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.
引用
收藏
页码:327 / 341
页数:15
相关论文
共 38 条
  • [31] Prediction model of recast layer thickness in die-sinking EDM process on Ti-6Al-4V machining through response surface methodology coupled with least squares support vector machine
    Li, Jun
    Liu, Xiaoyu
    Zhao, Shiping
    Computer Modelling and New Technologies, 2014, 18 (07): : 398 - 405
  • [32] A novel multi-objective optimization model of solar-driven methanol steam reforming system combining response surface methodology and three-dimensional numerical simulation
    Zhao, Ning
    Wang, Jiangjiang
    Yao, Zibo
    Shao, Yuming
    Tian, Yuyang
    Liu, Weiliang
    ENERGY CONVERSION AND MANAGEMENT, 2024, 300
  • [33] Superior decomposition of xenobiotic RB5 dye using three-dimensional electrochemical treatment: Response surface methodology modelling, artificial intelligence, and machine learning-based optimisation approaches
    Ganthavee, Voravich
    Trzcinski, Antoine P.
    WATER SCIENCE AND ENGINEERING, 2025, 18 (01) : 1 - 10
  • [34] Application of least squares support vector regression and linear multiple regression for modeling removal of methyl orange onto tin oxide nanoparticles loaded on activated carbon and activated carbon prepared from Pistacia atlantica wood
    Ghaedi, M.
    Rahimi, Mahmoud Reza
    Ghaedi, A. M.
    Tyagi, Inderjeet
    Agarwal, Shilpi
    Gupta, Vinod Kumar
    JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2016, 461 : 425 - 434
  • [35] Application of response surface methodology for optimization of electrochemical process in metronidazole (MNZ) removal from aqueous solutions using stainless steel 316 (SS316) and lead (Pb) anodes
    Moteshaker, Parisa Mahmoudpoor
    Rokni, Seyed Ehsan
    Farnoodian, Narges
    Akhlaghi, Nasrin Mohassel
    Saadi, Sommayeh
    Ahmadidoust, Ghobad
    Yousefi, Arman
    INTERNATIONAL JOURNAL OF CHEMICAL REACTOR ENGINEERING, 2020, 18 (08)
  • [36] Optimization for simultaneous removal of NH3-N and COD from coking wastewater via a three-dimensional electrode system with coal-based electrode materials by RSM method
    Su, Ting
    Gao, Wenwen
    Xing, Xiangdong
    Lan, Xinzhe
    Song, Yonghui
    GREEN PROCESSING AND SYNTHESIS, 2021, 10 (01) : 756 - 767
  • [37] Combining fluidized metal-impregnated granular activated carbon in three-dimensional electrocoagulation system: Feasibility and optimization test of color and COD removal from real cotton textile wastewater
    Jung, Kyung-Won
    Hwang, Min-Jin
    Park, Dae-Seon
    Ahn, Kyu-Hong
    SEPARATION AND PURIFICATION TECHNOLOGY, 2015, 146 : 154 - 167
  • [38] Application of conducting polyaniline, o-anisidine, o-phenetidine and o-chloroaniline in removal of nitrate from water via electrically switching ion exchange: Modeling and optimization using a response surface methodology
    Ansari, Milad Hojjat
    Parsa, Jalal Bashi
    Arjomandi, Jalal
    SEPARATION AND PURIFICATION TECHNOLOGY, 2017, 179 : 104 - 117