1. M. Abbas, M. Adil, S. Ehtisham-ul-Haque, B. Munir, M. Yameen, A. Ghaffar, G.A. Shar, M. Asif Tahir, M. Iqbal, Vibrio fischeri bioluminescence inhibition assay for ecotoxicity assessment: a review, Sci. Total Environ., 626 (2018) 1295–1309.
  2. L. Bulgariu, L.B. Escudero, O.S. Bello, M. Iqbal, J. Nisar, K.A. Adegoke, F. Alakhras, M. Kornaros, I. Anastopoulos, The utilization of leaf-based adsorbents for dyes removal: a review, J. Mol. Liq., 276 (2019) 728–747.
  3. M.A.M. Salleh, D.K. Mahmoud, W.A.W.A. Karim, A. Idris, Cationic and anionic dye adsorption by agricultural solid wastes: a comprehensive review, Desalination, 280 (2011) 1–13.
  4. M. Iqbal, Vicia faba bioassay for environmental toxicity monitoring: a review, Chemosphere, 144 (2016) 785–802.
  5. G.O. El-Sayed, Removal of methylene blue and crystal violet from aqueous solutions by palm kernel fiber, Desalination, 272 (2011) 225–232.
  6. Y. Dai, Q. Sun, W. Wang, L. Lu, M. Liu, J. Li, S. Yang, Y. Sun, K. Zhang, J. Xu, W. Zheng, Z. Hu, Y. Yang, Y. Gao, Y. Chen, X. Zhang, F. Gao, Y. Zhang, Utilizations of agricultural waste as adsorbent for the removal of contaminants: a review, Chemosphere, 211 (2018) 235–253.
  7. Y. Zhou, J. Lu, Y. Zhou, Y. Liu, Recent advances for dyes removal using novel adsorbents: a review, Environ. Pollut., 252 (2019) 352–365.
  8. A.A. Siyal, M.R. Shamsuddin, M.I. Khan, N.E. Rabat, M. Zulfiqar, Z. Man, J. Siame, K.A. Azizli, A review on geopolymers as emerging materials for the adsorption of heavy metals and dyes, J. Environ. Manage., 224 (2018) 327–339.
  9. M.A. Khan, S.M. Wabaidur, M.R. Siddiqui, A.A. Alqadami, A.H. Khan, Silico-manganese fumes waste encapsulated cryogenic alginate beads for aqueous environment de-colorization, J. Cleaner Prod., 244 (2020) 118867–118907.
  10. A. Regti, A. El Kassimi, M.R. Laamari, M. El Haddad, Competitive adsorption and optimization of binary mixture of textile dyes: a factorial design analysis, J. Assoc. Arab Univ. Basic Appl. Sci., 24 (2017) 1–9.
  11. L.S. Chan, W.H. Cheung, S.J. Allen, G. McKay, Equilibrium adsorption isotherm study of binary basic dyes on to bamboo derived activated carbon, HKIE Trans., 24 (2017) 182–192.
  12. M.A. Khan, M. Otero, M. Kazi, A.A. Alqadami, S.M. Wabaidur, M.R. Siddiqui, Z.A. Alothman, S. Sumbul, Unary and binary adsorption studies of lead and malachite green onto a nanomagnetic copper ferrite/drumstick pod biomass composite, J. Hazard. Mater., 365 (2019) 759–770.
  13. W. Li, B. Mu, Y. Yang, Feasibility of industrial-scale treatment of dye wastewater via bio-adsorption technology, Bioresour. Technol., 277 (2019) 157–170.
  14. B.T. Huy, C.T.B. Thao, V. Dao, N.T.K. Phuong, Y. Lee, A mixed-metal oxides/graphitic carbon nitride: high visible light photocatalytic activity for efficient mineralization of Rhodamine B, Adv. Mater. Interfaces, 4 (2017) 1700128–1700137.
  15. V.-D. Dao, L.L. Larina, H.-S. Choi, Suppression of charge recombination in dye-sensitized solar cells using the plasma treatment of fluorine-doped tin oxide substrates, J. Electrochem. Soc., 162 (2015) H903–H909.
  16. O. Chidi, R. Kelvin, Surface interaction of sweet potato peels (Ipomoea batata) with Cd(II) and Pb(II) ions in aqueous medium, Chem. Int., 4 (2018) 221–229.
  17. J. Huang, N.R. Kankanamge, C. Chow, D.T. Welsh, T. Li, P.R. Teasdale, Removing ammonium from water and wastewater using cost-effective adsorbents: a review, J. Environ. Sci., 63 (2018) 174–197.
  18. M. Shi, L. Yang, Z. Wei, W. Zhong, S. Li, J. Cui, W. Wei, Humic acid removal by combining the magnetic property of maghemite with the adsorption property of nanosized hydroxyapatite, J. Dispersion Sci. Technol., 37 (2016) 1724–1737.
  19. M. Fazal-ur-Rehman, Methodological trends in preparation of activated carbon from local sources and their impacts on production: a review, Chem. Int., 4 (2019) 109–119.
  20. A. Aldawsari, M.A. Khan, B.H. Hameed, Z.A. AlOthman, M.R. Siddiqui, A.Y.B.H. Ahmed, I.H. Alsohaimi, Development of activated carbon from phoenix dactylifera fruit pits: process optimization, characterization, and methylene blue adsorption, Desal. Water Treat., 62 (2017) 273–281.
  21. S.M. Wabaidur, M.A. Khan, M.R. Siddiqui, M. Otero, B.H. Jeon, Z.A. Alothman, A.A.H. Hakami, Oxygenated functionalities enriched MWCNTs decorated with silica coated spinel ferrite – a nanocomposite for potentially rapid and efficient de-colorization of aquatic environment, J. Mol. Liq., 317 (2020) 113916–113928.
  22. M.A. Khan, Momina, M.R. Siddiqui, M. Otero, S.A. Alshareef, M. Rafatullah, Removal of rhodamine B from water using a solvent impregnated polymeric dowex 5wx8 resin: statistical optimization and batch adsorption studies, Polymers, 12 (2020) 1–12.
  23. J. Wang, S. Wang, Preparation, modification and environmental application of biochar: a review, J. Cleaner Prod., 227 (2019) 1002–1022.
  24. M.C. Collivignarelli, A. Abbà, M. Carnevale Miino, S. Damiani, Treatments for color removal from wastewater: state of the art, J. Environ. Manage., 236 (2019) 727–745.
  25. S. Hokkanen, A. Bhatnagar, M. Sillanpää, A review on modification methods to cellulose-based adsorbents to improve adsorption capacity, Water Res., 91 (2016) 156–173.
  26. M. Naushad, M. Ali Khan, Z. Abdullah Alothman, M. Rizwan Khan, M. Kumar, Adsorption of methylene blue on chemically modified pine nut shells in single and binary systems: isotherms, kinetics, and thermodynamic studies, Desal. Water Treat., 57 (2016) 15848–15861.
  27. M.A. Khan, Z.A. Al Othman, M. Kumar, M.S. Ola, M.R. Siddique, Biosorption potential assessment of modified pistachio shell waste for methylene blue: thermodynamics and kinetics study, Desal. Water Treat., 56 (2015) 146–160.
  28. J. Široký, R.S. Blackburn, T. Bechtold, J. Taylor, P. White, Alkali treatment of cellulose II fibres and effect on dye sorption, Carbohydr. Polym., 84 (2011) 299–307.
  29. A. Ebrahimian Pirbazari, E. Saberikhah, M. Badrouh, M.S. Emami, Alkali treated Foumanat tea waste as an efficient adsorbent for methylene blue adsorption from aqueous solution, Water Resour. Ind., 6 (2014) 64–80.
  30. A. Ebrahimian Pirbazari, B. Fakhari Kisom, M. Ghamangiz Khararoodi, Anionic surfactant-modified rice straw for removal of methylene blue from aqueous solution, Desal. Water Treat., 57 (2016) 18202–18216.
  31. S.M. Wabaidur, M.A. Khan, M.R. Siddiqui, Z.A. Alothman, S. Vasudevan, M.S. Al-Gamdi, I.H. Al-Sohami, Dodecyl sulfate chain anchored bio-char to sequester triaryl methane dyes: equilibrium, kinetics, and adsorption mechanism, Desal. Water Treat., 67 (2017) 357–370.
  32. M. Palmer, H. Hatley, The role of surfactants in wastewater treatment: impact, removal and future techniques: a critical review, Water Res., 147 (2018) 60–72.
  33. N.M. Mahmoodi, M. Taghizadeh, A. Taghizadeh, Mesoporous activated carbons of low-cost agricultural bio-wastes with high adsorption capacity: preparation and artificial neural network modeling of dye removal from single and multicomponent (binary and ternary) systems, J. Mol. Liq., 269 (2018) 217–228.
  34. A.M. Ghaedi, A. Vafaei, Applications of artificial neural networks for adsorption removal of dyes from aqueous solution: a review, Adv. Colloid Interface Sci., 245 (2017) 20–39.
  35. H.E. Reynel-Avila, A. Bonilla-Petriciolet, G. de la Rosa, Analysis and modeling of multicomponent sorption of heavy metals on chicken feathers using Taguchi’s experimental designs and artificial neural networks, Desal. Water Treat., 55 (2015) 1885–1899.
  36. S.K. Lagergren, About the theory of so-called adsorption of soluble substances, Sven. Vetenskapsakad. Handingarl., 24 (1898) 1–39.
  37. G. Zhou, H. Tian, H. Sun, S. Wang, C.E. Buckley, Synthesis of carbon xerogels at varying sol–gel pHs, dye adsorption and chemical regeneration, Chem. Eng. J., 171 (2011) 1399–1405.
  38. Y.L. Tan, M.A. Islam, M. Asif, B.H. Hameed, Adsorption of carbon dioxide by sodium hydroxide-modified granular coconut shell activated carbon in a fixed bed, Energy, 77 (2014) 926–931.
  39. A. Chham, E.H. Khouys, M. Oumam, The use of insoluble mater of Moroccan oil shale for removal of dyes from aqueous solution, Chem. Int., 4 (2018) 67–77.
  40. S. Wang, Z. Zhang, X. Yin, N. Wang, D. Chen, Influences of nitrogen application levels on properties of humic acids in chernozem amended with different types of organic materials, Sustainability, 11 (2019) 5405–5417.
  41. M. Mohamadi, E. Kowsari, V. Haddadi-Asl, M. Yousefzadeh, Fabrication, characterization and electromagnetic wave absorption properties of covalently modified reduced graphene oxide based on dinuclear cobalt complex, Composites, Part B, 162 (2019) 569–579.
  42. N.H. Othman, N.H. Alias, M.Z. Shahruddin, N.F. Abu Bakar, N.R. Nik Him, W.J. Lau, Adsorption kinetics of methylene blue dyes onto magnetic graphene oxide, J. Environ. Chem. Eng., 6 (2018) 2803–2811.
  43. A. Ebrahimian Pirbazari, S. Hashemian, A. Yousefi, Surfactantmodified wheat straw: preparation, characterization and its application for methylene blue adsorption from aqueous solution, J. Chem. Eng. Process Technol., 6 (2015) 1000231–1000240.
  44. N.E. Ibisi, C.A. Asoluka, Use of agro-waste (Musa paradisiaca peels) as a sustainable biosorbent for toxic metal ions removal from contaminated water, Chem. Int., 4 (2018) 52–59.
  45. A. Pirbazari, N. Pargami, N. Ashja, M. Emami, Surfactant-coated tea waste: preparation, characterization and its application for methylene blue adsorption from aqueous solution, J. Environ. Anal. Toxicol., 5 (2015) 1000310–1000321.
  46. A. Babaei, A. Khataee, E. Ahmadpour, M. Sheydaei, B. Kakavandi, Z. Alaee, Optimization of cationic dye adsorption on activated spent tea: equilibrium, kinetics, thermodynamic and artificial neural network modeling, Korean J. Chem. Eng., 33 (2016) 1352–1361.
  47. M. Duan, J. Wu, Y. Xiong, S. Fang, J. Chen, Characterization and differentiation of the adsorption behavior of crystal violet and methylene blue at the silica/water interface using near field evanescent wave, Soft Matter., 14 (2018) 7516–7525.
  48. S. Chakraborty, S. Chowdhury, P. Das Saha, Adsorption of Crystal Violet from aqueous solution onto NaOH-modified rice husk, Carbohydr. Polym., 86 (2011) 1533–1541.
  49. S. Ghezali, A. Mahdad-Benzerdjeb, M. Ameri, A.Z. Bouyakoub, Adsorption of 2,4,6-trichlorophenol on bentonite modified with benzyldimethyltetradecylammonium chloride, Chem. Int., 4 (2018) 24–32.
  50. N. Nasuha, B.H. Hameed, A.T.M. Din, Rejected tea as a potential low-cost adsorbent for the removal of methylene blue, J. Hazard. Mater., 175 (2010) 126–132.
  51. A. Ariapad, M.A. Zanjanchi, M. Arvand, Efficient removal of anionic surfactant using partial template-containing MCM-41, Desalination, 284 (2012) 142–149.
  52. K. Legrouri, E. Khouya, H. Hannache, M. El Hartti, M. Ezzine, R. Naslain, Activated carbon from molasses efficiency for Cr(VI), Pb(II) and Cu(II) adsorption: a mechanistic study, Chem. Int., 3 (2017) 301–310.
  53. M. Gholami, M.T. Vardini, G.R. Mahdavinia, Investigation of the effect of magnetic particles on the Crystal Violet adsorption onto a novel nanocomposite based on κ-carrageenan-gpoly( methacrylic acid), Carbohydr. Polym., 136 (2016) 772–781.
  54. M. Laissaoui, Y. Elbatal, I. Vioque, G. Manjon, Adsorption of Methylene Blue on bituminous schists from Tarfaya-Boujdour, Chem. Int., 3 (2017) 343–352.
  55. G. Bayramoglu, B. Altintas, M.Y. Arica, Synthesis and characterization of magnetic beads containing aminated fibrous surfaces for removal of Reactive Green 19 dye: kinetics and thermodynamic parameters, J. Chem. Technol. Biotechnol., 87 (2012) 705–713.
  56. V.K. Gupta, A. Mittal, V. Gajbe, Adsorption and desorption studies of a water soluble dye, Quinoline Yellow, using waste materials, J. Colloid Interface Sci., 284 (2005) 89–98.
  57. V. Gupta, I. Ali, Suhas, D. Mohan, Equilibrium uptake and sorption dynamics for the removal of a basic dye (basic red) using low-cost adsorbents, J. Colloid Interface Sci., 265 (2003) 257–264.
  58. M.M.R. Williams, The Definition and Measurement of Diffusion Coefficients, In: J. Crank, Ed., The Mathematics of Diffusion, Clarendon Press, Oxford, 1975, 414 p, Pergamon, 1977, pp. 205–206.
  59. W.J. Weber, J.C. Morris, Kinetics of adsorption on carbon from solution, J. Sanitary Eng. Div., 89 (1963) 31–60.
  60. R.R. Karri, J.N. Sahu, B.C. Meikap, Improving efficacy of Cr(VI) adsorption process on sustainable adsorbent derived from waste biomass (sugarcane bagasse) with help of ant colony optimization, Ind. Crops Prod., 143 (2020) 111927–111938.
  61. I.A.W. Tan, B.H. Hameed., Adsorption isotherms, kinetics, thermodynamics and desorption studies of basic dye on activated carbon derived from oil palm empty fruit bunch, J. Appl. Sci., 10 (2010) 2565–2571.
  62. Y. Liu, C. Yan, Z. Zhang, H. Wang, S. Zhou, W. Zhou, A comparative study on fly ash, geopolymer and faujasite block for Pb removal from aqueous solution, Fuel, 185 (2016) 181–189.
  63. A.M. Aljeboree, A.F. Alkaim, A.H. Al-Dujaili, Adsorption isotherm, kinetic modeling and thermodynamics of crystal violet dye on coconut husk-based activated carbon, Desal. Water Treat., 53 (2015) 3656–3667.
  64. Y.-S. Ho, Isotherms for the sorption of lead onto peat: comparison of linear and non-linear methods, Pol. J. Environ. Stud., 15 (2006) 81–86.
  65. S. Yang, M. Gao, Z. Luo, Q. Yang, The characterization of organo-montmorillonite modified with a novel aromaticcontaining gemini surfactant and its comparative adsorption for 2-naphthol and phenol, Chem. Eng. J., 268 (2015) 125–134.
  66. E. Aranda-García, E. Cristiani-Urbina, Kinetic, equilibrium, and thermodynamic analyses of Ni(II) biosorption from aqueous solution by acorn shell of Quercus crassipes, Water Air Soil Pollut., 229 (2018) 119–236.
  67. L. Bulgariu, M. Rătoi, D. Bulgariu, M. Macoveanu, Equilibrium study of Pb(II) and Hg(II) sorption from aqueous solutions by moss peat, Environ. Eng. Manag. J., 7 (2008) 511–516.
  68. J.M. Horsfall, A.I. Spiff, Effects of temperature on the sorption of Pb2+ and Cd2+ from aqueous solution by Caladium bicolor (Wild Cocoyam) biomass, Electron. J. Biotechnol., 8 (2005) 43–50.
  69. M. Al-Ghouti, M.A.M. Khraisheh, M.N.M. Ahmad, S. Allen, Thermodynamic behaviour and the effect of temperature on the removal of dyes from aqueous solution using modified diatomite: a kinetic study, J. Colloid Interface Sci., 287 (2005) 6–13.
  70. Y. Shi, Z. Xue, X. Wang, L. Wang, A. Wang, Removal of methylene blue from aqueous solution by sorption on lignocellulose-gpoly( acrylic acid)/montmorillonite three-dimensional crosslinked polymeric network hydrogels, Polym. Bull., 70 (2013) 1163–1179.
  71. M. Tanzifi, S.H. Hosseini, A.D. Kiadehi, M. Olazar, K. Karimipour, R. Rezaiemehr, I. Ali, Artificial neural network optimization for methyl orange adsorption onto polyaniline nano-adsorbent: kinetic, isotherm and thermodynamic studies, J. Mol. Liq., 244 (2017) 189–200.
  72. M. Shanmugaprakash, V. Sivakumar, Development of experimental design approach and ANN-based models for determination of Cr(VI) ions uptake rate from aqueous solution onto the solid biodiesel waste residue, Bioresour. Technol., 148 (2013) 550–559.
  73. M. Rafiq, G. Bugmann, D. Easterbrook, Neural network design for engineering applications, Comput. Struct., 79 (2001) 1541–1552.
  74. U. Özdemir, B. Özbay, S. Veli, S. Zor, Modeling adsorption of sodium dodecyl benzene sulfonate (SDBS) onto polyaniline (PANI) by using multi linear regression and artificial neural networks, Chem. Eng. J., 178 (2011) 183–190.
  75. N. Altinkok, R. Koker, Mixture and pore volume fraction estimation in Al2O3/SiC ceramic cake using artificial neural networks, Mater. Des., 26 (2005) 305–311.
  76. M.A. Chamjangali, M. Ashrafi, QSAR study of necroptosis inhibitory activities (EC50) of [1,2,
  77. thiadiazole and thiophene derivatives using Bayesian regularized artificial neural network and calculated descriptors, Med. Chem. Res., 22 (2013) 392–400.
  78. B.B. Drawanz, C.S. Ribeiro, H.G. Masteloto, P.D. Neuenfeldt, C.M.P. Pereira, G.M. Siqueira, W. Cunico, Sonochemistry: a good, fast and clean method to promote the synthesis of 5-arylidene-2,4-thiazolidinediones, Ultrason. Sonochem., 21 (2014) 1615–1617.
  79. Y.A. Mustafa, G.M. Jaid, A.I. Alwared, M. Ebrahim, The use of artificial neural network (ANN) for the prediction and simulation of oil degradation in wastewater by AOP, Environ. Sci. Pollut. Res., 21 (2014) 7530–7537.