Abstract
The feasibility and performance of Jicama peroxidase (JP) immobilized Buckypaper/polyvinyl alcohol (BP/PVA) membrane for methylene blue (MB) dye removal was investigated in a customized multi-stage filtration column under batch recycle mode. The effect of independent variables, such as influent flow rate, ratio of H2O2/MB dye concentration, and contact time on the dye removal efficiency, were investigated using response surface methodology (RSM). To capture the inherent characteristics and better predict the removal efficiency, a data-driven adaptive neuro-fuzzy inference system (ANFIS) is implemented. Results indicated that the optimum dye removal efficiency of 99.7% was achieved at a flow rate of 2 mL/min, 75:1 ratio of H2O2/dye concentration with contact time of 183 min. The model predictions of ANFIS are significantly good compared with RSM, thus resulting in R2 values of 0.9912 and 0.9775, respectively. The enzymatic kinetic parameters, Km and Vmax, were evaluated, which are 1.98 mg/L and 0.0219 mg/L/min, respectively. Results showed that JP-immobilized BP/PVA nanocomposite membrane can be promising and cost-effective biotechnology for the practical application in the treatment of industrial dye effluents.
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Ahlawat W, Kataraia N, Dilbaghi N, Hassan AA, Kumar S, Kim K-H (2019) Carbonaceous nanomaterials as effective and efficient platforms for removal of dyes from aqueous systems. Environ Res 108904
Ahmad A, Mohd-Setapar SH, Chuong CS, Khatoon A, Wani WA, Kumar R, Rafatullah M (2015) Recent advances in new generation dye removal technologies: novel search for approaches to reprocess wastewater. RSC Adv 5:30801–30818
Ai J, Zhang W, Liao G, Xia H, Wang D (2016) Immobilization of horseradish peroxidase enzymes on hydrous-titanium and application for phenol removal. RSC Adv 6:38117–38123
Ali M, Husain Q, Alam N, Ahmad M (2017) Enhanced catalytic activity and stability of ginger peroxidase immobilized on amino-functionalized silica-coated titanium dioxide nanocomposite: a cost-effective tool for bioremediation. Water Air Soil Pollut 228:22
Awasthi A, Datta D (2019) Application of Amberlite XAD-7HP resin impregnated with Aliquat 336 for the removal of reactive blue - 13 dye: batch and fixed-bed column studies. J Environ Chem Eng 7:103502
Babuška R, Verbruggen H (2003) Neuro-fuzzy methods for nonlinear system identification. Annu Rev Control 27:73–85
Bilal M, Iqbal HMN, Hu H, Wang W, Zhang X (2017) Enhanced bio-catalytic performance and dye degradation potential of chitosan-encapsulated horseradish peroxidase in a packed bed reactor system. Sci Total Environ 575:1352–1360
Chiong T, Lau SY, Khor EH, Danquah MK (2016) Peroxidase extraction from jicama skin peels for phenol removal. IOP Conf Ser Earth Environ Sci 36:012048
Cho E, Tahir MN, Kim H, Yu J-H, Jung S (2015) Removal of methyl violet dye by adsorption onto N-benzyltriazole derivatized dextran. RSC Adv 5:34327–34334
Cipolatti EP, Valerio A, Henriques RO, Moritz DE, Ninow JL, Freire DM, Manoel EA, Fernandez-Lafuente R, de Oliveira D (2016) Nanomaterials for biocatalyst immobilization–state of the art and future trends. RSC Adv 6:104675–104692
Deep N, Mishra P, Das L (2020) Application of adaptive neuro-fuzzy inference system (ANFIS) for predicting dielectric characteristics of CNT/PMMA nanocomposites. Materials Today: Proceedings
Gholami-Borujeni F, Mahvi AH, Naseri S, Faramarzi MA, Nabizadeh R, Alimohammadi M (2011) Application of immobilized horseradish peroxidase for removal and detoxification of azo dye from aqueous solution. Res J Chem Environ 15:217–222
Gokulan R, Ganesh Prabhu G, Jegan J (2019) A novel sorbent Ulva lactuca-derived biochar for remediation of Remazol Brilliant Orange 3R in packed column. Water Environ Res 91:642–649
Jin X, Li S, Long N, Zhang R (2018) Improved biodegradation of synthetic Azo dye by anionic cross-linking of chloroperoxidase on ZnO/SiO 2 nanocomposite support. Appl Biochem Biotechnol 184:1009–1023
Jun LY, Mubarak NM, Yee MJ, Yon LS, Bing CH, Khalid M, Abdullah EC (2018a) An overview of functionalised carbon nanomaterial for organic pollutant removal. J Ind Eng Chem 67:175–186
Jun LY, Mubarak NM, Yon LS, Bing CH, Khalid M, Abdullah EC (2018b) Comparative study of acid functionalization of carbon nanotube via ultrasonic and reflux mechanism. J Environ Chem Eng 6:5889–5896
Jun LY, Mubarak NM, Yon LS, Bing CH, Khalid M, Jagadish P, Abdullah EC (2019a) Immobilization of peroxidase on functionalized MWCNTs-Buckypaper/polyvinyl alcohol nanocomposite membrane. Sci Rep 9:2215
Jun LY, Yon LS, Mubarak NM, Bing CH, Pan S, Danquah MK, Abdullah EC, Khalid M (2019b) An overview of immobilized enzyme technologies for dye and phenolic removal from wastewater. J Environ Chem Eng 7:102961
Jun LY, Yon LS, Mubarak NM, Yeo KS, Khalid M, Bing CH (2019c) Comparison of drying method on acid-functionalized multi-walled carbon nanotube and their application for dye removal. IOP Conf Ser Mater Sci Eng 495:012057
Jun LY, Karri RR, Mubarak NM, Yon LS, Bing CH, Khalid M, Jagadish P, Abdullah EC (2020a) Modelling of methylene blue adsorption using peroxidase immobilized functionalized Buckypaper/polyvinyl alcohol membrane via ant colony optimization. Environ Pollut 259:113940
Jun LY, Karri RR, Yon LS, Mubarak NM, Bing CH, Mohammad K, Jagadish P, Abdullah EC (2020b) Modeling and optimization by particle swarm embedded neural network for adsorption of methylene blue by jicama peroxidase immobilized on buckypaper/polyvinyl alcohol membrane. Environ Res 183:109158
Kar S, Das S, Ghosh PK (2014) Applications of neuro fuzzy systems: a brief review and future outline. Appl Soft Comput 15:243–259
Kiran S, Adeel S, Nosheen S, Hassan A, Usman M, Rafique MA (2017) Recent trends in textile effluent treatments: a review. Adv Mater Wastewater Treat 29
Koduru JR, Karri RR, Mubarak NM (2019) Smart materials, magnetic graphene oxide-based nanocomposites for sustainable water purification, sustainable polymer composites and nanocomposites. Springer International Publishing, pp. 759-781
Lau YJ, Khan FSA, Mubarak NM, Lau SY, Chua HB, Khalid M, Abdullah EC (2019) Chapter 10 - functionalized carbon nanomaterials for wastewater treatment. In: Thomas S, Grohens Y, Pottathara YB (eds) . Elsevier, Industrial Applications of Nanomaterials, pp 283–311
Lee LY, Gan S, Yin Tan MS, Lim SS, Lee XJ, Lam YF (2016) Effective removal of acid blue 113 dye using overripe Cucumis sativus peel as an eco-friendly biosorbent from agricultural residue. J Clean Prod 113:194–203
Lingamdinne LP, Koduru JR, Karri RR (2019) A comprehensive review of applications of magnetic graphene oxide based nanocomposites for sustainable water purification. J Environ Manag 231:622–634
Magendran SS, Khan FSA, Mubarak NM, Khalid M, Walvekar R, Abdullah EC, Nizamuddin S, Karri RR (2019) Synthesis of organic phase change materials by using carbon nanotubes as filler material. Nano-Struct Nano-Objects 19:100361
Marchitan N, Cojocaru C, Mereuta A, Duca G, Cretescu I, Gonta M (2010) Modeling and optimization of tartaric acid reactive extraction from aqueous solutions: a comparison between response surface methodology and artificial neural network. Sep Purif Technol 75:273–285
Naushad M, Alqadami AA, AlOthman ZA, Alsohaimi IH, Algamdi MS, Aldawsari AM (2019) Adsorption kinetics, isotherm and reusability studies for the removal of cationic dye from aqueous medium using arginine modified activated carbon. J Mol Liq 293:111442
Nguyen LT, Yang K-L (2017) Combined cross-linked enzyme aggregates of horseradish peroxidase and glucose oxidase for catalyzing cascade chemical reactions. Enzym Microb Technol 100:52–59
Nguyen LN, Hai FI, Dosseto A, Richardson C, Price WE, Nghiem LD (2016) Continuous adsorption and biotransformation of micropollutants by granular activated carbon-bound laccase in a packed-bed enzyme reactor. Bioresour Technol 210:108–116
Oliveira SF, da Luz JMR, Kasuya MCM, Ladeira LO, Correa Junior A (2018) Enzymatic extract containing lignin peroxidase immobilized on carbon nanotubes: potential biocatalyst in dye decolourization. Saudi J Biol Sci 25:651–659
Parra-Saldivar R, Bilal M, Iqbal HM (2020) Life cycle assessment (LCA) in wastewater treatment technology. Current Opinion in Environmental Science & Health
Pavithra KG, Senthil Kumar P, Jaikumar V, Sundar Rajan P (2019) Removal of colorants from wastewater: a review on sources and treatment strategies. J Ind Eng Chem 75:1–19
Pradeep N, Anupama S, Navya K, Shalini H, Idris M, Hampannavar U (2015) Biological removal of phenol from wastewaters: a mini review. Appl Water Sci 5:105–112
Ravikumar KVG, Kubendiran H, Ramesh K, Rani S, Mandal TK, Pulimi M, Natarajan C, Mukherjee A (2020) Batch and column study on tetracycline removal using green synthesized NiFe nanoparticles immobilized alginate beads. Environ Technol Innov 17:100520
Rodriguez-Narvaez OM, Peralta-Hernandez JM, Goonetilleke A, Bandala ER (2017) Treatment technologies for emerging contaminants in water: a review. Chem Eng J 323:361–380
Senthil Kumar P, Varjani SJ, Suganya S (2018) Treatment of dye wastewater using an ultrasonic aided nanoparticle stacked activated carbon: kinetic and isotherm modelling. Bioresour Technol 250:716–722
Sharma B, Dangi AK, Shukla P (2018) Contemporary enzyme based technologies for bioremediation: a review. J Environ Manag 210:10–22
Singh RL, Singh PK, Singh RP (2015) Enzymatic decolorization and degradation of azo dyes–a review. Int Biodeterior Biodegradation 104:21–31
Sondhi S, Kaur R, Kaur S, Kaur PS (2018) Immobilization of laccase-ABTS system for the development of a continuous flow packed bed bioreactor for decolorization of textile effluent. Int J Biol Macromol 117:1093–1100
Tan KB, Vakili M, Horri BA, Poh PE, Abdullah AZ, Salamatinia B (2015) Adsorption of dyes by nanomaterials: recent developments and adsorption mechanisms. Sep Purif Technol 150:229–242
Tatarchuk T, Paliychuk N, Bitra RB, Shyichuk A, Naushad M, Mironyuk I, Ziółkowska D (2019) Adsorptive removal of toxic methylene blue and acid Orange 7 dyes from aqueous medium using cobalt-zinc ferrite nanoadsorbents. Desalin Water Treat 150:374–385
Verma ML, Puri M, Barrow CJ (2016) Recent trends in nanomaterials immobilised enzymes for biofuel production. Crit Rev Biotechnol 36:108–119
Yang D, Wang X, Shi J, Wang X, Zhang S, Han P, Jiang Z (2016) In situ synthesized rGO–Fe3O4 nanocomposites as enzyme immobilization support for achieving high activity recovery and easy recycling. Biochem Eng J 105:273–280
Yao T, Qiao L, Du K (2020) High tough and highly porous graphene/carbon nanotubes hybrid beads enhanced by carbonized polyacrylonitrile for efficient dyes adsorption. Microporous Mesoporous Mater 292:109716
Yee MJ, Mubarak NM, Khalid M, Abdullah EC, Jagadish P (2018) Synthesis of polyvinyl alcohol (PVA) infiltrated MWCNTs buckypaper for strain sensing application. Sci Rep 8:17295
Zafar M, Van Vinh N, Behera SK, Park H-S (2017) Ethanol mediated as(III) adsorption onto Zn-loaded pinecone biochar: experimental investigation, modeling, and optimization using hybrid artificial neural network-genetic algorithm approach. J Environ Sci 54:114–125
Zdarta J, Meyer A, Jesionowski T, Pinelo M (2018) A general overview of support materials for enzyme immobilization: characteristics, properties, practical utility. Catalysts 8:92
Zhuang Y, Yu F, Chen J, Ma J (2016) Batch and column adsorption of methylene blue by graphene/alginate nanocomposite: comparison of single-network and double-network hydrogels. J Environ Chem Eng 4:147–156
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Lau, Y.J., Karri, R.R., Mubarak, N.M. et al. Removal of dye using peroxidase-immobilized Buckypaper/polyvinyl alcohol membrane in a multi-stage filtration column via RSM and ANFIS. Environ Sci Pollut Res 27, 40121–40134 (2020). https://doi.org/10.1007/s11356-020-10045-2
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DOI: https://doi.org/10.1007/s11356-020-10045-2