol-1 for the free energies of activation for CO2 absorption in aqueous amine solutions and 0.07 g L-1 min-1 for the absorption rate of CO2. Such high accuracies are necessary to predict the correct experimental ranking of CO2 absorption rates, thus providing a quantitative approach of practical interest.
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Affiliation(s)
- Xavier Rozanska
- Materials Design SARL, 42 avenue Verdier, 92120 Montrouge, France
| | - Erich Wimmer
- Materials Design SARL, 42 avenue Verdier, 92120 Montrouge, France
| | - Frédérick de Meyer
- TOTAL SE, Total Exploration Production, Liquefied Natural Gas - Acid Gas Entity, CCUS R&D Program, 2 Place Jean Milier, 92078 Paris, France.,MINES ParisTech, PSL University, Centre de thermodynamique des procédés (CTP), 35 rue St Honoré, 77300 Fontainebleau, France
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