Application of Artificial Neural Network and Multiple Linear Regression for Modelling Adsorptive Removal of Pb (II) ions over Cedrus deodara Bark Powder

Abdel-Aty, A. M., Ammar, N. S., Ghafar, H. H. A., & Ali, R. K. (2013). Biosorption of cadmium and lead from aqueous solution by fresh water alga Anabaena sphaerica biomass. Journal of advanced research, 4(4); 367-374. 
Ahmad, R., & Hasan, I. (2016). L-cystein modified bentonite-cellulose nanocomposite (cellu/cys-bent) for adsorption of Cu2+, Pb2+, and Cd2+ ions from aqueous solution. Separation science and technology, 51(3); 381-394. 
Ahmad, R., & Hasan, I. (2017). L-methionine montmorillonite encapsulated guar gum-g-polyacrylonitrile copolymer hybrid nanocomposite for removal of heavy metals. Groundwater for Sustainable Development, 5; 75-84.
Argun, M. E., & Dursun, S. (2007). Activation of pine bark surface with NaOH for lead removal. J Int Environ Appl Sci, 2; 5-10.
Arris, S., Lehocine, M. B. & Meniai, A. H. (2016). Sorption study of chromium sorption from wastewater using cereal by-products. International Journal of Hydrogen Energy, 41(24); 10299-10310. 
ATSDR (2019). ATSDR’s substance priority list. Agency for Toxic Substances and Disease Registry. Accessible at https://www.atsdr.cdc.gov/spl 
Banerjee, S., Kumar, A., Maiti, S. K., & Chowdhury, A. (2016). Seasonal variation in heavy metal contaminations in water and sediments of Jamshedpur stretch of Subarnarekha river, India. Environmental Earth Sciences, 75(3); 1-12. 
Barakat, M. A. (2011). New trends in removing heavy metals from industrial wastewater. Arabian Journal of Chemistry, 4(4); 361-377. 
Capobianco, G., Pelosi, C., Agresti, G., Bonifazi, G., Santamaria, U., & Serranti, S. (2018). X-ray fluorescence investigation on yellow pigments based on lead, tin and antimony through the comparison between laboratory and portable instruments. Journal of Cultural Heritage, 29; 19-29. 
Carolin, C. F., Kumar, P. S., Saravanan, A., Joshiba, G. J., & Naushad, M. (2017). Efficient techniques for the removal of toxic heavy metals from aquatic environment: A review. Journal of Environmental Chemical Engineering, 5(3); 2782-2799. 
Chakravarty, P., Sarma, N. S., & Sarma, H. P. (2010). Removal of lead (II) from aqueous solution using heartwood of Areca catechu powder. Desalination, 256(1-3); 16-21. 
Ciesielczyk, F., Bartczak, P., Wieszczycka, K., Siwińska-Stefańska, K., Nowacka, M., & Jesionowski, T. (2013). Adsorption of Ni (II) from model solutions using co-precipitated inorganic oxides. Adsorption, 19(2); 423-434.
Coates, J. (2000). Interpretation of infrared spectra, a practical approach. Encyclopedia of Analytical Chemistry, R.A. Meyers (Ed.) John Wiley & Sons Ltd. pp. 10815–10837. 
CWC (Central Water Commission). (2019). Status of trace & toxic metals in Indian rivers. Ministry of Jal Shakti, Department of Water Resources, River Development and Ganga Rejuvenation: New Delhi, India. Accessible at: http://cwc.gov.in/sites/default/files/status-trace-toxic-metals-indian-rivers-2019-2.pdf
Das, R., Mukherjee, A., Sinha, I., Roy, K., & Dutta, B. K. (2020). Synthesis of potential bio-adsorbent from Indian Neem leaves (Azadirachta indica) and its optimization for malachite green dye removal from industrial wastes using response surface methodology: kinetics, isotherms and thermodynamic studies. Applied Water Science, 10(5); 1-18. 
Fauzia, S., Aziz, H., Dahlan, D., & Zein, R. (2018). Study of equilibrium, kinetic and thermodynamic for removal of Pb (II) in aqueous solution using Sago bark (Metroxylon sago). In AIP Conference Proceedings (Vol. 2023, No. 1). AIP Publishing. https://doi.org/10.1063/1.5064078. 
Fiyadha, S. S., Alardhi, S. M., Al Omar, M., Aljumaily, M. M., Al Saadic, M. A., Fayaedd, S. S., ... & El-Shafie, A. (2023). A comprehensive review on modelling the adsorption process for heavy metal removal from water using artificial neural network technique. Heliyon, 9; e15455. 
Fomina, M., & Gadd, G. M. (2014). Biosorption: current perspectives on concept, definition and application. Bioresource Technology, 160; 3-14. 
Fuks, L., Filipiuk, D. & Majdan, M. (2006). Transition metal complexes with alginate biosorbent. Journal of Molecular Structure, 792; 104-109. 
Gayathri, N.S., Anuradha, J., & Andal, N. M. (2018). Efficacy of modified tree bark in the screening of divalent ions in aqueous media: characterization and isothermal studies. International Journal of Current Engineering and Scientific Research, 5(4); 127-132. 
Genc, B., & Tunc, H. (2019). Optimal training and test sets design for machine learning. Turkish Journal of Electrical Engineering and Computer Sciences, 27(2); 1534-1545.
Grover, M. (2021). An Overview on the Ornamental Coniferous Tree Cedrus deodara (Roxburgh) G. Don (Himalayan Cedar). Journal of Ayurveda and Integrated Medical Sciences, 6(4); 291-302. 
Gundogdu, A., Ozdes, D., Duran, C., Bulut, V. N., Soylak, M., & Senturk, H. B. (2009). Biosorption of Pb (II) ions from aqueous solution by pine bark (Pinus brutia Ten.). Chemical Engineering Journal, 153(1-3); 62-69. 
Gupta, G. K., & Mondal, M. K. (2020). Mechanism of Cr (VI) uptake onto sagwan sawdust derived biochar and statistical optimization via response surface methodology. Biomass Conversion and Biorefinery, 2020; 1-17.
Hafizoglu, H., & Holmbom, B. (1987). Studies on the chemistry of Cedrus libani A. Rich. II: Lipophilic constituents of the cedar bark. Holzforschung, 41(2); 73-77. 
Hallinan, J. S. (2013). Computational intelligence in the design of synthetic microbial genetic systems. In Methods in microbiology. Academic Press. Vol. 40, pp. 1-37. 
Haydar, S., Farooq, M. U., & Gull, S. (2020). Use of grape vine bark as an effective biosorbent for the removal of heavy metals (copper and lead) from aqueous solutions. Desalination and Water Treatment, 183; 307-314. 
Hwang, K., Kwon, G. J., Yang, J., Kim, M., Hwang, W. J., Youe, W., & Kim, D. Y. (2018). Chlamydomonas angulosa (Green Alga) and Nostoc commune (Blue-Green Alga) microalgae-cellulose composite aerogel beads: manufacture, physicochemical characterization, and Cd (II) adsorption. Materials, 11(4); 562. 
Ijomah, M. N. C., & Okoyeh, F. N. (1988). Microstructure and deformation resistance of quinary Pb-(Al, Mg, Sn, Li) alloys. Metallography, 21(2); 165-178. 
Iqbal, M., Iqbal, N., Bhatti, I. A., Ahmad, N., & Zahid, M. (2016). Response surface methodology application in optimization of cadmium adsorption by shoe waste: A good option of waste mitigation by waste. Ecological Engineering, 88; 265-275. 
Jain, S., Jain, A., Jain, S., Malviya, N., Jain, V., & Kumar, D. (2015). Estimation of total phenolic, tannins, and flavonoid contents and antioxidant activity of Cedrus deodara heart wood extracts. Egyptian Pharmaceutical Journal, 14(1); 10. 
Junior, A. C. G., Strey, L., Lindino, C. A., Nacke, H., Schwantes, D., & Seidel, E. P. (2012). Applicability of the Pinus bark (Pinus elliottii) for the adsorption of toxic heavy metals from aqueous solutions. Acta Scientiarum. Technology, 34(1); 79-87. 
Kareem, S. S., & Pathak, Y. (2016). Clinical Applications of Artificial Neural Networks in Pharmacokinetic Modeling. In Artificial Neural Network for Drug Design, Delivery and Disposition, Academic Press. pp. 393-405.
Khatoon, A., Uddin, M. K., & Rao, R. A. K. (2018). Adsorptive remediation of Pb (II) from aqueous media using Schleichera oleosa bark. Environmental Technology & Innovation, 11; 1-14.
Kulisz, M., Kujawska, J., Przysucha, B., & Cel, W. (2021). Forecasting water quality index in groundwater using artificial neural network. Energies, 14(18); 5875. 
Kumar, Y., Pradhan, S., Pramanik, S., Bandyopadhyay, R., Das, D. K., & Pramanik, P., (2018). Efficient electrochemical detection of guanine, uric acid and their mixture by composite of nano-particles of lanthanides ortho-ferrite XFeO3 (X= La, Gd, Pr, Dy, Sm, Ce and Tb). Journal of Electroanalytical Chemistry, 830; 95-105. 
Kumar, Y., Pramanik, P., & Das, D. K. (2019). Electrochemical detection of paracetamol and dopamine molecules using nano-particles of cobalt ferrite and manganese ferrite modified with graphite. Heliyon, 5(7); e02031. 
Kumar, Y., Vashistha, V. K., & Das, D. K. (2020). Synthesis of Perovskite-type NdFeO3 nanoparticles and used as electrochemical sensor for detection of paracetamol. Lett. Appl. Nanobiosci., 9; 866-869. 
Kumari, M., Pittman Jr, C. U., & Mohan, D. (2015). Heavy metals [chromium (VI) and lead (II)] removal from water using mesoporous magnetite (Fe3O4) nanospheres. Journal of Colloid and Interface Science, 442; 120-132. 
Kumari, U., Biswas, S., & Meikap, B. C. (2020). Defluoridation characteristics of a novel adsorbent developed from ferroalloy electric arc furnace slag: Batch, column study and treatment of industrial wastewater. Environmental Technology & Innovation, 18; 100782. 
Lee, S., & Choi, W. S. (2013). A multi-industry bankruptcy prediction model using back-propagation neural network and multivariate discriminant analysis. Expert Systems with Applications, 40(8); 2941-2946. 
Liang, S., Guo, X., Lautner, S., & Saake, B. (2014). Removal of hexavalent chromium by different modified spruce bark adsorbents. Journal of Wood Chemistry and Technology, 34(4); 273-290. 
Liang, W., Wang, J.J., Gaston, L.A., Huang, D., Huang, H., Lei, S., Awasthi, M.K., Zhou, B., Xiao, R., Zhang, Z. (2018). Facilitative capture of As(V), Pb(II) and methylene blue from aqueous solutions with MgO hybrid sponge-like carbonaceous composite derived from sugarcane leafy trash. Journal of Environmental Management, 212; 77–87. 
Litefti, K., Freire, M. S., Stitou, M., & González-Álvarez, J. (2019). Adsorption of an anionic dye (Congo red) from aqueous solutions by pine bark. Scientific Reports, 9(1); 1-11. 
Medhi, H., Chowdhury, P. R., Baruah, P. D., & Bhattacharyya, K. G. (2020). Kinetics of aqueous Cu (II) biosorption onto Thevetia peruviana leaf powder. ACS Omega, 5(23); 13489-13502. 
Mittal, A., Ahmad, R., & Hasan, I. (2016 a). Poly (methyl methacrylate)-grafted alginate/Fe3O4 nanocomposite: synthesis and its application for the removal of heavy metal ions. Desalination and Water Treatment, 57(42); 19820-19833.
Mittal, A., Ahmad, R., & Hasan, I. (2016 b). Biosorption of Pb2+, Ni2+ and Cu2+ ions from aqueous solutions by L-cystein-modified montmorillonite-immobilized alginate nanocomposite. Desalination and Water Treatment, 57(38); 17790-17807. 
Naiya, T. K., Bhattacharya, A. K., & Das, S. K. (2008). Adsorption of Pb (II) by sawdust and neem bark from aqueous solutions. Environmental Progress, 27(3); 313-328. 
Nuhoglu, Y., & Malkoc, E. (2009). Thermodynamic and kinetic studies for environmentaly friendly Ni (II) biosorption using waste pomace of olive oil factory. Bioresource Technology, 100(8); 2375-2380. 
Park, J. H., & Lee, J. K. (2020). Weathered Sand of Basalt as a Potential Nickel Adsorbent. Processes, 8(10); 1238. 
Politi, D. & Sidiras, D. (2020). Modified spruce sawdust for sorption of hexavalent chromium in batch systems and fixed-bed columns. Molecules, 25(21); 5156. 
Pradhan, S., Biswas, S., Das, D. K., Bhar, R., Bandyopadhyay, R., & Pramanik, P., (2018). An efficient electrode for simultaneous determination of guanine and adenine using nano-sized lead telluride with graphene. New Journal of Chemistry, 42(1); 564-573. 
Rajput, S., Pittman Jr, C. U., & Mohan, D. (2016). Magnetic magnetite (Fe3O4) nanoparticle synthesis and applications for lead (Pb2+) and chromium (Cr6+) removal from water. Journal of Colloid and Interface Science, 468; 334-346. 
Reddy, D. H. K., Ramana, D. K. V., Seshaiah, K., & Reddy, A. V. R. (2011). Biosorption of Ni (II) from aqueous phase by Moringa oleifera bark, a low cost biosorbent. Desalination, 268(1-3); 150-157. 
Reddy, D. H. K., Seshaiah, K., Reddy, A. V. R., Rao, M. M., & Wang, M. C. (2010). Biosorption of Pb2+ from aqueous solutions by Moringa oleifera bark: equilibrium and kinetic studies. Journal of Hazardous Materials, 174(1-3); 831-838. 
Sahmoune, M. N. (2019). Evaluation of thermodynamic parameters for adsorption of heavy metals by green adsorbents. Environmental Chemistry Letters, 17(2); 697-704.
Salawu, O. A., Han, Z., & Adeleye, A. S. (2022). Shrimp Waste-derived Porous Carbon Adsorbent: Performance, Mechanism, and Application of Machine Learning. Journal of Hazardous Materials, 437; 129266-129271. 
Sazli, M. H. (2006). A brief review of feed-forward neural networks. Communications Faculty of Sciences University of Ankara Series A2-A3 Physical Sciences and Engineering, 50(01).
Şen, A., Pereira, H., Olivella, M. A., & Villaescusa, I. (2015). Heavy metals removal in aqueous environments using bark as a biosorbent. International Journal of Environmental Science and Technology, 12(1); 391-404. 
Shooto, N. D., Thabede, P. M., Bhila, B., Moloto, H., & Naidoo, E. B. (2020). Lead ions and methylene blue dye removal from aqueous solution by Mucuna beans (velvet beans) adsorbents. Journal of Environmental Chemical Engineering, 8(2); 103557. 
Siddiqui, S. H. (2018). The removal of Cu2+, Ni2+ and methylene blue (MB) from aqueous solution using Luffa Actangula carbon: kinetics, thermodynamic and isotherm and response methodology. Groundwater For Sustainable Development, 6; 141-149.
Srivastava, S., Agrawal, S. B., & Mondal, M. K. (2017). Synthesis, characterization and application of Lagerstroemia speciosa embedded magnetic nanoparticle for Cr (VI) adsorption from aqueous solution. Journal of Environmental Sciences, 55; 283-293.
Sud, D., Mahajan, G., & Kaur, M. P. (2008). Agricultural waste material as potential adsorbent for sequestering heavy metal ions from aqueous solutions–A review. Bioresource technology, 99(14); 6017-6027. 
Syahrullah, L. O. I., & Sinaga, N. (2016). Optimization and prediction of motorcycle injection system performance with feed-forward back-propagation method Artificial Neural Network (ANN). American Journal of Engineering and Applied Science, 9(2); 222-235. 
Taoufik, N., Elmchaouri, A., El Mahmoudi, S., Korili, S. A., & Gil, A. (2021). Comparative analysis study by response surface methodology and artificial neural network on salicylic acid adsorption optimization using activated carbon. Environmental Nanotechnology, Monitoring & Management, 15; 100448. 
Teshager, F. M., Habtu, N. G., & Mequanint, K. (2022). A systematic study of cellulose-reactive anionic dye removal using a sustainable bioadsorbent. Chemosphere, 303; 135024. 
Vazquez, G., Gonzalez-Alvarez, J., Freire, S., López-Lorenzo, M., & Antorrena, G. (2002). Removal of cadmium and mercury ions from aqueous solution by sorption on treated Pinus pinaster bark: kinetics and isotherms. Bioresource Technology, 82(3); 247-251. 
Wilamowski, B. M. & Yu, H. (2010). Improved computation for Levenberg-Marquardt algorithm training. IEEE Transactions on Neural Network, 21 (6); 930–937.
Wu, Q., Xian, Y., He, Z., Zhang, Q., Wu, J., Yang, G., & Long, L. (2019). Adsorption characteristics of Pb (II) using biochar derived from spent mushroom substrate. Scientific Reports, 9(1); 1-11. 
Xie, Y., Hu, W., Zhou, X., Yan, S., & Li, C. (2022). Artificial Neural Network Modeling for Predicting and Evaluating the Mean Radiant Temperature around Buildings on Hot Summer Days. Buildings, 12(5); 513. 
Yetilmezsoy, K., & Demirel, S. (2008). Artificial neural network (ANN) approach for modeling of Pb (II) adsorption from aqueous solution by Antep pistachio (Pistacia Vera L.) shells. Journal of hazardous materials, 153(3); 1288-1300. 
Zhang, B., Han, X., Gu, P., Fang, S., & Bai, J. (2017). Response surface methodology approach for optimization of ciprofloxacin adsorption using activated carbon derived from the residue of desilicated rice husk. Journal of Molecular Liquids, 238; 316-325.