1. T. Falayi, F. Ntuli, Removal of heavy metals and neutralisation of acid mine drainage with un-activated attapulgite, J. Ind. Eng. Chem., 20 (2014) 1285–1292.
  2. E. Ajenifuja, J.A. Ajao, E.O.B. Ajayi, Adsorption isotherm studies of Cu(II) and Co(II) in high concentration aqueous solutions on photocatalytically modified diatomaceous ceramic adsorbents, Appl. Water Sci., 7 (2017) 3793–3801.
  3. D. Zimmer, K. Kiersch, G. Jandl, R. Meissner, N. Kolomiytsev, P. Leinweber, Status quo of soil contamination with inorganic and organic pollutants of the River Oka floodplains (Russia), Water Air Soil Pollut., 211 (2010) 299–312.
  4. M. Aliabadi, M. Irani, J. Ismaeili, H. Piri, M.J. Parnian, Electrospun nanofiber membrane of PEO/Chitosan for the adsorption of nickel, cadmium, lead and copper ions from aqueous solution, Chem. Eng. J., 220 (2013) 237–243.
  5. S. Satarug, J.R. Baker, S. Urbenjapol, M. Haswell-Elkins, P.E.B. Reilly, D.J. Williams, M.R. Moore, A global perspective on cadmium pollution and toxicity in non-occupationally exposed population, Toxicol. Lett.,
    137 (2003) 65–83.
  6. F. Ali, T. Mussa, A. Abdulla, A. Alwan, D. Salih, Removal of cadmium from wastewater using low cost natural adsorbents, Int. Res. J. Environ. Sci., 4 (2015) 11–15.
  7. J. Anwar, U. Shafique, M. Salman, A. Dar, S. Anwar, Removal of Pb(II) and Cd(II) from water by adsorption on peels of banana, Bioresour. Technol., 101 (2010) 1752–1755.
  8. H. Muhamad, H. Doan, A. Lohi, Batch and continuous fixedbed column biosorption of Cd2+ and Cu2+, Chem. Eng. J., 158 (2010) 369–377.
  9. H. Demiral, C. Güngör, Adsorption of copper(II) from aqueous solutions on activated carbon prepared from grape bagasse, J. Cleaner Prod., 124 (2016) 103–113.
  10. L. Ding, B. Zou, W. Gao, Q. Liu, Z. Wang, Y. Guo, X. Wang, Y. Liu, Adsorption of Rhodamine-B from aqueous solution using treated rice husk-based activated carbon, Colloids Surf., A, 446 (2014) 1–7.
  11. R. Apiratikul, P. Pavasant, Batch and column studies of biosorption of heavy metals by Caulerpa lentillifera, Bioresour. Technol., 99 (2008) 2766–2777.
  12. C.P. Okoli, P.N. Diagboya, I.O. Anigbogu, B.I. Olu-Owolabi, K.O. Adebowale, Competitive biosorption of Pb(II) and Cd(II) ions from aqueous solutions using chemically modified moss biomass (Barbula lambarenensis), Environ. Earth Sci., 76 (2017) 33, doi: 10.1007/s12665-016-6368-9.
  13. R. Say, A. Denizli, M.Y. Arıca, Biosorption of cadmium(II), lead(II) and copper(II) with the filamentous fungus Phanerochaete chrysosporium, Bioresour. Technol., 76 (2001) 67–70.
  14. S.A. Jafari, S. Cheraghi, M. Mirbakhsh, R. Mirza, A. Maryamabadi, Employing response surface methodology for optimization of mercury bioremediation by Vibrio parahaemolyticus PG02 in coastal sediments of Bushehr, Iran, Clean – Soil Air Water, 43 (2015) 118–126.
  15. S. Heviánková, I. Bestová, M. Kyncl, The application of wood ash as a reagent in acid mine drainage treatment, Miner. Eng., 56 (2014) 109–111.
  16. S.K. Yadav, Heavy metals toxicity in plants: an overview on the role of glutathione and phytochelatins in heavy metal stress tolerance of plants, South African J. Bot., 76 (2010) 167–179.
  17. B. Volesky, J. Weber, J.M. Park, Continuous-flow metal biosorption in a regenerable Sargassum column, Water Res., 37 (2003) 297–306.
  18. S. Rangabhashiyam, M.S.G. Nandagopal, E. Nakkeeran, N. Selvaraju, Adsorption of hexavalent chromium from synthetic and electroplating effluent on chemically modified Swietenia mahagoni shell in a packed bed column, Environ. Monit. Assess., 188 (2016) 411.
  19. S. Rangabhashiyam, E. Suganya, N. Selvaraju, Packed bed column investigation on hexavalent chromium adsorption using activated carbon prepared from Swietenia Mahogani fruit shells, Desal. Water Treat., 57 (2016) 13048–13055.
  20. M. Mukhopadhyay, S.B. Noronha, G.K. Suraishkumar, Copper biosorption in a column of pretreated Aspergillus niger biomass, Chem. Eng. J., 144 (2008) 386–390.
  21. N. Sooksawat, M. Meetam, M. Kruatrachue, P. Pokethitiyook, D. Inthorn, Performance of packed bed column using Chara aculeolata biomass for removal of Pb and Cd ions from wastewater, J. Environ. Sci. Health. Part A Toxic/Hazard. Subst. Environ. Eng., 52 (2017) 539–546.
  22. A. Mishra, B.D. Tripathi, A.K. Rai, Packed-bed column biosorption of chromium(VI) and nickel(II) onto Fenton modified Hydrilla verticillata dried biomass, Ecotoxicol. Environ. Saf., 132 (2016) 420–428.
  23. K. Naddafi, R. Nabizadeh, R. Saeedi, A.H. Mahvi, F. Vaezi, K1ian, A. Ghasri, S. Nazmara, Biosorption of lead(II) and cadmium(II) by protonated Sargassum glaucescens biomass in a continuous packed bed column, J. Hazard. Mater., 147 (2007) 785–791.
  24. C. Gok, S. Aytas, Biosorption of uranium(VI) from aqueous solution using calcium alginate beads, J. Hazard. Mater., 168 (2009) 369–375.
  25. M.H. Khani, A.R. Keshtkar, M. Ghannadi, H. Pahlavanzadeh, Equilibrium, kinetic and thermodynamic study of the biosorption of uranium onto Cystoseria indica algae, J. Hazard. Mater., 150 (2008) 612–618.
  26. H. Parab, S. Joshi, N. Shenoy, R. Verma, A. Lali, M. Sudersanan, Uranium removal from aqueous solution by coir pith: equilibrium and kinetic studies, Bioresour. Technol., 96 (2005) 1241–1248.
  27. S. Xu, M. Liang, L. Zhang, S. Tang, Z. Zhu, L. Zhu, Packed bed column investigation on As(V) adsorption using magnetic iron oxide/bagasse biomass carbon composite adsorbent, IOP Conf. Ser.: Mater. Sci. Eng., 490 (2019) 032032.
  28. A. Saravanan, P.S. Kumar, M. Yaswanthraj, Modeling and analysis of a packed-bed column for the effective removal of zinc from aqueous solution using dual surface-modified biomass, Part. Sci. Technol,. 36 (2018) 934–944.
  29. G.S. Simate, S. Ndlovu, The removal of heavy metals in a packed bed column using immobilized cassava peel waste biomass, J. Ind. Eng. Chem., 21 (2015) 635–643.
  30. A.K. Christoforidis, S. Orfanidis, S.K. Papageorgiou, A.N. Lazaridou, E.P. Favvas, A.C. Mitropoulos, Study of Cu(II) removal by Cystoseira crinitophylla biomass in batch and continuous flow biosorption, Chem. Eng. J., 277 (2015) 334–340.
  31. S. Bunluesin, M. Kruatrachue, P. Pokethitiyook, S. Upatham, G.R. Lanza, Batch and continuous packed column studies of cadmium biosorption by Hydrilla verticillata biomass, J. Biosci. Bioeng., 103 (2007) 509–513.
  32. M. Ghasemi, A.R. Keshtkar, R. Dabbagh, S.S. Jaber, Biosorption of uranium in a continuous flow packed bed column using Cystoseira indica biomass, Iran. J. Environ. Health Sci. Eng., 8 (2011) 65–74.
  33. S.S. Ahluwalia, D. Goyal, Microbial and plant derived biomass for removal of heavy metals from wastewater, Bioresour. Technol., 98 (2007) 2243–2257.
  34. P. Lodeiro, R. Herrero, M.E.S. de Vicente, The use of protonated Sargassum muticum as biosorbent for cadmium removal in a fixed-bed column, J. Hazard. Mater., 137 (2006) 244–253.
  35. C. Bertagnolli, A. Uhart, J.-C. Dupin, M.G.C. da Silva, E. Guibal, J. Desbrieres, Biosorption of chromium by alginate extraction products from Sargassum filipendula: investigation of adsorption mechanisms using X-ray photoelectron spectroscopy analysis, Bioresour. Technol., 164 (2014) 264–269.
  36. T.N. Singh, V.K. Singh, S. Sinha, Prediction of cadmium removal using an artificial neural network and
    a neuro-fuzzy technique, Mine Water Environ., 25 (2006) 214–219.
  37. D. Sud, G. Mahajan, M.P. Kaur, Agricultural waste material as potential adsorbent for sequestering heavy metal ions from aqueous solutions – a review, Bioresour. Technol., 99 (2008) 6017–6027.
  38. M.F. Ahmad, S. Haydar, A.A. Bhatti, A.J. Bari, Application of artificial neural network for the prediction of biosorption capacity of immobilized Bacillus subtilis for the removal of cadmium ions from aqueous solution, Biochem. Eng. J., 84 (2014) 83–90.
  39. M. Nasr, A.E.D. Mahmoud, M. Fawzy, A. Radwan, Artificial intelligence modeling of cadmium(II) biosorption using rice straw, Appl. Water Sci., 7 (2017) 823–831.
  40. S.A. Jafari, A. Jamali, Continuous cadmium removal from aqueous solutions by seaweed in a packed-bed column under consecutive sorption-desorption cycles, Korean J. Chem. Eng., 33 (2016) 1296–1304.
  41. N. Amanifard, N. Nariman-Zadeh, M. Borji, A. Khalkhali, A. Habibdoust, Modelling and Pareto optimization of heat transfer and flow coefficients in microchannels using GMDH type neural networks and genetic algorithms, Energy Convers. Manage., 49 (2008) 311–325.
  42. J.-A. Mueller, A.G. Ivachnenko, F. Lemke, GMDH algorithms for complex systems modelling, Math. Comput. Model. Dyn. Syst., 4 (1998) 275–316.
  43. M.J.S. Safari, I. Ebtehaj, H. Bonakdari, M.S. Es-Haghi, Sediment transport modeling in rigid boundary open channels using generalize structure of group method of data handling, J. Hydrol., 577 (2019) 123951, doi: 10.1016/j.jhydrol.2019.123951.
  44. R. Walton, A. Binns, H. Bonakdari, I. Ebtehaj, B. Gharabaghi, Estimating 2-year flood flows using the generalized structure of the group method of data handling, J. Hydrol., 575 (2019) 671–689.
  45. I. Ebtehaj, H. Bonakdari, F. Khoshbin, C. Bong, H. Joo, A. Ab Ghani, Development of group method of data handling based on genetic algorithm to predict incipient motion in rigid rectangular storm water channel, Sci. Iran., 24 (2017) 1000–1009.
  46. H. Azimi, H. Bonakdari, I. Ebtehaj, B. Gharabaghi, F. Khoshbin, Evolutionary design of generalized group method of data handling-type neural network for estimating the hydraulic jump roller length, Acta Mech., 229 (2018) 1197–1214.
  47. M. Dolatabadi, M. Mehrabpour, M. Esfandyari, H. Alidadi, M. Davoudi, Modeling of simultaneous adsorption of dye and metal ion by sawdust from aqueous solution using of ANN and ANFIS, Chemom. Intell. Lab. Syst., 181 (2018) 72–78.
  48. M. Esfandyari, M. Esfandyari, D. Jafari, Prediction of thiophene removal from diesel using [BMIM][AlCl
  49. in EDS process: GA-ANFIS and PSO-ANFIS modeling, Pet. Sci. Technol., 36 (2018) 1305–1311, doi: 10.1080/10916466.2018.1471500.
  50. M. Esfandyari, M.A. Fanaei, R. Gheshlaghi, M. Akhavan Mahdavi, Mathematical modeling of two-chamber batch microbial fuel cell with pure culture of Shewanella, Chem. Eng. Res. Des., 117 (2017),
    doi: 10.1016/j.cherd.2016.09.016.
  51. M. Niknam Shahrak, M. Esfandyari, M. Karimi, Efficient prediction of water vapor adsorption capacity in porous metal–organic framework materials: ANN and ANFIS modeling, J. Iran. Chem. Soc., 16 (2019) 11–20.
  52. C.-U. Yeom, K.-C. Kwak, Performance comparison of ANFIS models by input space partitioning methods, Symmetry (Basel), 10 (2018) 700, doi: 10.3390/sym10120700.
  53. I. Ebtehaj, H. Bonakdari, B. Gharabaghi, Development of more accurate discharge coefficient prediction equations for rectangular side weirs using adaptive neuro-fuzzy inference system and generalized group method of data handling, Measurement, 116 (2018) 473–482.
  54. M. Esfandyari, M.K. Salooki, M. Shokouhi, Y. Ghorbani, Thermodynamic and GMDH modeling of CO2 and H2S solubility in aqueous sulfolanesolution, J. Solution Chem., 50 (2021) 1–18.
  55. M. Esfandyari, M.A. Fanaei, R. Gheshlaghi, M.A. Mahdavi, Neural network and neuro-fuzzy modeling to investigate the power density and Columbic efficiency of microbial fuel cell, J. Taiwan Inst. Chem. Eng., 58 (2016), doi: 10.1016/j.jtice.2015.06.005.