Effects of operating parameters of packed columns on the KGav for CO2 absorption by amine solutions using optimization-simulation framework

被引:10
|
作者
Afkhamipour, Morteza [1 ]
Mofarahi, Masoud [1 ,2 ]
机构
[1] Persian Gulf Univ, Fac Petr Gas & Petrochem Engn, Dept Chem Engn, POB 75169-13798, Bushehr, Iran
[2] Yonsei Univ, Dept Chem & Biomol Engn, 50 Yonsei Ro, Seoul 120749, South Korea
关键词
Mass transfer coefficient; Optimization; MLPNN model; Two-film theory; Deshmukh-Mather model; MASS-TRANSFER PERFORMANCE; AQUEOUS-SOLUTIONS; REACTION-KINETICS; HYDROGEN-SULFIDE; CARBON-DIOXIDE; SOLUBILITY; MEA; CAPTURE; 4-DIETHYLAMINO-2-BUTANOL; MONOETHANOLAMINE;
D O I
10.1016/j.seppur.2018.03.026
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The aim of this study is to investigate the effects of key operating parameters of packed absorption columns on the performance of mass transfer considering the volumetric overall mass transfer coefficient (K(G)a(V)). The effects were studied for CO2 absorption by using 4-diethylamino-2-butanol (DEAB) and N,N-Diethylethanolamine (DEEA) mixed with monoethanolamine (MEA) as novel amine solutions. In doing so, an optimization-simulation framework was developed based on the two-film theory model, thermodynamic model, multi-layer perceptron neural network (MLPNN), and statistical technique. To predict the CO2 loading as one of the parameters in input of MLPNN model, the Deshmukh-Mather model, as an electrolyte thermodynamic model, was developed for CO2 + DEAB + H2O and CO2 + DEEA + MEA + H2O systems. The effect of enhancement factor on the K(G)a(V) was considered based on the series resistances model including pseudo-first order enhancemnt factor and instantaneous enhancemnt factor. To optimize and rank the key operating factors that simultaneously affect the K(G)a(V), the Taguchi method was used. Statistical indices showed that our model could efficiently predict the experimental data with AARDs of 5.6%, 0.43% and 4.96%, respectively, for K(G)a(V) data, CO2 loading data of DEAB and DEEA + MEA. A significant order of process variables affecting the K(G)a(V) values was as CO2 mole fraction > amine temperature > amine flow rate > gas temperature > packing type > CO2 loading > amine concentration. Moreover, the sensitivity analysis results showed that by increasing the CO2 mole fraction in gas feed, gas temperature, and CO2 loading, the K(G)a(V) values decreased, and by increasing the amine concentration, amine flow rate, and amine temperature, the K(G)a(V) values increased.
引用
收藏
页码:86 / 102
页数:17
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