Mixed MDEA-PZ amine solutions for CO2 capture: Modeling and optimization using RSM and ANN approaches
Tài liệu tham khảo
Nejat, 2015, A global review of energy consumption, CO2 emissions and policy in the residential sector (with an overview of the top ten CO2 emitting countries), Renew. Sustain. Energy Rev., 43, 843, 10.1016/j.rser.2014.11.066
Wennersten, 2015, The future potential for Carbon Capture and Storage in climate change mitigation–an overview from perspectives of technology, economy and risk, J. Clean. Prod., 103, 724, 10.1016/j.jclepro.2014.09.023
Rochelle, 2009, Amine scrubbing for CO2 capture, Science, 325, 1652, 10.1126/science.1176731
Derks, 2010, Experimental and theoretical study of the solubility of carbon dioxide in aqueous blends of piperazine and N-methyldiethanolamine, J. Chem. Therm., 42, 151, 10.1016/j.jct.2009.07.025
Amiri, 2018, Optimization of CO2 capture from simulated flue gas using K2CO3/Al2O3 in a Micro fluidized bed reactor, Energy Fuel., 32, 7978, 10.1021/acs.energyfuels.8b00789
Lu, 2011, Performance evaluation on complex absorbents for CO2 capture, Sep. Purif. Technol., 82, 87, 10.1016/j.seppur.2011.08.029
El Hadri, 2017, Aqueous amine solution characterization for post-combustion CO2 capture process, Appl. Energy, 185, 1433, 10.1016/j.apenergy.2016.03.043
Chen, 2011, Aqueous piperazine derivatives for CO2 capture: accurate screening by a wetted wall column, Chem. Eng. Res. Des., 89, 1693, 10.1016/j.cherd.2011.04.002
Kim, 2019, Techno-economic evaluation and comparative analysis of the CO2 separation processes using different piperazine-mixed amine absorbents, J. Chem. Eng. Jpn., 52, 625, 10.1252/jcej.18we153
Dang, 2003, CO2 absorption rate and solubility in monoethanolamine/piperazine/water, Separ. Sci. Technol., 38, 337, 10.1081/SS-120016678
Dugas, 2009
Bishnoi, 2002, Absorption of carbon dioxide in aqueous piperazine/methyldiethanolamine, AIChE J., 48, 2788, 10.1002/aic.690481208
Edali, 2010, 1D and 2D absorption-rate/kinetic modeling and simulation of carbon dioxide absorption into mixed aqueous solutions of MDEA and PZ in a laminar jet apparatus, Int. J. Greenh. Gas Control, 4, 143, 10.1016/j.ijggc.2009.11.005
Derks, 2010, Experimental and theoretical study of the solubility of carbon dioxide in aqueous blends of piperazine and N-methyldiethanolamine, J. Chem. Therm., 42, 151, 10.1016/j.jct.2009.07.025
Chen, 2011
Najibi, 2013, Equilibrium solubility of carbon dioxide in N-methyldiethanolamine+ piperazine aqueous solution: experimental measurement and prediction, Fluid Phase Equil., 354, 298, 10.1016/j.fluid.2013.06.022
Ibrahim, 2014, Effects of piperazine on carbon dioxide removal from natural gas using aqueous methyl diethanol amine, J. Nat. Gas Sci. Eng., 21, 894, 10.1016/j.jngse.2014.10.011
Frailie, 2014
Li, 2015
Du, 2016
Dash, 2016, Studies on the effect of addition of piperazine and sulfolane into aqueous solution of N-methyldiethanolamine for CO2 capture and VLE modelling using eNRTL equation, Int. J. Greenh. Gas Control, 44, 227, 10.1016/j.ijggc.2015.11.007
Khan, 2017, High pressure solubility of carbon dioxide (CO2) in aqueous solution of piperazine (PZ) activated N-methyldiethanolamine (MDEA) solvent for CO2 capture, AIP Conf. Proc., 1891, 10.1063/1.5005414
C, 2005
Garcia, 2011, Breakthrough adsorption study of a commercial activated carbon for pre-combustion CO2 capture, Chem. Eng. J., 171, 549, 10.1016/j.cej.2011.04.027
Song, 2014, Optimization of a novel cryogenic CO2 capture process by response surface methodology (RSM), J. Taiwan Inst. Chem. Eng., 45, 1666, 10.1016/j.jtice.2013.12.009
Das, 2017, Optimization of process condition for the preparation of amine-impregnated activated carbon developed for CO2 capture and applied to methylene blue adsorption by response surface methodology, J. Environ. Sci. Health, Part A, 52, 1164, 10.1080/10934529.2017.1356204
Pashaei, 2020, Experimental modeling and optimization of CO2 absorption into piperazine solutions using RSM-CCD methodology, ACS Omega, 5, 8432, 10.1021/acsomega.9b03363
Karimi, 2018, CO2 capture in chemically and thermally modified activated carbons using breakthrough measurements: experimental and modeling study, Ind. Eng. Chem. Res., 57, 11154, 10.1021/acs.iecr.8b00953
Dao, 2015, Response surface optimization of impregnation of blended amines into mesoporous silica for high-performance CO2 capture, Energy Fuel., 29, 985, 10.1021/ef502656t
Gil, 2013, Response surface methodology as an efficient tool for optimizing carbon adsorbents for CO2 capture, Fuel Process. Technol., 106, 55, 10.1016/j.fuproc.2012.06.018
Maleki, 2018, Absorption performance of carbon dioxide in 4-Hydroxy-1-methylpiperidine+ aminoethylethanolamine aqueous solutions: experimental measurement and modeling, J. Nat. Gas Sci. Eng., 56, 1, 10.1016/j.jngse.2018.05.033
Morero, 2017, Evaluation of biogas upgrading technologies using a response surface methodology for process simulation, J. Clean. Prod., 141, 978, 10.1016/j.jclepro.2016.09.167
Nuchitprasittichai, 2011, Optimization of CO2 capture process with aqueous amines using response surface methodology, Comput. Chem. Eng., 35, 1521, 10.1016/j.compchemeng.2011.03.016
Shafeeyan, 2012, The application of response surface methodology to optimize the amination of activated carbon for the preparation of carbon dioxide adsorbents, Fuel, 94, 465, 10.1016/j.fuel.2011.11.035
Khoshraftar, 2023, Modeling of CO2 solubility in piperazine (PZ) and diethanolamine (DEA) solution via machine learning approach and response surface methodology, Case Stud. Chem. Environ. Eng., 8, 10.1016/j.cscee.2023.100457
Noroozian, 2023, Potential of artificial intelligence and response surface methodology to predict CO2 capture by KOH-modified activated alumina, Case Stud. Chem. Environ. Eng., 8, 10.1016/j.cscee.2023.100442
Saeidi, 2018, Exploiting response surface methodology (RSM) as a novel approach for the optimization of carbon dioxide adsorption by dry sodium hydroxide, J. Chin. Chem. Soc., 65, 1465, 10.1002/jccs.201800012
Behroozi, 2021, Electrolyte solution of MDEA–PZ–TMS for CO2 absorption; response surface methodology and equilibrium modeling, Environ. Technol. Innov., 23, 10.1016/j.eti.2021.101619
Nuchitprasittichai, 2013, Optimization of CO2 capture process with aqueous Amines—A comparison of two simulation–optimization approaches, Ind. Eng. Chem. Res., 52, 10236, 10.1021/ie3029366
Hemmati, 2021, RSM and ANN modeling of hold up, slip, and characteristic velocities in standard systems using pulsed disc-and-doughnut contactor column, Separ. Sci. Technol., 56, 2734, 10.1080/01496395.2020.1842890
Fu, 2014, Analysis of mass transfer performance of monoethanolamine-based CO2 absorption in a packed column using artificial neural networks, Ind. Eng. Chem. Res., 53, 4413, 10.1021/ie403259g
Chen, 2015, Artificial neural network models for the prediction of CO2 solubility in aqueous amine solutions, Int. J. Greenh. Gas Control, 39, 174, 10.1016/j.ijggc.2015.05.005
Norouzbahari, 2015, Modeling of CO2 loading in aqueous solutions of piperazine: application of an enhanced artificial neural network algorithm, J. Nat. Gas Sci. Eng., 24, 18, 10.1016/j.jngse.2015.03.011
Garg, 2017, Experimental data, thermodynamic and neural network modeling of CO2 solubility in aqueous sodium salt of l-phenylalanine, J. CO2 Util., 19, 146, 10.1016/j.jcou.2017.03.011
Ghaemi, 2020, Prediction of CO2 mass transfer flux in aqueous amine solutions using artificial neural networks, Iran. J. Chem. Chem. Eng. (Int. Engl. Ed.), 39, 269
Pakzad, 2020, Experimental data, thermodynamic and neural network modeling of CO2 absorption capacity for 2-amino-2-methyl-1-propanol (AMP)+ Methanol (MeOH)+ H2O system, J. Nat. Gas Sci. Eng., 73, 10.1016/j.jngse.2019.103060
Sodeifian, 2021, Prediction of CO2 absorption by nanofluids using artificial neural network modeling, Int. Commun. Heat Mass Tran., 123, 10.1016/j.icheatmasstransfer.2021.105193
Zafari, 2023, Modeling and optimization of CO2 capture into mixed MEA-PZ amine solutions using machine learning based on ANN and RSM models, Results Eng., 19, 10.1016/j.rineng.2023.101279
Noroozian, 2023, Artificial intelligence and response surface methodology to predict CO2 capture using piperazine-modified activated alumina, Environ. Prog. Sustain. Energy, 42, 10.1002/ep.14117
Khoshraftar, 2023, Modeling and prediction of CO2 partial pressure in methanol solution using artificial neural networks, Curr. Res. Green Sustain. Chem., 6
Reddy, 2014, Theoretical investigations on dimensional analysis of ball bearing parameters by using Buckingham Pi-theorem, Procedia Eng., 97, 1305, 10.1016/j.proeng.2014.12.410
Etemad, 2015, Rigorous correlation for CO2 mass transfer flux in reactive absorption processes, Int. J. Greenh. Gas Control, 42, 288, 10.1016/j.ijggc.2015.08.011
Bird, 2002, Transport phenomena, Appl. Mech. Rev., 55, R1, 10.1115/1.1424298
Kucka, 2003, On the modelling and simulation of sour gas absorption by aqueous amine solutions, Chem. Eng. Sci., 58, 3571, 10.1016/S0009-2509(03)00255-0
Ghaemi, 2009, Nonequilibrium modeling of reactive absorption processes, Chem. Eng. Commun., 196, 1076, 10.1080/00986440902897319
Ghaemi, 2023, Exploring artificial neural network approach and RSM modeling in the prediction of CO2 capture using carbon molecular sieves, Case Stud. Chem. Environ. Eng., 7, 10.1016/j.cscee.2023.100310
Hebb, 2005
Widrow, 1987, Learning phenomena in layered neural networks, 411
Hopfield, 1982, Neural networks and physical systems with emergent collective computational abilities, Proc. Natl. Acad. Sci. USA, 79, 2554, 10.1073/pnas.79.8.2554
Siddique, 2013
Farshad, 2011, Separation of toluene/n-heptane mixtures experimental, modeling and optimization, Chem. Eng. J., 173, 11, 10.1016/j.cej.2011.07.018
Richards, 1999
Nguyen, 1998, Earth-return path impedances of underground cables. Part 1: numerical integration of infinite integrals, IEE Proc. Generat. Transm. Distrib., 145, 621, 10.1049/ip-gtd:19982353
Fausett, 2006
Kobayashi, 2000, Comparing simulated and measured values using mean squared deviation and its components, Agron. J., 92, 345, 10.2134/agronj2000.922345x
Gilmour, 2006, Response surface designs for experiments in bioprocessing, Biometrics, 62, 323, 10.1111/j.1541-0420.2005.00444.x
Bruns, 2006
Teófilo, 2006, Quimiometria II: planilhas eletrônicas para cálculos de planejamentos experimentais, um tutorial, Quim. Nova, 29, 338, 10.1590/S0100-40422006000200026
Ghaemi, 2021, Hydrodynamic behavior of standard liquid-liquid systems in Oldshue–Rushton extraction column; RSM and ANN modeling, Chem. Eng. Processing - Proc. Intensific., 168
Wang, 2016, Application of response surface methodology to the chemical cleaning process of ultrafiltration membrane, Chin. J. Chem. Eng., 24, 651, 10.1016/j.cjche.2016.01.002
Maleki, 2018, Absorption performance of carbon dioxide in 4-Hydroxy-1-methylpiperidine + aminoethylethanolamine aqueous solutions: experimental measurement and modeling, J. Nat. Gas Sci. Eng., 56, 1, 10.1016/j.jngse.2018.05.033
Raymond, 2016