Monitoring and control of UV and UV-TiO 2 disinfections for municipal wastewater reclamation using artificial neural networks

Journal of Hazardous Materials

Volumn 209-210, Issue , 2012, Pages 348-354

  Lin, Chuang Hung ^a   Yu, Ruey Fang ^a   Cheng, Wen Po ^a   Liu, Chun Ru ^a  

^a NATIONAL UNITED UNIVERSITY   (Taiwan)

Author keywords

Artificial neural networks (ANNs); Municipal wastewater reclamation; Oxidation reduction potential (ORP); Process control; UV disinfection; UV TiO 2 disinfection

Indexed keywords

ARTIFICIAL NEURAL NETWORK MODELS; CAPACITY REDUCTION; CONTROL MODEL; CONTROL STRATEGIES; DISINFECTION PROCESS; MATHEMATIC MODEL; MONITORED PARAMETERS; MONITORING AND CONTROL; MUNICIPAL WASTEWATER RECLAMATION; OH RADICAL; OXIDATION REDUCTION POTENTIAL (ORP); PRECISE CONTROL; ULTRAVIOLET IRRADIATIONS; UV DISINFECTION; UV DOSE; UV- AND; WASTEWATER DISINFECTION; WASTEWATER REUSE;

EFFLUENTS; FREE RADICALS; NEURAL NETWORKS; PROCESS CONTROL; TITANIUM DIOXIDE; WASTEWATER RECLAMATION; WASTEWATER TREATMENT;

DISINFECTION;

TITANIUM DIOXIDE;

ARTIFICIAL NEURAL NETWORK; BIOCHEMICAL COMPOSITION; COLIFORM BACTERIUM; DISINFECTION; EFFLUENT; HYDROXYL RADICAL; IRRADIATION; NUMERICAL MODEL; OXIDATION; POLLUTION CONTROL; RECYCLING; TITANIUM; ULTRAVIOLET RADIATION; WASTEWATER; WATER USE;

ACCURACY; ARTICLE; ARTIFICIAL NEURAL NETWORK; COLIFORM BACTERIUM; CONTROLLED STUDY; DISINFECTION; EFFLUENT; ENERGY CONSERVATION; MATHEMATICAL MODEL; RADIATION DOSE; ULTRAVIOLET IRRADIATION; ULTRAVIOLET RADIATION; WASTE WATER RECYCLING;

DISINFECTANTS; NEURAL NETWORKS (COMPUTER); TITANIUM; ULTRAVIOLET RAYS; WATER POLLUTANTS, CHEMICAL;

EID: 84862819661     PISSN: 03043894     EISSN: 18733336     Source Type: Journal    
DOI: 10.1016/j.jhazmat.2012.01.029     Document Type: Article

References (32)

1. Domenecha L., Sauri D. Socio-technical transitions in water scarcity contexts: public acceptance of greywater reuse technologies in the Metropolitan Area of Barcelona. Resour. Conserv. Recycling 2010, 55:53-62.
2. Adewumi J.R., Ilemobade A.A., Zyl J.E. Treated wastewater reuse in South Africa: overview, potential and challenges. Resour. Conserv. Recycling 2010, 55:221-231.
3. Hassen A., Mahrouk M., Ouzari H., Cherif M., Boudabous A., Damelincourt J.J. UV disinfection of treated wastewater in a large-scale pilot plant and inactivation of selected bacteria in a laboratory UV device. Bioresource Technol. 2000, 74:141-150.
4. Lyn D.A., Blatchley E.R. Numerical computational fluid dynamics-based models of ultraviolet disinfection channels. J. Environ. Eng., ASCE 2005, 131:838-849.
5. Fenner R.A., Komvuschara K. A new kinetic model for ultraviolet disinfection of greywater. J. Environ. Eng., ASCE 2005, 131:850-864.
6. Wait I.W., Johnston C.T., Blatchley E.R. The influence of oxidation reduction potential and water treatment processes on quartz lamp sleeve fouling in ultraviolet disinfection reactors. Water Res. 2007, 41:2427-2436.
7. 2 advanced oxidation. J. Hazard. Mater. 2007, 146:479-486.
8. Lopez-Ramirez J.A., Sahuquillo S., Sales D., Quiroga J.M. Pre-treatment optimization studies for secondary effluent reclamation with reverse osmosis. Water Res. 2003, 37:1177-1184.
9. Lubello C., Gori R., Nicese P.N., Ferrino F. Municipal-treated wastewater reuse for plant nurseries irrigation. Water Res. 2004, 38:2939-2947.
10. Hijnen W.A.M., Beerendonk E.F., Medema G.J. Inactivation credit of UV radiation for viruses, bacteria and protozoan (oo)cysts in water: a review. Water Res. 2006, 40:3-22.
11. Melian J.A.H., Rodriguez J.M.D., Suarez A.V., Rendon E.T., Campo C.V., Arana J., Pena J.P. The photocatalytic disinfection of urban waters. Chemosphere 2000, 41:323-327.
12. 2 photocatalytic disinfection. Water Res. 2004, 38:1069-1077.
13. Cheng Y.W., Chan R.C.Y., Wong P.K. Disinfection of Legionella pneumophila by photocalytic oxidation. Water Res. 2007, 41:842-852.
14. Drosou C., Coz A., Xekoukoulotakis N.P., Moya A., Vergara Y., Mantzavinos D. Peracetic acid-enhanced photocatalytic and sonophotocatalytic inactivation of E. coli in aqueous suspensions. J. Chem. Technol. Biotechnol. 2010, 85:1049-1053.
15. 2 layer. J. Chem. Technol. Biotechnol. 1999, 74:149-154.
16. Kuhn K.P., Chaberny I.F., Massholder K., Stickler M., Benz V.W., Sonntag H.-G., Erdinger L. Disinfection of surfaces by photocatalytic oxidation with titanium dioxide and UVA light. Chemosphere 2003, 53:71-77.
17. Scheible O.K., Bassell C.D. Ultraviolet disinfection of a secondary wastewater treatment plant, EPA 600/2-75-060 1975, Municipal Environ. Res. Lab., OH.
18. Salgot M., Folch M., Huertas E., Tapias J., Avellaneda D., Girós G., Brissaud F., Vergés C., Molina J., Pigem J. Comparison of different advanced disinfection systems for wastewater reclamation. Water Sci. Technol. Water Sup. 2002, 2:213-218.
19. White G.C. Handbook of Chlorination and Alternative Disinfectants 1999, John Wiley & Sons Inc., NY, pp. 1385-1467. 4th ed.
20. Templeton M.R., Andrews A.C., Hofmann R. Removal of particle-associated bacteriophages by dualmedia filtration at different filter cycle stages and impacts on subsequent UV disinfection. Water Res. 2007, 41:2393-2406.
21. Yu R.F., Chen H.W., Cheng W.P., Shen Y.C. Dynamic control of disinfection for wastewater reuse applying ORP/pH monitoring and artificial neural networks. Resour. Conserv. Recycling 2008, 52:1015-1021.
22. Yu R.F., Chen H.W., Cheng W.P., Hsieh P.H. Dosage control of the Fenton process for color removal of textile wastewater applying ORP monitoring and artificial neural networks. J. Environ. Eng., ASCE 2009, 135:325-332.
23. Mahendra A.K., Sanyal A., Gouthaman G. Simulation and optimization of sludge hygienization research irradiator. Comput. Fluids 2011, 46:333-340.
24. Gibbsa M.S., Morganb N., Maiera H.R., Dandya G.C., Nixonc J.B., Holmesc M. Investigation into the relationship between chlorine decay and water distribution parameters using data driven methods. Math. Comput. Model. 2006, 44:485-498.
25. Kulkarni P., Chellam S. Disinfection by-product formation following chlorination of drinking water: artificial neural network models and changes in speciation with treatment. Sci. Total Environ. 2010, 408:4202-4210.
26. Bieroza M., Baker A., Bridgeman J. New data mining and calibration approaches to the assessment of water treatment efficiency. Adv. Eng. Softw. 2012, 44:126-135.
27. Honga Y.S.T., Rosena M.R., Bhamidimarri R. Analysis of a municipal wastewater treatment plant using a neural network-based pattern analysis. Water Res. 2003, 37:1608-1618.
28. APHA, AWWA, WEF Standard Methods for the Examination of Water and Wastewater 2005, American Public Health Association, Washington, DC. 21st ed.
29. Yeh Y.C. Artificial Neural Network Models and Applications 2000, Rue-Lin publisher, Taipei, pp. 23-145, 214-255 (in Chinese). 2nd ed.
30. Bitton G. Wastewater Microbiology 1994, John Wiley & Sons Inc, NY, pp. 129-133.
31. Selcuk H. Disinfection and formation of disinfection by-products in a photoelectrocatalytic system. Water Res. 2010, 44:3966-3972.
32. Yu R.F. Feed-forward dose control of wastewater chlorination using on-line pH and ORP titration. Chemosphere 2004, 56:973-980.