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Erschienen in: Wireless Networks 8/2020

04.06.2019

Determining optimum carob powder adsorbtion for cleaning wastewater: intelligent optimization with electro-search algorithm

verfasst von: Bahdisen Gezer, Utku Kose, Dmytro Zubov, Omer Deperlioglu, Pandian Vasant

Erschienen in: Wireless Networks | Ausgabe 8/2020

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Abstract

In this study, effective and fast removal efficiency of carob powder (as an absorbent material from liquid phase) was investigated by focusing on the dangerous paint methylene blue mixture. The surface texture developed adsorbent was revealed to be porous by characterizing done thanks to scanning through electron microscope. Experiment parameters of pH, ultrasonic frequency, particle size, contact time, temperature and initial concentration of dissolved methylene blue dye were investigated accordingly. Thereafter, Box–Behnken design experiment was applied for adsorption experiments. Regression analysis findings demonstrated that the experimental data is good for to the non-linear model with correlation coefficients of correction value at 0.8899 and 0.9830. The maximum adsorption value was determined as around 256.44 mg/g thanks to the Electro-Search Algorithm, a recent Artificial Intelligence based intelligent optimization technique. Additionally, some alternative intelligent optimization algorithms were also used for determining optimum values. According to the results of the study, the carob bean can be used as an alternative adsorbent and the found optimum values can be employed for that purpose.

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Literatur
1.
Zurück zum Zitat Chiou, M. S., & Li, H. Y. (2003). Adsorption behaviour of reactive dye in aqueous solution on chemical cross-linked chitosan beads. Chemosphere, 50, 1095–1105. Chiou, M. S., & Li, H. Y. (2003). Adsorption behaviour of reactive dye in aqueous solution on chemical cross-linked chitosan beads. Chemosphere, 50, 1095–1105.
2.
Zurück zum Zitat Pearce, C. I., Lloyd, J. R., & Guthrie, J. T. (2003). The removal of colour from textile wastewater using whole bacterial cells: A review. Dyes and Pigments, 58(3), 179–196. Pearce, C. I., Lloyd, J. R., & Guthrie, J. T. (2003). The removal of colour from textile wastewater using whole bacterial cells: A review. Dyes and Pigments, 58(3), 179–196.
3.
Zurück zum Zitat Mohan, D., & Pittman, C. U., Jr. (2007). Arsenic removal from water/wastewater using adsorbents—a critical review. Journal of Hazardous Materials, 142(1–2), 1–53. Mohan, D., & Pittman, C. U., Jr. (2007). Arsenic removal from water/wastewater using adsorbents—a critical review. Journal of Hazardous Materials, 142(1–2), 1–53.
4.
Zurück zum Zitat Verlicchi, P., Al Aukidy, M., & Zambello, E. (2012). Occurrence of pharmaceutical compounds in urban wastewater: removal, mass load and environmental risk after a secondary treatment—a review. Science of the Total Environment, 429, 123–155. Verlicchi, P., Al Aukidy, M., & Zambello, E. (2012). Occurrence of pharmaceutical compounds in urban wastewater: removal, mass load and environmental risk after a secondary treatment—a review. Science of the Total Environment, 429, 123–155.
5.
Zurück zum Zitat Gehr, R. L. (2018). Theory and practice of water and wastewater treatment. Hoboken: Wiley-Blackwell.MATH Gehr, R. L. (2018). Theory and practice of water and wastewater treatment. Hoboken: Wiley-Blackwell.MATH
6.
Zurück zum Zitat Aksu, Z., & Tezer, S. (2001). Equilibrium and kinetic modelling of biosorption of remazol black B by Rhizopus arrhizus in a batch system: Effect of temperature. Process Biochemistry, 36, 431–439. Aksu, Z., & Tezer, S. (2001). Equilibrium and kinetic modelling of biosorption of remazol black B by Rhizopus arrhizus in a batch system: Effect of temperature. Process Biochemistry, 36, 431–439.
7.
Zurück zum Zitat Bulut, Y., & Aydın, H. (2006). A kinetics and thermodynamics study of methylene blue adsorption on wheat shells. Desalination, 194, 259–267. Bulut, Y., & Aydın, H. (2006). A kinetics and thermodynamics study of methylene blue adsorption on wheat shells. Desalination, 194, 259–267.
8.
Zurück zum Zitat Crini, G. (2006). Non-conventional low-cost adsorbenrs fot dye removal: A review. Bioresource Technology, 97, 1061–1085. Crini, G. (2006). Non-conventional low-cost adsorbenrs fot dye removal: A review. Bioresource Technology, 97, 1061–1085.
9.
Zurück zum Zitat Ravi Kumar, M. N. V., Sridhari, T. R., Bhavani, K. D., & Dutta, P. K. (1998). Trends in color removal from textile mill effluents. Colorage, 40, 25–34. Ravi Kumar, M. N. V., Sridhari, T. R., Bhavani, K. D., & Dutta, P. K. (1998). Trends in color removal from textile mill effluents. Colorage, 40, 25–34.
10.
Zurück zum Zitat Sun, Q., & Yang, L. (2003). The adsorption of basic dyes from aquous solution on modified peat-resin particle. Water Research, 37, 1535–1544. Sun, Q., & Yang, L. (2003). The adsorption of basic dyes from aquous solution on modified peat-resin particle. Water Research, 37, 1535–1544.
11.
Zurück zum Zitat McMullan, G., Meehan, C., Conneely, A., Kirby, N., Robinson, T., & Nigam, P. (2001). Microbial decolourisation and degradation of textile dyes. Applied Microbiology and Biotechonology, 56, 81–87. McMullan, G., Meehan, C., Conneely, A., Kirby, N., Robinson, T., & Nigam, P. (2001). Microbial decolourisation and degradation of textile dyes. Applied Microbiology and Biotechonology, 56, 81–87.
12.
Zurück zum Zitat Toh, Y. C., Yen, J. J. L., Jefftey, P., & Ting, Y. P. (2003). Decolourisation of azo dyes by white- rot fungi (WRF) isolated in Singapore. Enzyme and Microbial Technology, 35, 569–575. Toh, Y. C., Yen, J. J. L., Jefftey, P., & Ting, Y. P. (2003). Decolourisation of azo dyes by white- rot fungi (WRF) isolated in Singapore. Enzyme and Microbial Technology, 35, 569–575.
13.
Zurück zum Zitat Lorenc-Grabowska, E., & Gryglewicz, G. (2007). Adsorption characteristics of Congo Red on coal-based mesoporous activated carbon. Dyes Pigments., 74, 34–40. Lorenc-Grabowska, E., & Gryglewicz, G. (2007). Adsorption characteristics of Congo Red on coal-based mesoporous activated carbon. Dyes Pigments., 74, 34–40.
14.
Zurück zum Zitat Malik, P. K., & Saha, S. K. (2003). Oxidation of direct dyes with hydrogen peroxide using ferrous ion as catalyst. Separation and Purification Technology, 31, 241–250. Malik, P. K., & Saha, S. K. (2003). Oxidation of direct dyes with hydrogen peroxide using ferrous ion as catalyst. Separation and Purification Technology, 31, 241–250.
15.
Zurück zum Zitat Mittal, A. (2006). Adsorption kinetics of removal of a toxic dyei Malachite Green, from wastewater by using hen feathers. Journal of Hazardous Materials, 33, 196–202. Mittal, A. (2006). Adsorption kinetics of removal of a toxic dyei Malachite Green, from wastewater by using hen feathers. Journal of Hazardous Materials, 33, 196–202.
16.
Zurück zum Zitat El-Geundi, M. S. (1991). Colour removal from textile effluents by adsorption techniques. Water Research, 25, 271–273. El-Geundi, M. S. (1991). Colour removal from textile effluents by adsorption techniques. Water Research, 25, 271–273.
17.
Zurück zum Zitat Nassar, M. M., & El-Geundi, M. S. (1991). Comparative cost of colour removal from textile effluents using natural adsorbents. Journal of Chemical Technology and Biotechnology, 50, 257–264. Nassar, M. M., & El-Geundi, M. S. (1991). Comparative cost of colour removal from textile effluents using natural adsorbents. Journal of Chemical Technology and Biotechnology, 50, 257–264.
18.
Zurück zum Zitat McKay, G., El-Geundi, M., & Nassar, M. M. (1998). External mass transport processes during the adsorption of dyes onto bagasse pith. Water Research, 22, 1527–1533. McKay, G., El-Geundi, M., & Nassar, M. M. (1998). External mass transport processes during the adsorption of dyes onto bagasse pith. Water Research, 22, 1527–1533.
19.
Zurück zum Zitat Sun, G., & Xu, X. (1997). Sunflower stalks as adsorbents for color removal from textile wastewater. Industrial and Engineering Chemistry Research, 36, 808–812. Sun, G., & Xu, X. (1997). Sunflower stalks as adsorbents for color removal from textile wastewater. Industrial and Engineering Chemistry Research, 36, 808–812.
20.
Zurück zum Zitat Gupta, V. K., Mohan, D., Sharma, S., & Sharma, M. (2000). Removal of basic dye (Rhodamine B and Methylene blue) from aqueous solutions using bagasse fly ash. Separation Science and Technology, 35, 2097–2113. Gupta, V. K., Mohan, D., Sharma, S., & Sharma, M. (2000). Removal of basic dye (Rhodamine B and Methylene blue) from aqueous solutions using bagasse fly ash. Separation Science and Technology, 35, 2097–2113.
21.
Zurück zum Zitat El-Nabarwy, T. H., & Khedr, S. A. (2000). Removal of pollutants from water using untreated and treated sawdust and water hyacinth. Adsorption Science and Technology, 18, 385–398. El-Nabarwy, T. H., & Khedr, S. A. (2000). Removal of pollutants from water using untreated and treated sawdust and water hyacinth. Adsorption Science and Technology, 18, 385–398.
22.
Zurück zum Zitat Zhao, X. K., Yang, G. P., & Gao, X. C. (2003). Studies on the sorption behaviors of nitrobenzene on marine sediments. Chemosphere, 52, 917–925. Zhao, X. K., Yang, G. P., & Gao, X. C. (2003). Studies on the sorption behaviors of nitrobenzene on marine sediments. Chemosphere, 52, 917–925.
23.
Zurück zum Zitat Basibuyuk, M., & Forster, C. F. (2003). An examination of the adsorption characteristics of a basic dye (Maxilon Red BL-N) on to live activated sludge system. Process Biochemistry, 38, 1311–1316. Basibuyuk, M., & Forster, C. F. (2003). An examination of the adsorption characteristics of a basic dye (Maxilon Red BL-N) on to live activated sludge system. Process Biochemistry, 38, 1311–1316.
24.
Zurück zum Zitat Annadurai, G., Juang, R. S., Yen, P. S., & Lee, D. J. (2003). Use of thermally treated waste biological sludge as dye absorbent. Advances in Environmental Research, 7(3), 739–744. Annadurai, G., Juang, R. S., Yen, P. S., & Lee, D. J. (2003). Use of thermally treated waste biological sludge as dye absorbent. Advances in Environmental Research, 7(3), 739–744.
25.
Zurück zum Zitat Weng, C. H., Chang, E. E., & Chiang, P. C. (2001). Characteristics of new coccine dye adsorption onto digested sludge particulates. Water Science and Technology, 44, 279–284. Weng, C. H., Chang, E. E., & Chiang, P. C. (2001). Characteristics of new coccine dye adsorption onto digested sludge particulates. Water Science and Technology, 44, 279–284.
26.
Zurück zum Zitat Namasivayam, C., & Arasi, D. J. S. E. (1997). Removal of Congo red from wastewater by adsorption onto red mud. Chemosphere, 34, 401–471. Namasivayam, C., & Arasi, D. J. S. E. (1997). Removal of Congo red from wastewater by adsorption onto red mud. Chemosphere, 34, 401–471.
27.
Zurück zum Zitat Namasivayam, C., Dinesh, K. M., Selvi, K., Begum, A. R., Vanathi, T., & Yamuna, R. T. (2001). Waste coir pith a potential biomass for the treatment of dyeing wastewaters. Biomass and Bioenergy, 21, 477–483. Namasivayam, C., Dinesh, K. M., Selvi, K., Begum, A. R., Vanathi, T., & Yamuna, R. T. (2001). Waste coir pith a potential biomass for the treatment of dyeing wastewaters. Biomass and Bioenergy, 21, 477–483.
28.
Zurück zum Zitat Bhattacharyya, K. G., & Sarma, A. (2003). Adsorption characteristics of the dye, Brilliant green, on Neem leaf powder. Dyes Pigments, 57, 211–222. Bhattacharyya, K. G., & Sarma, A. (2003). Adsorption characteristics of the dye, Brilliant green, on Neem leaf powder. Dyes Pigments, 57, 211–222.
29.
Zurück zum Zitat Namasivayam, C., Muniasamy, N., Gayathri, K., Rani, M., & Ranganathan, K. (1996). Removal of dyes from aqueous solutions by cellulosic waste orange peel. Bioresource Technology, 57, 37–43. Namasivayam, C., Muniasamy, N., Gayathri, K., Rani, M., & Ranganathan, K. (1996). Removal of dyes from aqueous solutions by cellulosic waste orange peel. Bioresource Technology, 57, 37–43.
30.
Zurück zum Zitat Ho, Y. S., Chiang, T. H., & Hsueh, Y. M. (2005). Removal of basic dye from aqueous solutions using tree fern as a biosorbent. Process Biochemistry, 40, 119–124. Ho, Y. S., Chiang, T. H., & Hsueh, Y. M. (2005). Removal of basic dye from aqueous solutions using tree fern as a biosorbent. Process Biochemistry, 40, 119–124.
31.
Zurück zum Zitat Bhattacharyya, K. G., & Sharma, A. (2005). Kinetics and thermodynamics of methylene blue adsorption on Neem leaf powder. Dyes and Pigments, 65, 51–59. Bhattacharyya, K. G., & Sharma, A. (2005). Kinetics and thermodynamics of methylene blue adsorption on Neem leaf powder. Dyes and Pigments, 65, 51–59.
32.
Zurück zum Zitat Ferrero, F. (2007). Dye removal by low cost adsorbents: Hazelnut shells incomparison with woods a dust. Journal of Hazardous Materials, 142, 144–152. Ferrero, F. (2007). Dye removal by low cost adsorbents: Hazelnut shells incomparison with woods a dust. Journal of Hazardous Materials, 142, 144–152.
33.
Zurück zum Zitat Tunalıoğlu, R., & Ozkaya, M. T. (2003). Carob (In Turkish, Keçiboynuzu). T.E.A.E Bakış, 3, 1–4. Tunalıoğlu, R., & Ozkaya, M. T. (2003). Carob (In Turkish, Keçiboynuzu). T.E.A.E Bakış, 3, 1–4.
34.
Zurück zum Zitat Battle, I., & Tous, J. 1997. Carob tree, Ceratonia siliqua L., Promoting the Conservation and Use of Underutilized and Neglected Crops Institute of Plant Genetics and Crop Plant Research/International Plant Genetic Resources Institute. Gatersleben/Rome, Italy. 17, 78. Battle, I., & Tous, J. 1997. Carob tree, Ceratonia siliqua L., Promoting the Conservation and Use of Underutilized and Neglected Crops Institute of Plant Genetics and Crop Plant Research/International Plant Genetic Resources Institute. Gatersleben/Rome, Italy. 17, 78.
35.
Zurück zum Zitat Makris, D. P., & Kefalas, P. (2004). Carob Pods (Ceratonia siliqua L.) as a source of polyphenolic antioxidants. Food Technology Biotechnology, 42, 105–108. Makris, D. P., & Kefalas, P. (2004). Carob Pods (Ceratonia siliqua L.) as a source of polyphenolic antioxidants. Food Technology Biotechnology, 42, 105–108.
36.
Zurück zum Zitat Avallone, R., Cosenza, F., Farina, F., Baraldi, C., & Baraldi, M. (2002). Extraction and purification from Ceratonia siliqua of compounds acting on central and peripheral benzodiazepine receptors. Fitoterapia, 73, 390–396. Avallone, R., Cosenza, F., Farina, F., Baraldi, C., & Baraldi, M. (2002). Extraction and purification from Ceratonia siliqua of compounds acting on central and peripheral benzodiazepine receptors. Fitoterapia, 73, 390–396.
37.
Zurück zum Zitat Evans, M. (2003). Optimization of manufacturing processes: A response surface approach. London: Carlton house Terrace. Evans, M. (2003). Optimization of manufacturing processes: A response surface approach. London: Carlton house Terrace.
38.
Zurück zum Zitat Masoumi, A. A., & Tabil, L. 2003. Physical properties of chickpea (C. arientinum) cultivers Paper No. 036058 for 2003 ASAE Annual Meeting, Las Vagas, NV, USA Masoumi, A. A., & Tabil, L. 2003. Physical properties of chickpea (C. arientinum) cultivers Paper No. 036058 for 2003 ASAE Annual Meeting, Las Vagas, NV, USA
39.
Zurück zum Zitat Weng, C. H., & Pan, Y. F. (2006). Adsorption characteristics of methylene blue from aqueous solution by sludge ash. Colloids and Surfaces A: Physicochemical and Engineering, 274, 154–162. Weng, C. H., & Pan, Y. F. (2006). Adsorption characteristics of methylene blue from aqueous solution by sludge ash. Colloids and Surfaces A: Physicochemical and Engineering, 274, 154–162.
40.
Zurück zum Zitat Chiou, M. S., Ho, P. Y., & Li, H. Y. (2004). Adsorption of anionic dyes in acid solutions using chemically cross linked chitosan beads. Dyes and Pigments, 60, 69–84. Chiou, M. S., Ho, P. Y., & Li, H. Y. (2004). Adsorption of anionic dyes in acid solutions using chemically cross linked chitosan beads. Dyes and Pigments, 60, 69–84.
41.
Zurück zum Zitat Xie, G., Xi, P., Liu, H., Chen, F., Huang, L., Shi, Y., et al. (2012). A facile chemical method to produce superparamagnetic graphene oxide Fe3O4 hybrid composite and its application in the removal of dyes from aqueous solution. Journal of Materials Chemistry, 22, 1033–1039. Xie, G., Xi, P., Liu, H., Chen, F., Huang, L., Shi, Y., et al. (2012). A facile chemical method to produce superparamagnetic graphene oxide Fe3O4 hybrid composite and its application in the removal of dyes from aqueous solution. Journal of Materials Chemistry, 22, 1033–1039.
42.
Zurück zum Zitat Lawson, J. (2010). Design and analysis of experiments with SAS, texts in statistical science. Boca Raton: Taylor & Francis.MATH Lawson, J. (2010). Design and analysis of experiments with SAS, texts in statistical science. Boca Raton: Taylor & Francis.MATH
43.
Zurück zum Zitat Vining, G., & Kowalski, S. M. (2010). Statical methods for engineers (3rd ed.). Boston: Cengage Learning, Brooks/Cole. Vining, G., & Kowalski, S. M. (2010). Statical methods for engineers (3rd ed.). Boston: Cengage Learning, Brooks/Cole.
44.
Zurück zum Zitat Benyounis, K. Y., Olabi, A. G., & Hashmi, M. S. J. (2005). Effect of laser welding parameters on the heat input and weld-bead profile. Journal of Materials Processing Technology, 164, 978–985. Benyounis, K. Y., Olabi, A. G., & Hashmi, M. S. J. (2005). Effect of laser welding parameters on the heat input and weld-bead profile. Journal of Materials Processing Technology, 164, 978–985.
45.
Zurück zum Zitat Rabelo, L., Bhide, S., & Gutierrez, E. (2018). Artificial intelligence: Advances in research and applications. New York: Nova Science Publishers, Inc. Rabelo, L., Bhide, S., & Gutierrez, E. (2018). Artificial intelligence: Advances in research and applications. New York: Nova Science Publishers, Inc.
47.
Zurück zum Zitat Liu, R., Yang, B., Zio, E., & Chen, X. (2018). Artificial intelligence for fault diagnosis of rotating machinery: A review. Mechanical Systems and Signal Processing, 108, 33–47. Liu, R., Yang, B., Zio, E., & Chen, X. (2018). Artificial intelligence for fault diagnosis of rotating machinery: A review. Mechanical Systems and Signal Processing, 108, 33–47.
48.
Zurück zum Zitat Ertel, W. (2018). Introduction to artificial intelligence. Berlin: Springer. Ertel, W. (2018). Introduction to artificial intelligence. Berlin: Springer.
49.
Zurück zum Zitat Hemanth, D. J., Anitha, J., & Mittal, M. (2018). Diabetic retinopathy diagnosis from retinal images using modified hopfield neural network. Journal of Medical Systems, 42(12), 247. Hemanth, D. J., Anitha, J., & Mittal, M. (2018). Diabetic retinopathy diagnosis from retinal images using modified hopfield neural network. Journal of Medical Systems, 42(12), 247.
50.
Zurück zum Zitat De Silva, C. W. (2018). Intelligent control: Fuzzy logic applications. Boca Raton: CRC Press. De Silva, C. W. (2018). Intelligent control: Fuzzy logic applications. Boca Raton: CRC Press.
52.
Zurück zum Zitat Marmolejo, J. A., Velasco, J., & Selley, H. J. (2017). An adaptive random search for short term generation scheduling with network constraints. PLoS ONE, 12(2), e0172459. Marmolejo, J. A., Velasco, J., & Selley, H. J. (2017). An adaptive random search for short term generation scheduling with network constraints. PLoS ONE, 12(2), e0172459.
54.
Zurück zum Zitat Casas-Ramírez, M. S., & Camacho-Vallejo, J. F. (2017). Solving the p-median bilevel problem with order through a hybrid heuristic. Applied Soft Computing, 60, 73–86. Casas-Ramírez, M. S., & Camacho-Vallejo, J. F. (2017). Solving the p-median bilevel problem with order through a hybrid heuristic. Applied Soft Computing, 60, 73–86.
55.
Zurück zum Zitat Martínez-Villaseñor, L., Ponce, H., Marmolejo-Saucedo, J. A., Ramírez, J. M., & Hernández, A. (2018). Analysis of constraint-handling in metaheuristic approaches for the generation and transmission expansion planning problem with renewable energy. Complexity. https://doi.org/10.1155/2018/1438196. Martínez-Villaseñor, L., Ponce, H., Marmolejo-Saucedo, J. A., Ramírez, J. M., & Hernández, A. (2018). Analysis of constraint-handling in metaheuristic approaches for the generation and transmission expansion planning problem with renewable energy. Complexity. https://​doi.​org/​10.​1155/​2018/​1438196.
56.
Zurück zum Zitat Wang, L. (2001). Intelligent optimization algorithms with applications. Beijing: Tsinghua University and Springer Press. Wang, L. (2001). Intelligent optimization algorithms with applications. Beijing: Tsinghua University and Springer Press.
57.
Zurück zum Zitat Bonabeau, E., Marco, D. D. R. D. F., Dorigo, M., Théraulaz, G., & Theraulaz, G. (1999). Swarm intelligence: From natural to artificial systems (No. 1). Oxford: Oxford University Press.MATH Bonabeau, E., Marco, D. D. R. D. F., Dorigo, M., Théraulaz, G., & Theraulaz, G. (1999). Swarm intelligence: From natural to artificial systems (No. 1). Oxford: Oxford University Press.MATH
58.
Zurück zum Zitat Bozorg-Haddad, O. (Ed.). (2018). Advanced optimization by nature-inspired algorithms. Singapore: Springer. Bozorg-Haddad, O. (Ed.). (2018). Advanced optimization by nature-inspired algorithms. Singapore: Springer.
59.
Zurück zum Zitat Tabari, A., & Ahmad, A. (2017). A new optimization method: Electro-search algorithm. Computers and Chemical Engineering, 103, 1–11. Tabari, A., & Ahmad, A. (2017). A new optimization method: Electro-search algorithm. Computers and Chemical Engineering, 103, 1–11.
60.
Zurück zum Zitat Mall, I. D., Srivastava, V. C., & Agarwal, N. K. (2007). Adsorptive removal of Auramine-O: Kinetic and equilibrium study. Journal of Hazardous Materials, 143(1–2), 386–395. Mall, I. D., Srivastava, V. C., & Agarwal, N. K. (2007). Adsorptive removal of Auramine-O: Kinetic and equilibrium study. Journal of Hazardous Materials, 143(1–2), 386–395.
61.
Zurück zum Zitat Huiping, L., Guoqun, Z., Shanting, N., & Yiguo, L. (2007). Technologic parameter optimization of gas quenching process using response surface method. Computational Materials Science, 38(4), 561–570. Huiping, L., Guoqun, Z., Shanting, N., & Yiguo, L. (2007). Technologic parameter optimization of gas quenching process using response surface method. Computational Materials Science, 38(4), 561–570.
62.
Zurück zum Zitat Segurola, J., Allen, N. S., Edge, M., & Mc Mahon, A. (1999). Design of eutectic photoinitiator blends for UV/visible curable acrylated printing inks and coatings. Progress in Organic Coatings, 37(1–2), 23–37. Segurola, J., Allen, N. S., Edge, M., & Mc Mahon, A. (1999). Design of eutectic photoinitiator blends for UV/visible curable acrylated printing inks and coatings. Progress in Organic Coatings, 37(1–2), 23–37.
63.
Zurück zum Zitat Kim, H. K., Kim, J. G., Cho, J. D., & Hong, J. W. (2003). Optimization and characterization of UV-curable adhesives for optical communications by response surface methodology. Polymer Testing, 22(8), 899–906. Kim, H. K., Kim, J. G., Cho, J. D., & Hong, J. W. (2003). Optimization and characterization of UV-curable adhesives for optical communications by response surface methodology. Polymer Testing, 22(8), 899–906.
64.
Zurück zum Zitat Gleisy, L., Matta, I., Dornelas, B., Lambrecht, R., & Antonio da Silva, E. (2008). Dynamic isotherm of dye in activated carbon. Materials Research, 11, 15–90. Gleisy, L., Matta, I., Dornelas, B., Lambrecht, R., & Antonio da Silva, E. (2008). Dynamic isotherm of dye in activated carbon. Materials Research, 11, 15–90.
65.
Zurück zum Zitat Gupta, V. K., Suhas, A. I., & Saini, V. K. (2014). Removal of rhodamine B, fast green, and methylene blue from wastewater using red mud an aluminum industry waste. Industrial and Engineering Chemistry Research, 43, 1740–1747. Gupta, V. K., Suhas, A. I., & Saini, V. K. (2014). Removal of rhodamine B, fast green, and methylene blue from wastewater using red mud an aluminum industry waste. Industrial and Engineering Chemistry Research, 43, 1740–1747.
66.
Zurück zum Zitat Singh, K. P., Mohan, D., Sinha, S., Tondon, G. S., & Gosh, D. (2003). Color removal from wastewater using low-cost activated carbon derived from agricultural waste material. Industrial and Engineering Chemistry Research, 42, 1965–1976. Singh, K. P., Mohan, D., Sinha, S., Tondon, G. S., & Gosh, D. (2003). Color removal from wastewater using low-cost activated carbon derived from agricultural waste material. Industrial and Engineering Chemistry Research, 42, 1965–1976.
67.
Zurück zum Zitat Annadurai, G., Juang, R. S., & Lee, D. J. (2002). Use of cellulose-based wastes for adsorption of dyes from aqueous solutions. Journal of Hazardous Materials, 92, 263–274. Annadurai, G., Juang, R. S., & Lee, D. J. (2002). Use of cellulose-based wastes for adsorption of dyes from aqueous solutions. Journal of Hazardous Materials, 92, 263–274.
68.
Zurück zum Zitat Doğan, M., Özdemir, Y., & Alkan, M. (2007). Adsorption kinetics and mechanism of cationic methyl violet and methylene blue dyes onto sepiolite. Dyes and Pigments, 75, 701–713. Doğan, M., Özdemir, Y., & Alkan, M. (2007). Adsorption kinetics and mechanism of cationic methyl violet and methylene blue dyes onto sepiolite. Dyes and Pigments, 75, 701–713.
69.
Zurück zum Zitat Doğan, M., Alkan, M., Demirbas, Ö., Ozdemir, Y., & Ozmetin, C. (2006). Adsorption kinetics of maxilon blue GRL onto sepiolite from aqueous solutions. Chemical Engineering Journal, 124, 89–101. Doğan, M., Alkan, M., Demirbas, Ö., Ozdemir, Y., & Ozmetin, C. (2006). Adsorption kinetics of maxilon blue GRL onto sepiolite from aqueous solutions. Chemical Engineering Journal, 124, 89–101.
70.
Zurück zum Zitat Hoseinzadeh Hesas, R., Wan Daud, W. M. A., Sahu, J. N., & Arami-Niya, A. (2013). The effects of a microwave heating method on the production of activated carbon from agricultural waste: A review. Journal of Analytical and Applied Pyrolysis, 100, 1–11. Hoseinzadeh Hesas, R., Wan Daud, W. M. A., Sahu, J. N., & Arami-Niya, A. (2013). The effects of a microwave heating method on the production of activated carbon from agricultural waste: A review. Journal of Analytical and Applied Pyrolysis, 100, 1–11.
71.
Zurück zum Zitat Guo, J., & Lua, A. C. (2000). Preparation of activated carbons from oil-palm-stone chars by microwave induced carbon dioxide activation. Carbon, 38, 1985–1993. Guo, J., & Lua, A. C. (2000). Preparation of activated carbons from oil-palm-stone chars by microwave induced carbon dioxide activation. Carbon, 38, 1985–1993.
72.
Zurück zum Zitat Liu, Q. S., Zheng, T., Li, N., Wang, P., & Abulikemu, G. (2010). Modification of bamboo-based activated carbon using microwave radiation and its effects on the adsorption of methylene blue. Applied Surface Science, 265, 3309–3315. Liu, Q. S., Zheng, T., Li, N., Wang, P., & Abulikemu, G. (2010). Modification of bamboo-based activated carbon using microwave radiation and its effects on the adsorption of methylene blue. Applied Surface Science, 265, 3309–3315.
73.
Zurück zum Zitat Kennedy, J. (2010). Particle swarm optimization. In C. Sammut, & G. I. Webb (Eds.), Encyclopedia of machine learning (pp. 760–766). Boston: Springer. Kennedy, J. (2010). Particle swarm optimization. In C. Sammut, & G. I. Webb (Eds.), Encyclopedia of machine learning (pp. 760–766). Boston: Springer.
74.
Zurück zum Zitat Karaboga, D., & Basturk, B. (2007). A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. Journal of Global Optimization, 39(3), 459–471.MathSciNetMATH Karaboga, D., & Basturk, B. (2007). A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. Journal of Global Optimization, 39(3), 459–471.MathSciNetMATH
75.
Zurück zum Zitat Yang, X. S., & Deb, S. 2009. Cuckoo search via Lévy flights. In Nature and biologically inspired computing, 2009. NaBIC 2009. World Congress on (pp. 210–214). IEEE. Yang, X. S., & Deb, S. 2009. Cuckoo search via Lévy flights. In Nature and biologically inspired computing, 2009. NaBIC 2009. World Congress on (pp. 210–214). IEEE.
76.
Zurück zum Zitat Holland, J. H. (1992). Genetic algorithms. Scientific American, 267(1), 66–73. Holland, J. H. (1992). Genetic algorithms. Scientific American, 267(1), 66–73.
77.
Zurück zum Zitat Storn, R., & Price, K. (1997). Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization, 11(4), 341–359.MathSciNetMATH Storn, R., & Price, K. (1997). Differential evolution–a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization, 11(4), 341–359.MathSciNetMATH
Metadaten
Titel
Determining optimum carob powder adsorbtion for cleaning wastewater: intelligent optimization with electro-search algorithm
verfasst von
Bahdisen Gezer
Utku Kose
Dmytro Zubov
Omer Deperlioglu
Pandian Vasant
Publikationsdatum
04.06.2019
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 8/2020
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-019-02035-1

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