[en] The main objective of this study was to create a mathematical tool that could be used with experimental data to predict the rheological flow behavior of functionalized xanthan gum according to the types of chemical groups grafted onto its backbone. Different rheological and physicochemical analyses were applied to assess six derivatives synthesized via the etherification of xanthan gum by hydrophobic benzylation with benzyl chloride and carboxymethylation with monochloroacetic acid at three (regent/polymer) ratios R equal to 2.4 and 6. Results from the FTIR study verified that xanthan gum had been modified. The degree of substitution (DS) values varying between 0.2 and 2.9 for carboxymethylxanthan gum derivatives were found to be higher than that of hydrophobically modified benzyl xanthan gum for which the DS ranged from 0.5 to 1. The molecular weights of all the derivatives were found to be less than that of xanthan gum for the two types of derivatives, decreasing further as the degree of substitution (DS) increased. However, the benzyl xanthan gum derivatives presented higher molecular weights varying between 1,373,146 (g/mol) and 1,262,227 (g/mol) than carboxymethylxanthan gum derivatives (1,326,722–1,015,544) (g/mol). A shear-thinning behavior was observed in the derivatives, and the derivatives’ viscosity was found to decrease with increasing DS. The second objective of this research was to create an ANN model to predict one of the rheological properties (the apparent viscosity). The significance of the ANN model (R2 = 0.99998 and MSE = 5.95 × 10−3) was validated by comparing experimental results with the predicted ones. The results showed that the model was an efficient tool for predicting rheological flow behavior.
Disciplines :
Chemistry
Author, co-author :
Yahoum, Madiha Melha; Materials and Environment Laboratory (LME), University Yahia Fares of Medea, Medea 26000, Algeria
Toumi, Selma; Faculty of Sciences, Nouveau Pole Urbain, University Yahia Fares of Medea, Medea 26000, Algeria
Hentabli, Salma; Laboratory of Experimental Biology and Pharmacology (LBPE), University Yahia Fares of Medea, Medea 26000, Algeria
Tahraoui, Hichem ; Laboratoire de Génie des Procédés Chimiques, Department of Process Engineering, University of Ferhat Abbas, Setif 19000, Algeria ; Laboratory of Biomaterials and Transport Phenomena (LBMTP), University Yahia Fares of Medea, Medea 26000, Algeria
Lefnaoui, Sonia; Laboratory of Experimental Biology and Pharmacology (LBPE), University Yahia Fares of Medea, Medea 26000, Algeria
Hadjsadok, Abdelkader; Functional Analysis of Chemical Processes Laboratory, Chemical Engineering Department, Saad Dahlab University, PB 270, Blida 09000, Algeria
Amrane, Abdeltif ; Ecole Nationale Supérieure de Chimie de Rennes, Centre National de la Recherche Scientifique (CNRS), ISCR—UMR 6226, Université de Rennes, F-35000 Rennes, France
Kebir, Mohammed ; Research Unit on Analysis and Technological Development in Environment (URADTE-CRAPC), BP 384, Bou-Ismail 42004, Algeria
Moula, Nassim ; Université de Liège - ULiège > Département des sciences biomédicales et précliniques > Méthodes expérimentales des animaux de laboratoire et éthique en expérimentation animale
Assadi, Amin Aymen ; Ecole Nationale Supérieure de Chimie de Rennes, Centre National de la Recherche Scientifique (CNRS), ISCR—UMR 6226, Université de Rennes, F-35000 Rennes, France ; College of Engineering, Imam Mohammad Ibn Saud Islamic University, IMSIU, Riyadh 11432, Saudi Arabia
Zhang, Jie ; School of Engineering, Merz Court, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
Mouni, Lotfi ; Laboratory of Management and Valorization of Natural Resources and Quality Assurance, SNVST Faculty, Akli Mohand Oulhadj University, Bouira 10000, Algeria
Language :
English
Title :
Experimental Analysis and Neural Network Modeling of the Rheological Behavior of Xanthan Gum and Its Derivatives
Barclay T.G. Day C.M. Petrovsky N. Garg S. Review of Polysaccharide Particle-Based Functional Drug Delivery Carbohydr. Polym. 2019 221 94 112 10.1016/j.carbpol.2019.05.067 31227171
Liu J. Willför S. Xu C. A Review of Bioactive Plant Polysaccharides: Biological Activities, Functionalization, and Biomedical Applications Bioact. Carbohydr. Diet. Fibre 2015 5 31 61 10.1016/j.bcdf.2014.12.001
Zheng Y. Ren W. Zhang L. Zhang Y. Liu D. Liu Y. A Review of the Pharmacological Action of Astragalus Polysaccharide Front. Pharmacol. 2020 11 349 10.3389/fphar.2020.00349
Ahuja M. Kumar A. Singh K. Synthesis, Characterization and in Vitro Release Behavior of Carboxymethyl Xanthan Int. J. Biol. Macromol. 2012 51 1086 1090 10.1016/j.ijbiomac.2012.08.023
Kumar A. Rao K.M. Han S.S. Application of Xanthan Gum as Polysaccharide in Tissue Engineering: A Review Carbohydr. Polym. 2018 180 128 144 10.1016/j.carbpol.2017.10.009
Yahoum M.M. Moulai-Mostefa N. Le Cerf D. Synthesis, Physicochemical, Structural and Rheological Characterizations of Carboxymethyl Xanthan Derivatives Carbohydr. Polym. 2016 154 267 275 10.1016/j.carbpol.2016.06.080 27577918
Li M.-F. Sun S.-N. Xu F. Sun R. Benzylation and characterization of cold naoh/urea pre-swelled bamboo BioResources 2012 7 1876 1890 10.15376/biores.7.2.1876-1890
Vinu A. Sawant D.P. Ariga K. Hartmann M. Halligudi S.B. Benzylation of Benzene and Other Aromatics by Benzyl Chloride over Mesoporous AlSBA-15 Catalysts Microporous Mesoporous Mater. 2005 80 195 203 10.1016/j.micromeso.2004.12.012
Weaver J.D. Recio A. Grenning A.J. Tunge J.A. Transition Metal-Catalyzed Decarboxylative Allylation and Benzylation Reactions Chem. Rev. 2011 111 1846 1913 10.1021/cr1002744
Mirarab Razi M. Kelessidis V.C. Maglione R. Ghiass M. Ghayyem M.A. Experimental Study and Numerical Modeling of Rheological and Flow Behavior of Xanthan Gum Solutions Using Artificial Neural Network J. Dispers. Sci. Technol. 2014 35 1793 1800 10.1080/01932691.2013.809505
Faria S. de Oliveira Petkowicz C.L. de Morais S.A.L. Terrones M.G.H. de Resende M.M. de França F.P. Cardoso V.L. Characterization of Xanthan Gum Produced from Sugar Cane Broth Carbohydr. Polym. 2011 86 469 476 10.1016/j.carbpol.2011.04.063
Lefnaoui S. Rebouh S. Bouhedda M. Yahoum M.M. ANN Optimization Using Ant Colony Algorithm for Predicting the Valsartan Sustained Release from Polyelectrolyte Complexes Matrix Tablets Proceedings of the 2019 International Conference on Applied Automation and Industrial Diagnostics (ICAAID) Elazig, Turkey 25–27 September 2019 1 6
Baaloudj O. Nasrallah N. Kebir M. Guedioura B. Amrane A. Nguyen-Tri P. Nanda S. Assadi A.A. Artificial neural network modeling of cefixime photodegradation by synthesized CoBi2O4 nanoparticles Environ. Sci. Pollut. Res. 2021 28 15436 15452 10.1007/s11356-020-11716-w 33237561
Tahraoui H. Belhadj A.E. Hamitouche A.E. Prediction of the Bicarbonate Amount in Drinking Water in the Region of Médéa Using Artificial Neural Network Modelling Kem. Ind. 2020 69 595 602 10.15255/KUI.2020.002
Tahraoui H. Belhadj A.E. Moula N. Bouranene S. Amrane A. Optimisation and Prediction of the Coagulant Dose for the Elimination of Organic Micropollutants Based on Turbidity Kem. Ind. 2021 70 675 691 10.15255/KUI.2021.001
Bousselma A. Abdessemed D. Tahraoui H. Amrane A. Artificial Intelligence and Mathematical Modelling of the Drying Kinetics of Pre-Treated Whole Apricots Kem. Ind. 2021 70 651 667 10.15255/KUI.2020.079
Tahraoui H. Belhadj A.-E. Hamitouche A. Bouhedda M. Amrane A. Predicting the Concentration of Sulfate (SO42−) in Drinking Water Using Artificial Neural Networks: A Case Study: Médéa-Algeria Desalination Water Treat. 2021 217 181 194 10.5004/dwt.2021.26813
Zamouche M. Tahraoui H. Laggoun Z. Mechati S. Chemchmi R. Kanjal M.I. Amrane A. Hadadi A. Mouni L. Optimization and Prediction of Stability of Emulsified Liquid Membrane (ELM): Artificial Neural Network Processes 2023 11 364 10.3390/pr11020364
Tahraoui H. Belhadj A.-E. Amrane A. Houssein E.H. Predicting the Concentration of Sulfate Using Machine Learning Methods Earth Sci. Inform. 2022 15 1023 1044 10.1007/s12145-022-00785-9
Rebouh S. Lefnaoui S. Bouhedda M. Yahoum M.M. Hanini S. Neuro-Fuzzy Modeling of Ibuprofen-Sustained Release from Tablets Based on Different Cellulose Derivatives Drug Deliv. Transl. Res. 2019 9 162 177 10.1007/s13346-018-00592-0
Zamouche M. Chermat M. Kermiche Z. Tahraoui H. Kebir M. Bollinger J.-C. Amrane A. Mouni L. Predictive Model Based on K-Nearest Neighbor Coupled with the Gray Wolf Optimizer Algorithm (KNN_GWO) for Estimating the Amount of Phenol Adsorption on Powdered Activated Carbon Water 2023 15 493 10.3390/w15030493
Hadadi A. Imessaoudene A. Bollinger J.-C. Bouzaza A. Amrane A. Tahraoui H. Mouni L. Aleppo Pine Seeds (Pinus Halepensis Mill.) as a Promising Novel Green Coagulant for the Removal of Congo Red Dye: Optimization via Machine Learning Algorithm J. Environ. Manag. 2023 331 117286 10.1016/j.jenvman.2023.117286
Bouchelkia N. Tahraoui H. Amrane A. Belkacemi H. Bollinger J.-C. Bouzaza A. Zoukel A. Zhang J. Mouni L. Jujube Stones Based Highly Efficient Activated Carbon for Methylene Blue Adsorption: Kinetics and Isotherms Modeling, Thermodynamics and Mechanism Study, Optimization via Response Surface Methodology and Machine Learning Approaches Process Saf. Environ. Prot. 2022 170 513 535 10.1016/j.psep.2022.12.028
Tahraoui H. Belhadj A.-E. Triki Z. Boudella N.R. Seder S. Amrane A. Zhang J. Moula N. Tifoura A. Ferhat R. et al. Mixed Coagulant-Flocculant Optimization for Pharmaceutical Effluent Pretreatment Using Response Surface Methodology and Gaussian Process Regression Process Saf. Environ. Prot. 2023 169 909 927 10.1016/j.psep.2022.11.045
Tahraoui H. Amrane A. Belhadj A.-E. Zhang J. Modeling the Organic Matter of Water Using the Decision Tree Coupled with Bootstrap Aggregated and Least-Squares Boosting Environ. Technol. Innov. 2022 27 102419 10.1016/j.eti.2022.102419
Sara H. Yahoum M.M. Lefnaoui S. Abdelkader H. Moulai-Mostefa N. New Alkylated Xanthan Gum as Amphiphilic Derivatives: Synthesis, Physicochemical and Rheological Studies J. Mol. Struct. 2020 1207 127768 10.1016/j.molstruc.2020.127768
Toumi S. Yahoum M.M. Lefnaoui S. Hadjsadok A. Synthesis, Characterization and Potential Application of Hydrophobically Modified Carrageenan Derivatives as Pharmaceutical Excipients Carbohydr. Polym. 2021 251 116997 10.1016/j.carbpol.2020.116997
Lim G.H. Choi H.J. Renou F. Roy A.N. Effects of Hydrophobic Modification of Xanthan Gum on Its Turbulent Drag Reduction Characteristics J. Ind. Eng. Chem. 2017 54 146 150 10.1016/j.jiec.2017.05.027
Toumi S. Yahoum M.M. Lefnaoui S. Hadjsadok A. Synthesis and Physicochemical Evaluation of Octenylsuccinated Kappa-Carrageenan: Conventional versus Microwave Heating Carbohydr. Polym. 2022 286 119310 10.1016/j.carbpol.2022.119310
Badwaik H.R. Sakure K. Alexander A. Dhongade H. Tripathi D.K. Synthesis and Characterisation of Poly (Acryalamide) Grafted Carboxymethyl Xanthan Gum Copolymer Int. J. Biol. Macromol. 2016 85 361 369 10.1016/j.ijbiomac.2016.01.014
Salma H. Melha Y.M. Sonia L. Hamza H. Salim N. Efficient Prediction of In Vitro Piroxicam Release and Diffusion From Topical Films Based on Biopolymers Using Deep Learning Models and Generative Adversarial Networks J. Pharm. Sci. 2021 110 2531 2543 10.1016/j.xphs.2021.01.032
Azzaz A.A. Jellali S. Akrout H. Assadi A.A. Bousselmi L. Dynamic investigations on cationic dye desorption from chemically modified lignocellulosic material using a low-cost eluent: Dye recovery and anodic oxidation efficiencies of the desorbed solutions J. Clean. Prod. 2018 201 28 38 10.1016/j.jclepro.2018.08.023
Lefnaoui S. Rebouh S. Bouhedda M. Yahoum M.M. Artificial Neural Network for Modeling Formulation and Drug Permeation of Topical Patches Containing Diclofenac Sodium Drug Deliv. Transl. Res. 2020 10 168 184 10.1007/s13346-019-00671-w 31485997