Artificial neural network guided optimization of limiting factors for enhancing photocatalytic treatment of textile wastewater using UV/TiO2 and kinetic studies

被引:2
作者
Jayakumar, Mani [1 ,2 ,3 ]
Sundramurthy, Venkatesa Prabhu [2 ,3 ]
Gebeyehu, Kaleab Bizuneh [4 ]
Selvakumar, Kuppusamy Vaithilingam [5 ]
Emana, Abdi Nemera [1 ]
Manivannan, Subramanian [6 ]
Mohanasundaram, Sugumar [7 ]
Sagadevan, Suresh [8 ]
Baskar, Gurunathan [1 ,9 ]
机构
[1] Haramaya Univ, Haramaya Inst Technol, Dept Chem Engn, Dire Dawa, Ethiopia
[2] Karpagam Acad Higher Educ, Fac Engn, Dept Biotechnol, Coimbatore 641021, Tamil Nadu, India
[3] Karpagam Acad Higher Educ, Ctr Nat Prod & Funct Foods, Coimbatore 641021, Tamil Nadu, India
[4] Jiangsu Univ, Sch Chem & Chem Engn, Zhenjiang, Peoples R China
[5] JCT Coll Engn & Technol, Dept Biotechnol & Biochem Engn, Coimbatore, Tamil Nadu, India
[6] Karpagam Acad Higher Educ, Ctr Mat Sci, Dept Mech Engn, Coimbatore 641021, Tamil Nadu, India
[7] SRM Inst Sci & Technol, SRM Coll Agr Sci, Dept Biochem & Crop Physiol, Baburayanpettai 603201, Tamilnadu, India
[8] Univ Malaya, Nanotechnol & Catalysis Res Ctr, Kuala Lumpur 50603, Malaysia
[9] St Josephs Coll Engn, Dept Biotechnol, Chennai 600119, India
关键词
Advanced oxidation process; Artificial Neural Networks; Photocatalysis; Response surface; Textile effluent; Titanium dioxide; Wastewater treatment; ELECTRO-FENTON; DEGRADATION; TIO2; ACID; PERFORMANCE;
D O I
10.1016/j.dwt.2024.100828
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Wastewater effluents discharged from textile industries are characterized by excessive chemical and biochemical oxygen demands with significant amounts of harmful synthetic dyes that spoil the healthy environment. The present investigation focused on process optimization to develop an effective strategy for degrading and decolorizing wastewater from textile industries through an advanced photocatalysis oxidation process. The synergistic effect of Titanium dioxide (TiO2) nanoparticles as a photocatalyst with ultraviolet irradiation was applied as a novel technique to detoxify wastewater effluents from textile industries. In addition, the process was modeled and optimized using response surface methodology (RSM) and artificial neural networks (ANN). The kinetics of the photocatalytic degradation of wastewater effluents from textile industries were analyzed. The optimal condition predicted by the RSM was similar to the experimental outcomes, further, the predicted values from the ANN model had confirmed the prediction. The most significant limiting parameters, such as catalyst dosage, pH, and irradiation time, were optimized systematically as TiO2 dosage of 429.31 mg/l, pH of 8.89, and irradiation time of 5 h, respectively. Under these optimal conditions, COD reduction and decolorization of 90 % and 88 %, respectively, were achieved.
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页数:14
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