1. A. Dehbi, Y. Dehmani, H. Omari, A. Lammini, K. Elazhari, A. Abdallaoui, Hematite iron oxide nanoparticles
    (α-Fe2O3): synthesis and modelling adsorption of Malachite green, J. Environ. Manage., 8 (2020) 103394, doi:10.1016/j.jece. 2019.103394.
  2. A. Verma, S. Thakur, G. Mamba, Prateek, R.K. Gupta, P. Thakur, V.K. Thakur, Graphite modified sodium alginate hydrogel composite for efficient removal of Malachite green dye, Int. J. Biol. Macromol., 148 (2020) 1130–1139.
  3. A. Yildirim, Y. Bulut, Adsorption behaviors of Malachite green by using crosslinked chitosan/polyacrylic acid/bentonite composites with different ratios, Environ. Technol. Innovation, 17 (2020) 100560, doi:10.1016/j.eti.2019.100560.
  4. T.P. Krishna Murthy, B.S. Gowrishankar, M.N. Chandra Prabha, M. Kruthi, R. Hari Krishna, Studies on batch adsorptive removal of Malachite green from synthetic wastewater using acid treated coffee husk: equilibrium, kinetics and thermodynamic studies, Microchem. J., 146 (2019) 192–201.
  5. E.B. Azimi, A. Badiei, J.B. Ghasemi, Efficient removal of Malachite green from wastewater by using boron-doped mesoporous carbon nitride, Appl. Surf. Sci., 469 (2019) 236–245.
  6. E. Altintig, M. Onaran, A. Sarı, H. Altundag, M. Tuzen, Preparation, characterization and evaluation of bio-based magnetic activated carbon for effective adsorption of Malachite green from aqueous solution, Mater. Chem. Phys., 220 (2018) 313–321.
  7. V. Katheresan, J. Kansedo, S.Y. Lau, Efficiency of various recent wastewater dye removal methods: a review,
    J. Environ. Chem. Eng., 6 (2018) 4676–4697.
  8. F. Naseeruteen, N.S. Abdul Hamid, F.B. Mohd Suah, W.S. Wan Ngah, F.S. Mehamod, Adsorption of Malachite green from aqueous solution by using novel chitosan ionic liquid beads, Int. J. Biol. Macromol., 107 (2018) 1270–1277.
  9. F. Guo, X. Jiang, X. Li, X. Jia, S. Liang, L. Qian, Synthesis of MgO/Fe3O4 nanoparticles embedded activated carbon from biomass for high-efficient adsorption of Malachite green, Mater. Chem. Phys., 240 (2020) 122240, doi: 10.1016/j. matchemphys.2019.122240.
  10. M. Mobarak, E.A. Mohamed, A.Q. Selim, M.F. Eissa, M.K. Seliem, Experimental results and theoretical statistical modeling of Malachite green adsorption onto MCM–41 silica/ rice husk composite modified by beta radiation, J. Mol. Liq., 273 (2019) 68–82.
  11. D. Robati, M. Rajabi, O. Moradi, F. Najafi, I. Tyagi, S. Agarwal, V.K. Gupta, Kinetics and thermodynamics of Malachite green dye adsorption from aqueous solutions on graphene oxide and reduced graphene oxide,
    J. Mol. Liq., 214 (2016) 259–263.
  12. K.G. Pavithra, P.S. Kumar, V. Jaikumar, P.S. Rajan, Removal of colorants from wastewater: a review on sources and treatment strategies, J. Ind. Eng. Chem., 75 (2019) 1–19.
  13. R. Bagheri, M. Ghaedi, A. Asfaram, E.A. Dil, H. Javadian, RSM-CCD design of Malachite green adsorption onto activated carbon with multimodal pore size distribution prepared from Amygdalus scoparia: kinetic and isotherm studies, Polyhedron, 171 (2019) 464–472.
  14. F. Jiang, D.M. Dinh, Y.-L. Hsieh, Adsorption and desorption of cationic Malachite green dye on cellulose nanofibril aerogels, Carbohydr. Polym., 173 (2017) 286–294.
  15. Y. Zhou, J. Lu, Y. Zhou, Y. Liu, Recent advances for dyes removal using novel adsorbents: a review, Environ. Pollut., 252 (2019) 352–365.
  16. N.B. Singh, G. Nagpal, S. Agrawal, Rachna, Water purification by using adsorbents: a review, Environ. Technol. Innovation, 11 (2018) 187–240.
  17. S. De Gisi, G. Lofrano, M. Grassi, M. Notarnicola, Characteristics and adsorption capacities of low-cost sorbents for wastewater treatment: a review, Sustainable Mater. Technol., 9 (2016) 10–40.
  18. T. Ngulube, J.R. Gumbo, V. Masindi, A. Maity, An update on synthetic dyes adsorption onto clay based minerals: a state-of-the-art review, J. Environ. Manage., 191 (2017) 35–57.
  19. A. Kausar, M. Iqbal, A. Javed, K. Aftab, Z.-H. Nazli, H.N. Bhatti, S. Nouren, Dyes adsorption using clay and modified clay: a review, J. Mol. Liq., 256 (2018) 395–407.
  20. M. Rajabi, K. Mahanpoor, O. Moradi, Preparation of PMMA/GO and PMMA/GO-Fe3O4 nanocomposites for Malachite green dye adsorption: kinetic and thermodynamic studies, Composites, Part B, 167 (2019) 544–555.
  21. S. Agarwal, I. Tyagi, V.K. Gupta, S. Mashhadi, M. Ghasemi, Kinetics and thermodynamics of Malachite green dye removal from aqueous phase using iron nanoparticles loaded on ash, J. Mol. Liq., 223 (2016) 1340–1347.
  22. M.A. Ahmad, R. Alrozi, Removal of Malachite green dye from aqueous solution using rambutan peel-based activated carbon: equilibrium, kinetic and thermodynamic studies, Chem. Eng. J., 171 (2011) 510–516.
  23. N. Parveen, S. Zaidi, M. Danish, Support vector regression (SVR)-based adsorption model for Ni(II) ions removal, Groundwater Sustainable Dev., 9 (2019) 100232, doi: 10.1016/j. gsd.2019.100232.
  24. M.H. Ahmadi Azqhandi, M. Ghaedi, F. Yousefi, M. Jamshidi, Application of random forest, radial basis function neural networks and central composite design for modeling and/or optimization of the ultrasonic assisted adsorption of brilliant green on ZnS-NP-AC, J. Colloid Interface Sci., 505 (2017) 278–292.
  25. N.M. Mahmoodi, J. Abdi, M. Taghizadeh, A. Taghizadeh, B. Hayati, A.A. Shekarchi, M. Vossoughi, Activated carbon/ metal-organic framework nanocomposite: preparation and photocatalytic dye degradation mathematical modeling from wastewater by least squares support vector machine, J. Environ. Manage., 233 (2019) 660–672.
  26. H.-A. Tayebi, M. Ghanei, K. Aghajani, M. Zohrevandi, Modeling of reactive orange 16 dye removal from aqueous media by mesoporous silica/crosslinked polymer hybrid using RBF, MLP and GMDH neural network models, J. Mol. Struct., 1178 (2019) 514–523.
  27. S. Yildiz, Artificial neural network (ANN) approach for modeling Zn(II) adsorption in batch process, Korean J. Chem. Eng., 34 (2017) 2423–2434.
  28. H. Koyuncu, A.R. Kul, N. Yıldız, A. Çalımlı, H. Ceylan, Equilibrium and kinetic studies for the sorption of 3-methoxybenzaldehyde on activated kaolinites, J. Hazard. Mater., 141 (2007) 128–139.
  29. A.R. Kul, N. Caliskan, Equilibrium and kinetic studies of the adsorption of Zn(II) ions onto natural and activated kaolinites, Adsorpt. Sci. Technol., 2 (2009) 85–105.
  30. 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.
  31. X. Zhu, X. Wang, Y.S. Ok, The application of machine learning methods for prediction of metal sorption onto biochars, J. Hazard. Mater., 378 (2019) 120727, doi: 10.1016/j. jhazmat.2019.06.004.
  32. A. Jenkins, V. Gupta, M. Lenoir, General regression neural networks, radial basis function neural networks, support vector machines, and feedforward neural networks, Systems Control, arXiv:1911.07115 (2019) 1–4.
  33. C. McCormick, Radial Basis Function Network (RBFN) Tutorial, 2020. Available at: function-network-rbfn-tutorial/ (Available: 01.01.2020).
  34. A.P. de M. Ramos Soares, F. de O. Carvalho, C.E. de Farias Silva, A.H. da Silva Gonçalves, A.K. de Souza Abud, Random forest as a promising application to predict basic-dye biosorption process using orange waste, J. Environ. Chem. Eng., 8 (2020) 103952, doi: 10.1016/j.jece.2020.103952.
  35. M. Awad, R. Khanna, Efficient Learning Machines: Theories, Concepts, and Applications for Engineers and System Designers, Apress, 2015, pp. 1–268.
  36. T. Kleynhans, M. Montanaro, A. Gerace, C. Kanan, Predicting top-of-atmosphere thermal radiance using MERRA-2 atmospheric data with deep learning, Remote Sens., 9 (2017) 1–16, doi: 10.3390/rs9111133.
  37. H. Pham, A new criterion for model selection, Mathematics, 7 (2019) 1215, doi: 10.3390/math7121215.
  38. E.O. Chijioke, T.N. Joseph, E.O. Paschal, O.A. Christian, Comparative analysis of RSM, ANN and ANFIS and the mechanistic modeling in eriochrome black-T dye adsorption using modified clay, S. Afr. J. Chem. Eng., 36 (2021) 24–42.
  39. M. Ghaedi, E. Shojaeipour, A.M. Ghaedi, R. Sahraei, Isotherm and kinetics study of Malachite green adsorption onto copper nanowires loaded on activated carbon: artificial neural network modeling and genetic algorithm optimization, Spectrochim. Acta, Part A, 142 (2015) 135–149.
  40. B. Beigzadeh, M. Bahrami, M.J. Amiri, M.R. Mahmoudi, A new approach in adsorption modeling using random forest regression, Bayesian multiple linear regression, and multiple linear regression: 2,4-D adsorption by a green adsorbent, Water Sci. Technol., 82 (2020) 1586–1602.
  41. M. Ghaedi, A.M. Ghaedi, E. Negintaji, A. Ansari, A. Vafaei, M. Rajabi, Random forest model for removal of bromophenol blue using activated carbon obtained from Astragalus bisulcatus tree, J. Ind. Eng. Chem., 20 (2014) 1793–1803.
  42. M.R.R. Kooh, M.K. Dahri, L.B.L. Lim, Jackfruit seed as lowcost adsorbent for removal of Malachite green: artificial neural network and random forest approaches, Environ. Earth Sci., 77 (2018) 1–12, doi:10.1007/s12665-018-7618-9.
  43. A.R. Tehrani-Bagha, H. Nikkar, N.M. Mahmoodi, M. Markazi, F.M. Menger, The sorption of cationic dyes onto kaolin: kinetic, isotherm and thermodynamic studies, Desalination, 266 (2011) 274–280.
  44. A.A. Dil, A. Vafaei, A.M. Ghaedi, M. Ghaedi, E.A. Dil, Multiresponses optimization of simultaneous adsorption of methylene blue and Malachite green dyes in binary aqueous system onto Ni: FeO(OH)-NWs-AC using experimental design: derivative spectrophotometry method, Appl. Organomet. Chem., 32 (2018) 1–13.
  45. E.-K. Guechi, O. Hamdaoui, Sorption of Malachite green from aqueous solution by potato peel: kinetics and equilibrium modeling using non-linear analysis method, Arabian J. Chem., 9 (2011) 416–424.
  46. F. Mashkoor, A. Nasar, Preparation characterization and adsorption studies of the chemically modified Luffa aegyptica peel as a potential adsorbent for the removal of Malachite green from aqueous solution, J. Mol. Liq., 274 (2019) 315–327.
  47. T. Santhi, S. Manonmani, V.S. Vasantha, Y.T. Chang, A new alternative adsorbent for the removal of cationic dyes from aqueous solution, Arabian J. Chem., 9 (2016) 466–474.
  48. A.S. Sartape, A.M. Mandhare, V.V. Jadhav, P.D. Raut, M.A. Anuse, S.S. Kolekar, Removal of Malachite green dye from aqueous solution with adsorption technique using Limonia acidissima (wood apple) shell as low cost adsorbent, Arabian J. Chem., 10 (2014) 3229–3238.
  49. M. Mohammad, S. Maitra, B.K. Dutta, Comparison of activated carbon and physic seed hull for the removal of Malachite green dye from aqueous solution, Water Air Soil Pollut., 229 (2018) 1–14.
  50. S. Chowdhury, R. Mishra, P. Saha, P. Kushwaha, Adsorption thermodynamics, kinetics and isosteric heat of adsorption of Malachite green onto chemically modified rice husk, Desalination, 265 (2011) 159–168.
  51. S. Rangabhashiyam, P. Balasubramanian, Performance of novel biosorbents prepared using native and NaOH treated Peltophorum pterocarpum fruit shells for the removal of Malachite green, Bioresour. Technol. Rep., 3 (2018) 75–81.
  52. S. Chowdhury, P. Saha, Sea shell powder as a new adsorbent to remove Basic Green 4 (Malachite green) from aqueous solutions: equilibrium, kinetic and thermodynamic studies, Chem. Eng. J., 164 (2010) 168–177.
  53. L. Tian, J. Zhang, H. Shi, N. Li, Q. Ping Adsorption of Malachite green by diatomite: equilibrium isotherms and kinetic studies, J. Dispersion Sci. Technol., 37 (2016) 1059–1066.
  54. B.H. Hameed, M.I. El-Khaiary, Malachite green adsorption by rattan sawdust: isotherm, kinetic and mechanism modeling, J. Hazard. Mater., 159 (2008) 574–579.
  55. M. Zhang, Y. Mao, W. Wang, S. Yang, Z. Song, X. Zhao, Coal fly ash/CoFe2O4 composites: a magnetic adsorbent for the removal of Malachite green from aqueous solution, RSC Adv., 6 (2016) 93564–93574.
  56. M. Benjelloun, Y. Miyah, G.A. Evrendilek, F. Zerrouq, S. Lairini, Recent advances in adsorption kinetic models: their application to dye types, Arabian J. Chem., 14 (2021) 1–24.
  57. M.T. Yagub, T.K. Sen, S. Afroze, H.M. Ang, Dye and its removal from aqueous solution by adsorption: a review, Adv. Colloid Interface Sci., 209 (2014) 172–184.
  58. A.S. Eltaweil, H. Ali Mohamed, Eman M. Abd El-Monaem, G.M. El-Subruiti, Mesoporous magnetic biochar composite for enhanced adsorption of Malachite green dye: characterization, adsorption kinetics, thermodynamics and isotherms, Adv. Powder Technol., 31 (2020) 1253–1263.