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Ozone: Science & Engineering
The Journal of the International Ozone Association
Volume 45, 2023 - Issue 1
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Research Article

Reactive Black 5 Removal with Ozone on Lab-scale and Modeling

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Pages 50-64 | Received 11 Sep 2021, Accepted 19 Jan 2022, Published online: 08 Feb 2022

References

  • APHA. 2017. Standard Methods for the Examination of Water and Wastewater. 23rd ed. Washıngton, DC: Amerıcan Publıc Health Assocıatıon.
  • Ashrafi, M., M. A. Chamjangali, G. Bagherian, and N. Goudarzi. 2017. “Application of Linear and Non-linear Methods for Modeling Removal Efficiency of Textile Dyes from Aqueous Solutions Using Magnetic Fe3O4 Impregnated onto Walnut Shell.” Spectrochim. Acta Part A: Molecular and Biomolecular Spectroscopy 171:268–79. doi: 10.1016/j.saa.2016.07.049
  • Aziz, K. H. H. 2019. “Application of Different Advanced Oxidation Processes for the Removal of Chloroacetic Acids Using a Planar Falling Film Reactor.” Chemosphere 228:377–83. doi: 10.1016/j.chemosphere.2019.04.160
  • Aziz, K. H. H., A. Mahyar, H. Miessner, S. Mueller, D. Kalass, D. Moeller, and M. A. M. Rashid. 2018. “Application of A Planar Falling Film Reactor for Decomposition and Mineralization of Methylene Blue in the Aqueous Media via Ozonation, Fenton, Photocatalysis and Non-thermal Plasma: A Comparative Study.” Process Safety and Environmental Protection 113:319–29. doi: 10.1016/j.psep.2017.11.005
  • Bae, J. S., and H. S. Freeman. 2007. “Aquatic Toxicity Evaluation of Copper-complexed Direct Dyes to the Daphnia Magna.” Dyes and Pigments 73 (1): 126–32. doi:10.1016/j.dyepig.2005.10.019.
  • Bilinska, L., K. Blus, M. Gmurek, and S. Ledakowicz. 2019. “Coupling of Electrocoagulation and Ozone Treatment for Textile Wastewater Reuse.” Chemical Engineering Journal 358:992–1001. doi: 10.1016/j.cej.2018.10.093
  • Bilinska, L., M. Gmurek, and S. Ledakowicz. 2015. “Application of Advanced Oxidation Technologies for Decolorization and Mineralization of Textile Wastewaters.” Journal of Advanced Oxidation Technologies 18 (2): 185–94. doi:10.1515/jaots-2015-0202.
  • Cardoso, J. C., G. G. Bessegato, and M. V. B. Zanoni. 2016. “Efficiency Comparison of Ozonation, Photolysis, Photocatalysis and Photoelectrocatalysis Methods in Real Textile Wastewater Decolorization.” Water Research 98: 39–46. https://doi.org/10.1016/j.watres.2016.04.004.
  • Chen, H. W., Y. L. Kuo, C. S. Chiou, S. W. You, C. M. Ma, and C. T. Chang. 2010. “Mineralization of Reactive Black 5 in Aqueous Solution by ozone/H2O2 in the Presence of a Magnetic Catalyst.” Journal of Hazardous Materials 174 (1–3): 795–800. doi:10.1016/j.jhazmat.2009.09.122.
  • Chong, S. S., A. A. Aziz, S. W. Harun, H. Arof, and S. Shamshirband. 2015. “Application of Multiple Linear Regression, Central Composite Design, and ANFIS Models in Dye Concentration Measurement and Prediction Using Plastic Optical Fiber Sensor.” Measurement 74:78–86. doi: 10.1016/j.measurement.2015.06.019
  • Dehghani, M.H., B. Karimi, and M.S. Rajaei. 2016. “The Effect of Aeration on Advanced Coagulation, Flotation and Advanced Oxidation Processes for Color Removal from Wastewater.” Journal of Molecular Liquids 223:75–80. doi: 10.1016/j.molliq.2016.08.019
  • Dos Santos, A. B., F. J. Cervantes, and J. B. Van Lier. 2007. “Review Paper on Current Technologies for Decolourisation of Textile Wastewaters: Perspectives for Anaerobic Biotechnology.” Bioresource Technology 98 (12): 2369–85. doi:10.1016/j.biortech.2006.11.013.
  • Draper, N. R., and H. Smith. 1998. Applied Regression Analysis. 3rd. Hoboken, NJ: John Wiley & Sons. (Chapter 1)
  • EPA (Enviromental Protection Agency), 1999. Alternative Disinfectants and Oxidants Guidance Manual, 3:1–52. EPA 815-R-99-014
  • Fan, C., and Y. Ding. 2019. “Cooling Load Prediction and Optimal Operation of Hvac Systems Using a Multiple Nonlinear Regression Model.” Energy and Buildings 197:7–17. doi: 10.1016/j.enbuild.2019.05.043
  • Fatimah, S., and W. Wiharto, (2018). “Multiple Linear Regression for the Analysis of the Parameters Used in Dyes Decolourisation by Ozonation Techniques.” MATEC Web of Conferences, 154, 1–5. doi: 10.1051/matecconf/201815401003.
  • Gadekar, M. R., and M. M. Ahammed. 2019. “Modelling Dye Removal by Adsorption onto Water Treatment Residuals Using Combined Response Surface Methodology-artificial Neural Network Approach.” Journal of Environmental Management 231:241–48. doi: 10.1016/j.jenvman.2018.10.017
  • Ghaedi, A. M., M. M. Baneshi, A. Vafaei, A. R. S. Nejad, I. Tyagi, N. Kumar, E. Galunin, A.G. Tkachev, S. Agarwal, and V. K. Gupta. 2018. “Comparison of Multiple Linear Regression and Group Method of Data Handling Models for Predicting Sunset Yellow Dye Removal onto Activated Carbon from Oak Tree Wood.” Environmental Technology and Innovation 11:262–75. doi: 10.1016/j.eti.2018.06.006
  • Ghaedi, A. M., and A. Vafaei. 2017. “Applications of Artificial Neural Networks for Adsorption Removal of Dyes from Aqueous Solution: A Review.” Advances in Colloid and Interface Science 245:20–39. doi: 10.1016/j.cis.2017.04.015
  • Hariani, P. L., M. Faizal, and D. Setiabudidaya. 2018. “Removal of Procion Red MX-5B from Songket’s Industrial Wastewater in South Sumatra Indonesia Using Activated carbon-Fe3O4 Composite.” Sustainable Environment Research 28 (4): 158–64. doi:10.1016/j.serj.2018.01.004.
  • Hassaan, M. A., and A. El Nemr. 2017. “Advanced Oxidation Processes for Textile Wastewater Treatment.” International Journal of Photochemistry and Photobiology 2 (3): 85–93. doi:10.11648/j.ijpp.20170101.15.
  • Hien, N. T., L. H. Nguyen, H. T. Van, T. D. Nguyen, T. H. V. Nguyen, T. H. H. Chu, and K. H. H. Aziz. 2020. “Heterogeneous Catalyst Ozonation of Direct Black 22 from Aqueous Solution in the Presence of Metal Slags Originating from Industrial Solid Wastes.” Separation and Purification Technology 233:115961. doi: 10.1016/j.seppur.2019.115961
  • Hong, H., Q. Song, A. Mazumder, Q. Luo, J. Chen, H. Lin, and Y. Liang. 2016. “Using Regression Models to Evaluate the Formation of Trihalomethanes and Haloacetonitriles via Chlorination of Source Water with Low SUVA Values in the Yangtze River Delta Region, China.” Environmental Geochemistry and Health 38 (6): 1303–12. doi:10.1007/s10653-016-9797-1.
  • Jain, S. N., Z. Shaikh, V. S. Mane, S. Vishnoi, V. N. Mawal, O. R. Patel, and M. S. Gaikwad. 2019. “Nonlinear Regression Approach for Acid Dye Remediation Using Activated Adsorbent: Kinetic, Isotherm, Thermodynamic and Reusability Studies.” Microchemical Journal 148:605–15. doi: 10.1016/j.microc.2019.05.024
  • Kasiri, M. B., N. Modirshahla, and H. Mansouri. 2013. “Decolorization of Organic Dye Solution by Ozonation; Optimization with Response Surface Methodology.” International Journal of Industrial Chemistry 4 (1): 1–10. doi:10.1186/2228-5547-4-3.
  • Lamsal, R., M. E. Walsh, and G. A. Gagnon. 2011. “Comparison of Advanced Oxidation Processes for the Removal of Natural Organic Matter.” Water Research 45:3263–69. doi: 10.1016/j.watres.2011.03.038
  • Levine, D., D. Stephan, T. Krehbiel, and M. Berenson. 2008. Statistics for Managers Using Microsoft Excel. 5th. Prentice-Hall: Upper Saddle River, New Jersey. 07458. (Chapter 11)
  • Mata, J. 2011. “Interpretation of Concrete Dam Behaviour with Artificial Neural Network and Multiple Linear Regression Models.” Engineering Structures 33:903–10. doi: 10.1016/j.engstruct.2010.12.011
  • Meriç, S., D. Kaptan, and T. Ölmez. 2004. “Color and Cod Removal from Wastewater Containing Reactive Black 5 Using Fenton’s Oxidation Process.” Chemosphere 54:435–41. doi: 10.1016/j.chemosphere.2003.08.010
  • Mislick, G., K, and D., A Nusbaum. 2015. Cost Estimation Methods and Tools. Hoboken, NJ: John Wiley & Sons, Inc. Chapter 9
  • Montgomery, D. C., and E. A. Peck. 1992. Introduction to Linear Regression Analysis. Canada: John Willey and Sons, Inc.
  • Montgomery, D. C., E. A. Peck, and G. G. Vining. 2012. Introduction to Linear Regression Analysis. 5th. Hoboken, NJ: Published by John Wiley & Sons, Inc. Chapter 3,5,7
  • Nakagawa, S., and H. Schielzeth. 2013. “A General and Simple Method for Obtaining R2 from Generalized Linear Mixed‐effects Models.” Methods in Ecology and Evolution 4 (2): 133–42. doi:10.1111/j.2041-210x.2012.00261.x.
  • Nakhjirgan, P., and M.H. Dehghani. 2015. “The Evaluation of the Toxicity of Reactive Red 120 Dye by Daphina Magna Bioassay.” Journal of Research in Environmental Health 1 (1): 1–9. doi:10.22038/JREH.2015.4212.
  • O’Mahony, T E, and J M Guibal. 2002. “Reactive Dye Biosorption by Rhizopus Arrhizus Biomass.” Enzyme and Microbial Technology 31:456–63. doi: 10.1016/S0141-0229(02)00110-2
  • Oğuz, E., B. Keskinler, and Z. Çelik. 2005. “Ozonation of Aqueous Bomaplex Red CR-L Dye in a Semi-batch Reactor.” Dyes and Pigments 64 (2): 101–08. doi:10.1016/j.dyepig.2004.04.009.
  • Pachhade, K., S. Sandhya, and K. Swaminathan. 2009. “Ozonation of Reactive Dye, Procion Red MX-5B Catalyzed by Metal Ions.” Journal of Hazardous Materials 167 (1–3): 313–18. doi:10.1016/j.jhazmat.2008.12.126.
  • Pineiro, G., S. Perelman, J. P. Guerschman, and J. M. Paruelo. 2008. “How to Evaluate Models: Observed Vs. Predicted or Predicted Vs. Observed?” Ecological Modelling 216 (3–4): 316–22. doi:10.1016/j.ecolmodel.2008.05.006.
  • Pratiwi, R., S. Notodarmojo, and Q. Helmy. 2018. “Decolourization of Remazol Black-5 Textile Dyes Using Moving Bed Bio-film Reactor.” In IOP Conference Series: Earth and Environmental Science 106(1): IOP Publishing. 012089. doi:10.1088/1755-1315/106/1/012089.
  • Prayudani, S., A. Hizriadi, Y. Y. Lase, and Y. Fatmi. 2019. “Analysis Accuracy of Forecasting Measurement Technique on Random K-Nearest Neighbor (RKNN) Using MAPE and MSE.” Journal of Physics: Conference Series 1361 (1). IOP Publishing. doi: 10.1088/1742-6596/1361/1/012089.
  • Prykhodko, N., V, and S., B Prykhodko. 2018. “Constructing the Nonlinear Regression Models on the Basis of Multivariate Normalizing Transformations.” Electronic Modeling 40 (6): 99–108. doi:10.15407/emodel.40.06.101.
  • R Core Team (2017). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. Retrieved from https://www.R-project.org/.
  • Rekhate, C. V., and J. K. Shrivastava. 2020. “Decolorization of Azo Dye Solution by Ozone Based Advanced Oxidation Processes: Optimization Using Response Surface Methodology and Neural Network.” Ozone: Science and Engineering 42 (6): 492–506. doi:10.1080/01919512.2020.1714426.
  • Schluchter, M.D., (2014). Mean square error. Wiley Stats Ref: Statistics Reference Online. doi: 10.1002/9781118445112.stat05906
  • Selcuk, H. 2005. “Decolorization and Detoxification of Textile Wastewater by Ozonation and Coagulation Processes.” Dyes and Pigments 64 (3): 217–22. doi:10.1016/j.dyepig.2004.03.020.
  • Sevimli, M. F., and H. Z. Sarikaya. 2002. “Ozone Treatment of Textile Effluents and Dyes: Effect of Applied Ozone Dosage, pH and Dye Concentration.” Journal of Chemical Technology and Biotechnology: International Research in Process, Environmental and Clean Technology 77 (7): 842–50. doi:10.1002/jctb.644.
  • Sharma, V., and R. Kumar. 2017. “Dating of Ballpoint Pen Writing Inks via Spectroscopic and Multiple Linear Regression Analysis: A Novel Approach.” Microchemical Journal 134:104–13. doi: 10.1016/j.microc.2017.05.014
  • Shu, H.Y., and M.C. Chang. 2005. “Decolorization Effects of Six Azo Dyes by O3, UV/O3 and UV/H2O2 Processes.” Dyes and Pigments 65 (1): 25–31. doi:10.1016/j.dyepig.2004.06.014.
  • Tamunaidu, P., and S. Bhatia. 2007. “Catalytic Cracking of Palm Oil for the Production of Biofuels: Optimization Studies.” Bioresource Technology 98 (18): 3593–601. doi:10.1016/j.biortech.2006.11.028.
  • Tan, K. C., H. San Lim, and M. Z. M. Jafri. 2016. “Prediction of Column Ozone Concentrations Using Multiple Regression Analysis and Principal Component Analysis Techniques: A Case Study in Peninsular Malaysia.” Atmospheric Pollution Research 7 (3): 533–46. doi:10.1016/j.apr.2016.01.002.
  • TerBraak, C.J.F., and C.W.N. Looman. 1995. “Regression.” In Data Analysis in Community and Landscape Ecology, edited by R. H. G. Jongman, C. J. F. Ter Braak, and O. F. R. van Tongeren, 29–77. Cambrıdge, UK: Cambridge University Press.
  • Tian, W., H. Zhang, H. Sun, M. O. Tadé, and S. Wang. 2018. “One-step Synthesis of Flour-derived Functional Nanocarbons with Hierarchical Pores for Versatile Environmental Applications.” Chemical Engineering Journal 347:432–39. doi: 10.1016/j.cej.2018.04.139
  • Tony, M. A. 2021. “An Industrial Ecology Approach: Green Cellulose-based Bio-adsorbent from Sugar Industry Residue for Treating Textile Industry Wastewater Effluent.” International Journal of Environmental Analytical Chemistry 101 (2): 167–83. doi:10.1080/03067319.2019.1661397.
  • Tony, M. A., H. L. Parker, and J. H. Clark. 2016. “Treatment of Laundrette Wastewater Using Starbon and Fenton’s Reagent.” Journal of Environmental Science and Health, Part A 51 (11): 974–79. doi:10.1080/10934529.2016.1191817.
  • Trevizani, J. L. B., A. Nagalli, F. H. Passig, K. Q. de Carvalho, G. J. Schiavon, and A. N. de Lima Model. 2018. “Influence of pH and Concentration on the Decolorization and Degradation of BR Red Azo Dye by Ozonization.” Acta Scientiarum. Technology 40. doi:10.4025/actascitechnol.v40i1.35436.
  • Turhan, K., I. Durukan, S. A. Ozturkcan, and Z. Turgut. 2012. “Decolorization of Textile Basic Dye in Aqueous Solution by Ozone.” Dyes and Pigments 92 (3): 897–901. doi:10.1016/j.dyepig.2011.07.012.
  • Turhan, K., and Z. Turgut. 2009. “Decolorization of Direct Dye in Textile Wastewater by Ozonization in a Semi-batch Bubble Column Reactor.” Desalination 242 (1–3): 256–63. doi:10.1016/j.desal.2008.05.005.
  • Urbano, V.R., M.G. Milena, M. Perez-Moya, and Guimaraes J.R Jose. 2017. “Influence of pH and Ozone Dosage on Sulfaquinoxaline Ozonation.” Journal of Environmental Management 195 (2): 224–31. doi:10.1016/j.jenvman.2016.08.019.
  • Uzun, S. 2011. “Su Kalitesinin İyileştirilmesinde Ozon Kullanımı ve Kimyasal Etkileri.” Türk Hijyen ve Deneysel Biyoloji Dergisi 68 (2): 105–13. doi:10.5505/TurkHijyen.2011.46330.
  • van Leeuwen, J. H. 2015. “Proposed OS&E Requirement: Measuring Ozone Dosage.” Ozone: Science and Engineering 37 (2): 191–92. doi:10.1080/01919512.2015.1006467.
  • van Leeuwen, J.H., A. Sridhar, A.K. Harrata, M. Esplugas, S. Onuki, L. Cai, and J.A. Koziel. 2009a. “Ozonation within an Activated Sludge System for Azo Dye Removal by Partial Oxidation and Biodegradation.” Ozone: Science and Engineering 31 (4): 279–86. doi:10.1080/01919510902907720.
  • van Leeuwen, J.H., A. Sridhar, A.K. Harrata, M. Esplugas, S. Onuki, L. Cai, and J.A. Koziel. 2009b. “Improving the Biodegradation of Organic Pollutants with Ozonation during Biological Wastewater Treatment.” Ozone: Science and Engineering 31 (2): 63–70. doi:10.1080/01919510802668380.
  • Wantoputri, N. I., S. Notodarmojo, and Q. Helmy. 2019. “Reactive Black-5 Removal by Ozonation as Post Treatment.” IOP Conference Series: Materials Science and Engineering 536(1): IOP Publishing. 012083. doi:10.1088/1757-899X/536/1/012083.
  • Wanyonyi, W. C., J. M. Onyari, P. M. Shiundu, and F. J. Mulaa. 2019. “Effective Biotransformation of Reactive Black 5 Dye Using Crude Protease from Bacillus Cereus Strain KM201428.” Energy Procedia 157:815–24. doi: 10.1016/j.egypro.2018.11.247
  • Yaseen, D.A, and M Scholz. 2019. “Textile Dye Wastewater Characteristics and Constituents of Synthetic Efluents: A Critical Review.” International Journal of Environmental Science and Technology 16:1193–226. doi: 10.1007/s13762-018-2130-z
  • Yıldırım, A. Ö., Ş. Gül, O. Eren, and E. Kuşvuran. 2011. “A Comparative Study of Ozonation, Homogeneous Catalytic Ozonation, and Photocatalytic Ozonation for CI Reactive Red 194 Azo Dye Degradation.” CLEAN–Soil, Air, Water 39 (8): 795–805. doi:10.1002/clen.201000192.
  • Zainudin, N. S., M. H. Yaacoba, and Z. Othman. 2016. “Stability of Reactive Black 5 (RB5) Standard Solution Studied in Different Conditions.” Health and the Environment Journal 7 (1): 87–100.
  • ZDHC programme. 2016. “Zero Discharge of Hazardous Chemicals Programme, Textile Industry Wastewater Quality Guideline, Literature Review.” Revision 1:1–84.
  • Zhang, X., Y. Tian, X. Zhang, M. Bai, and Z. Zhang. 2019. “Use of Multiple Regression Models for Predicting the Formation of Bromoform and Dibromochloromethane during Ballast Water Treatment Based on an Advanced Oxidation Process.” Environmental Pollution 254:113028. doi: 10.1016/j.envpol.2019.113028
  • Zheng, Q., Y. Dai, and X. Han. 2016. “Decolorization of Azo Dye C.i. Reactive Black 5 by Ozonation in Aqueous Solution: Influencing Factors, Degradation Products, Reaction Pathway and Toxicity Assessment.” Water Science & Technology 73 (7): 1500–10. doi:10.2166/wst.2015.550.
  • Zubair, M., N. Jarrah, A. Khalid, M. S. Manzar, T. S. Kazeem, and M. A. Al-Harthi. 2018. “Starch-Nife-Layered Double Hydroxide Composites: Efficient Removal of Methyl Orange from Aqueous Phase.” Journal of Molecular Liquids 249: 254–264.

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