Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology
A mixture of the environmentally friendly biosurfactants rhamnolipids and sophorolipids was used as a source of micelles in this study. The Box-Behnken design and response surface methodology was used to investigate the influence of factors on micellar-enhanced ultrafiltration (MEUF). Simulated Cd-c...
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doaj-36e086f98cc74e1d9e7affda999811432020-11-25T00:03:05ZengMDPI AGWater2073-44412019-02-0111344210.3390/w11030442w11030442Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface MethodologyTian Chai0Huizhi Yan1Zhibin Zhang2Min Xu3Yicheng Wu4Lei Jin5Guohe Huang6Haiyan Fu7Key Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaKey Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaXiamen Jinque Testing Technology Co., Ltd, Xiamen 361101, ChinaChinese Academy for Environmental Planning, Beijing 100012, ChinaKey Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaKey Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaKey Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaKey Laboratory for Environmental Biotechnology of Higher Education of Fujian Province, Xiamen University of Technology, Xiamen 361024, ChinaA mixture of the environmentally friendly biosurfactants rhamnolipids and sophorolipids was used as a source of micelles in this study. The Box-Behnken design and response surface methodology was used to investigate the influence of factors on micellar-enhanced ultrafiltration (MEUF). Simulated Cd-containing wastewater was used for testing. Based on single-factor experiments, the initial Cd2+ concentration, biosurfactant mixing ratio (α) and pH were chosen as influential variables, and both the Cd2+ rejection coefficient and permeation flux were used as responses. A predictive model based on a quadratic polynomial regression equation was established to determine the optimized enhanced ultrafiltration conditions for Cd. The results show that the regression equation is extremely significant and fits the data accurately. The optimal enhanced ultrafiltration conditions are as follows: initial Cd2+ concentration of 10.0 mg/L, α of 0.30 and pH of 9.58. Under these conditions, the rejection coefficient and the permeation flux of Cd2+ are 99.14% and 37.36 L/m2·h, respectively. The experimental results confirm that the experimental values agree well with the values predicted by the model. Further, these results provide theoretical support for using MEUF to treat heavy metal-containing wastewater when biosurfactants are used for micelle formation.http://www.mdpi.com/2073-4441/11/3/442Micellar-enhanced ultrafiltrationBox-Behnken response surface methodologycadmiumwastewateroptimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tian Chai Huizhi Yan Zhibin Zhang Min Xu Yicheng Wu Lei Jin Guohe Huang Haiyan Fu |
spellingShingle |
Tian Chai Huizhi Yan Zhibin Zhang Min Xu Yicheng Wu Lei Jin Guohe Huang Haiyan Fu Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology Water Micellar-enhanced ultrafiltration Box-Behnken response surface methodology cadmium wastewater optimization |
author_facet |
Tian Chai Huizhi Yan Zhibin Zhang Min Xu Yicheng Wu Lei Jin Guohe Huang Haiyan Fu |
author_sort |
Tian Chai |
title |
Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology |
title_short |
Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology |
title_full |
Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology |
title_fullStr |
Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology |
title_full_unstemmed |
Optimization of Enhanced Ultrafiltration Conditions for Cd with Mixed Biosurfactants Using theBox-Behnken Response Surface Methodology |
title_sort |
optimization of enhanced ultrafiltration conditions for cd with mixed biosurfactants using thebox-behnken response surface methodology |
publisher |
MDPI AG |
series |
Water |
issn |
2073-4441 |
publishDate |
2019-02-01 |
description |
A mixture of the environmentally friendly biosurfactants rhamnolipids and sophorolipids was used as a source of micelles in this study. The Box-Behnken design and response surface methodology was used to investigate the influence of factors on micellar-enhanced ultrafiltration (MEUF). Simulated Cd-containing wastewater was used for testing. Based on single-factor experiments, the initial Cd2+ concentration, biosurfactant mixing ratio (α) and pH were chosen as influential variables, and both the Cd2+ rejection coefficient and permeation flux were used as responses. A predictive model based on a quadratic polynomial regression equation was established to determine the optimized enhanced ultrafiltration conditions for Cd. The results show that the regression equation is extremely significant and fits the data accurately. The optimal enhanced ultrafiltration conditions are as follows: initial Cd2+ concentration of 10.0 mg/L, α of 0.30 and pH of 9.58. Under these conditions, the rejection coefficient and the permeation flux of Cd2+ are 99.14% and 37.36 L/m2·h, respectively. The experimental results confirm that the experimental values agree well with the values predicted by the model. Further, these results provide theoretical support for using MEUF to treat heavy metal-containing wastewater when biosurfactants are used for micelle formation. |
topic |
Micellar-enhanced ultrafiltration Box-Behnken response surface methodology cadmium wastewater optimization |
url |
http://www.mdpi.com/2073-4441/11/3/442 |
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