Prediction of electrocoagulation treatment of tannery wastewater using multiple linear regression based ANN: Comparative study on plane and punched electrodes

被引:8
作者
Bhagawati, Prashant Basavaraj [1 ]
Kumar, H. S. Kiran [2 ]
Lokeshappa, B. [3 ]
Malekdar, Farideh [4 ]
Sapate, Suhas [5 ]
Adeogun, Abideen Idowu [6 ]
Chapi, Sharanappa [7 ]
Goswami, Lalit [8 ]
Mirkhalafi, Sayedali [9 ]
Sillanpaa, Mika [10 ,11 ]
机构
[1] SG Balekundri Inst Technol, Dept Civil Engn, Belagavi 590010, Karnataka, India
[2] GM Inst Technol, Dept Civil Engn, Davangere 577004, Karnataka, India
[3] Univ BDT Coll Engn, Dept Civil Engn, Davangere 577004, Karnataka, India
[4] Univ Padua, Dept Civil Environm & Architectural Engn, Padua, Veneto, Italy
[5] Sanjeevan Engn & Technol Inst, Dept Comp Sci & Engn, Panhala 416201, India
[6] Fed Univ Agr, Dept Chem, Abeokuta 110101, Nigeria
[7] BMS Coll Engn, Dept Phys, Bull Temple Rd, Bangalore 560019, India
[8] Indian Inst Technol Guwahati, Ctr Environm, Gauhati 78109, Assam, India
[9] Liverpool John Moores Univ LJMU, Fac Engn & Technol, Sch Civil Engn & Built Environm, Liverpool L3 3AF, England
[10] Univ Johannesburg, Dept Chem Engn, Sch Min Met & Chem Engn, POB 17011, ZA-2028 Doornfontein, South Africa
[11] Gulf Univ Sci & Technol, Funct Mat Grp, Kuwait 32093, Kuwait
关键词
Tannery wastewater; Electrocoagulation; Artificial Neural Network; Multiple Linear Regression; Chromium removal; COAGULATION; REMOVAL;
D O I
10.1016/j.dwt.2024.100530
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This study investigated the electrocoagulation (EC) treatment of tannery wastewater using plane and punched aluminum and iron electrodes at the optimum condition of pH 9, voltage 20 V, electrode distance of 1 cm and 90 min electrolysis duration. The efficiency of the EC process was determined by evaluating the levels of biochemical oxygen demand (BOD), chemical oxygen demand (COD), and Chromium (Cr) in the treated effluents. The experiment utilized both linear regression and Artificial Neural Network (ANN) models for modeling, with the ANN model validating the predicted model from the experimental design with 95 % confidence. The use of plane aluminum electrodes resulted in an optimum removal efficiency of BOD (89.66 %), COD (96.21 %), Cr (96.05 %), and TDS (95.77 %). On the other hand, the punched electrodes achieved a removal efficiency of 90.86 % (BOD), 98.62 % (COD), 96.94 % (Cr), and 96.92 % (TDS). Similarly, when using plane iron electrodes, the removal efficiency of BOD, COD, Cr and TDS was 87.57 %, 94.77 % 93.42 % and 93.08 %, respectively, while punched iron electrodes removed 89.01 % of BOD, 96.59 % of COD, 94.66 % of Cr and 95 % of TDS. The results demonstrate that the proposed ANN effectively predicts effluent BOD, COD, Cr and TDS, addressing economic and environmental sustainability concerns.
引用
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页数:13
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