High-temperature CO2 removal from CH4 using silica membrane: experimental and neural network modeling

被引:25
|
作者
Ullah, Sami [1 ]
Assiri, Mohammed A. [1 ]
Al-Sehemi, Abdullah G. [1 ]
Bustam, Mohamad Azmi [2 ]
Mannan, Hafiz Abdul [2 ]
Abdulkareem, Firas A. [3 ]
Irfan, Ahmad [1 ]
Saqib, Sidra [4 ]
机构
[1] King Khalid Univ, Coll Sci, Dept Chem, Abha 61413, Saudi Arabia
[2] Univ Teknol PETRONAS, Dept Chem Engn, Bandar Seri Iskandar 32610, Perak, Malaysia
[3] Univ Teknol PETRONAS, IHR, SGRG, Bandar Seri Iskandar 32610, Perak, Malaysia
[4] COMSATS Univ Islamabad, Dept Chem Engn, Lahore Campus,Def Rd, Punjab 54000, Pakistan
来源
关键词
alumina; silica membrane; sol-gel method; permselectivity; dip coating; CO2 and CH4 separation; artificial neural network modeling; feedforward back-propagation neural network; MIXED MATRIX MEMBRANES; WALL CARBON NANOTUBES; SOL-GEL METHOD; CERAMIC MEMBRANES; ANN APPROACH; SURFACE MODIFICATION; CO2/CH4; SEPARATION; ZN(II) ADSORPTION; SUPERCRITICAL CO2; GAS SEPARATION;
D O I
10.1002/ghg.1916
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Inorganic membranes can operate under harsh conditions. However, successful synthesis of inorganic membranes is still challenging, and its performance depends on many factors. This work reports the effect of dip-coating duration, inlet pressure, and inlet flow rate on the flux, permeability, and selectivity of silica membranes. A silica membrane was prepared by the deposition of silica sol onto porous alumina support. The permeability test was conducted at 100 degrees C using a single gas of CO2 and CH4. The highest flux was observed at the maximum inlet pressure and inlet flow rate for the membrane prepared at the minimum dip-coating duration. The neural network modeling of the membrane predicted permeabilities showed a considerably high validity regression (R approximate to 0.99) of the predicted data linked to the experimental sets. The separation factor (alpha) was the highest at the maximum dip-coating duration. The synthesized silica membrane has potential for CO2/CH4 separation under harsh operating conditions. (c) 2019 Society of Chemical Industry and John Wiley & Sons, Ltd.
引用
收藏
页码:1010 / 1026
页数:17
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