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Removal of dye using peroxidase-immobilized Buckypaper/polyvinyl alcohol membrane in a multi-stage filtration column via RSM and ANFIS
被引:0
|作者:
Yien Jun Lau
Rama Rao Karri
Nabisab Mujawar Mubarak
Sie Yon Lau
Han Bing Chua
Mohammad Khalid
Priyanka Jagadish
Ezzat Chan Abdullah
机构:
[1] Curtin University,Department of Chemical Engineering, Faculty of Engineering and Science
[2] Universiti Teknologi Brunei (UTB),Petroleum and Chemical Engineering, Faculty of Engineering
[3] Sunway University,Graphene & Advanced 2D Materials Research Group (GAMRG), School of Science and Technology
[4] Malaysia-Japan International Institute of Technology (MJIIT),Department of Chemical Process Engineering
[5] Universiti Teknologi Malaysia (UTM),undefined
来源:
关键词:
Enzyme immobilization;
Buckypaper/polyvinyl alcohol membrane;
Multi-stage filtration column;
Response surface methodology;
Adaptive neuro-fuzzy inference system;
Process optimization;
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学科分类号:
摘要:
The feasibility and performance of Jicama peroxidase (JP) immobilized Buckypaper/polyvinyl alcohol (BP/PVA) membrane for methylene blue (MB) dye removal was investigated in a customized multi-stage filtration column under batch recycle mode. The effect of independent variables, such as influent flow rate, ratio of H2O2/MB dye concentration, and contact time on the dye removal efficiency, were investigated using response surface methodology (RSM). To capture the inherent characteristics and better predict the removal efficiency, a data-driven adaptive neuro-fuzzy inference system (ANFIS) is implemented. Results indicated that the optimum dye removal efficiency of 99.7% was achieved at a flow rate of 2 mL/min, 75:1 ratio of H2O2/dye concentration with contact time of 183 min. The model predictions of ANFIS are significantly good compared with RSM, thus resulting in R2 values of 0.9912 and 0.9775, respectively. The enzymatic kinetic parameters, Km and Vmax, were evaluated, which are 1.98 mg/L and 0.0219 mg/L/min, respectively. Results showed that JP-immobilized BP/PVA nanocomposite membrane can be promising and cost-effective biotechnology for the practical application in the treatment of industrial dye effluents.
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页码:40121 / 40134
页数:13
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