Optimization and Modeling of Tetracycline Removal from Wastewater by Three-Dimensional Electrochemical System: Application of Response Surface Methodology and Least Squares Support Vector Machine

被引:35
作者
Foroughi, Maryam [1 ,2 ]
Rahmani, Ali Reza [3 ,4 ]
Asgari, Ghorban [5 ]
Nematollahi, Davood [6 ]
Yetilmezsoy, Kaan [7 ]
Samarghandi, Mohammad Reza [8 ]
机构
[1] Torbat Heydariyeh Univ Med Sci, Sch Hlth, Dept Environm Hlth Engn, Torbat Heydariyeh, Iran
[2] Torbat Heydariyeh Univ Med Sci, Hlth Sci Res Ctr, Torbat Heydariyeh, Iran
[3] Hamadan Univ Med Sci, Dept Environm Hlth Engn, Sch Publ Hlth, Hamadan 6517838695, Hamadan, Iran
[4] Hamadan Univ Med Sci, Res Ctr Hlth Sci, Sch Publ Hlth, Hamadan 6517838695, Hamadan, Iran
[5] Hamadan Univ Med Sci, Social Determinants Hlth Res Ctr SDHRC, Dept Environm Hlth Engn, Fac Publ Hlth, Hamadan 6517838695, Hamadan, Iran
[6] Bu Ali Sina Univ, Fac Chem, Hamadan 6517838695, Hamadan, Iran
[7] Yildiz Tech Univ, Fac Civil Engn, Dept Environm Engn, Davutpasa Campus, TR-34220 Istanbul, Turkey
[8] Hamadan Univ Med Sci, Sch Hlth, Dept Environm Hlth Engn, Hamadan 6517838695, Hamadan, Iran
关键词
Antibiotic; Tetracycline; Central composite design; Three-dimensional electrochemical system; Support vector machine; Modeling; ANODIC-OXIDATION; ANTIBIOTIC TETRACYCLINE; EXPERIMENTAL-DESIGN; ACTIVATED CARBON; ADSORPTION; ELECTRODE; ELECTROCOAGULATION; DEGRADATION; PHARMACEUTICALS; CONTAMINANTS;
D O I
10.1007/s10666-019-09675-9
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A three-dimensional electrochemical system was employed as an advanced treatment technology for treatment of tetracycline-containing wastewater. An initial tetracycline concentration of 20.17-100.23 mg/L, pH range of 2.43-9.18, and current density of 1.03-15.72 mA/cm(2) were implemented for the optimization and modeling of the process within the framework of a three-factor, five-level Box-Wilson central composite design-based response surface methodology and least squares support vector machine. The results of statistics corroborated that three main effective factors and reactor performance were very well described by the second-order polynomial equation (coefficient of determination = 0.94, mean square error = 0.0042, root mean square error = 0.065, average absolute deviation = 2.51, and mean absolute error = 0.037). Under the optimal conditions introduced by the desirability function approach, 90.42 (+/- 2.3)%, 49.91 +/- (8.4)% and 28.80 +/- (16.70)% of tetracycline, chemical oxygen demand, and total organic carbon could be removed using the three-dimensional electrochemical process from wastewater. The findings of this study demonstrated that the three-dimensional electrochemical system was as an effective, simple, and economic process compared to other electrochemical systems that have been recently used for antibiotics removal and could be considered as a promising technology for further investigations.
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页码:327 / 341
页数:15
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