Fermentation process optimisation based on ANN and RSM for xylitol production from areca nut husk followed by xylitol crystal characterisation

Process Biochemistry - Tập 122 - Trang 146-159 - 2022
Harsh Vardhan1, Soumya Sasamal2, Kaustubha Mohanty1
1Department of Chemical Engineering, Indian Institute of Technology Guwahati, Guwahati, 781039, India
2Department of Biotechnology, Visva-Bharati, Santiniketan 731235, India

Tài liệu tham khảo

Gupta, 2018, Sugar substitutes: mechanism, availability, current use and safety concerns-an update, Open Access Maced. J. Med. Sci., 6, 1888, 10.3889/oamjms.2018.336 Felipe Hernández-Pérez, 2019, Xylitol bioproduction: state-of-the-art, industrial paradigm shift, and opportunities for integrated biorefineries, Crit. Rev. Biotechnol., 39, 924, 10.1080/07388551.2019.1640658 Ravella, 2012, Overview on commercial production of xylitol, economic analysis and market trends, D-Xylitol Ferment, Prod. Appl. Commer., 291 Rafiqul, 2013, Processes for the production of xylitol—a review, Food Rev. Int., 29, 127, 10.1080/87559129.2012.714434 Yoshitake, 2014, Xylitol production by an enterobacter species, Agric. Biol. Chem., 37, 2261, 10.1080/00021369.1973.10861002 Chiang, 1960, Metabolism of D-xylose by moulds, Nature, 188, 79, 10.1038/188079a0 Goli, 2021, Production of xylitol and ethanol from acid and enzymatic hydrolysates of Typha latifolia by Candida tropicalis JFH5 and Saccharomyces cerevisiae VS3, Biomass Convers. Biorefin., 1 Yahashi, 1996, Production of xylitol from d-xylose by Candida tropicalis: the effect of d-glucose feeding, J. Ferment. Bioeng., 81, 148, 10.1016/0922-338X(96)87593-3 Jägerstad, 2005, Increasing natural food folates through bioprocessing and biotechnology, Trends Food Sci. Technol., 16, 298, 10.1016/j.tifs.2005.03.005 Vardhan, 2022, Production of xylose from pre-treated husk of areca nut, J. Nat. Fibers, 19, 131, 10.1080/15440478.2020.1731905 Sampaio, 2006, Xylitol crystallization from culture media fermented by yeasts, Chem. Eng. Process. Process Intensif., 45, 1041, 10.1016/j.cep.2006.03.012 Dalli, 2017, Enhanced production of xylitol from poplar wood hydrolysates through a sustainable process using immobilized new strain Candida tropicalis UFMG BX 12-a, Appl. Biochem. Biotechnol., 182, 1053, 10.1007/s12010-016-2381-4 Misra, 2013, Evaluation of corncob hemicellulosic hydrolysate for xylitol production by adapted strain of Candida tropicalis, Carbohydr. Polym., 92, 1596, 10.1016/j.carbpol.2012.11.033 Santana, 2018, Production of xylitol and bio-detoxification of cocoa pod husk hemicellulose hydrolysate by Candida boidinii XM02G, PLoS One, 13, 10.1371/journal.pone.0195206 Jia, 2016, Evaluation of xylitol production using corncob hemicellulosic hydrolysate by combining tetrabutylammonium hydroxide extraction with dilute acid hydrolysis, Carbohydr. Polym., 151, 676, 10.1016/j.carbpol.2016.06.013 Nath, 2011, Modeling and optimisation of fermentative hydrogen production, Bioresour. Technol., 102, 8569, 10.1016/j.biortech.2011.03.108 Whiteman, 2014, Comparative assessment of the artificial neural network and response surface modelling efficiencies for biohydrogen production on sugar cane molasses, Bioenergy Res., 7, 295, 10.1007/s12155-013-9375-7 Hussain, 2021, Modeling of photolytic degradation of sulfamethoxazole using boosted regression tree (BRT), artificial neural network (ANN) and response surface methodology (RSM); energy consumption and intermediates study, Chemosphere, 276, 10.1016/j.chemosphere.2021.130151 Franco-Lara, 2006, Evaluation of artificial neural networks for modelling and optimisation of medium composition with a genetic algorithm, Process Biochem., 41, 2200, 10.1016/j.procbio.2006.06.024 Feng, 2013, Optimisation of enzyme-assisted extraction and characterization of collagen from Chinese sturgeon (Acipenser sturio Linnaeus) skin, Pharmacogn. Mag., 9, S32, 10.4103/0973-1296.117859 Gueguim Kana, 2012, Modeling and optimisation of biogas production on saw dust and other co-substrates using artificial neural network and genetic algorithm, Renew. Energy, 46, 276, 10.1016/j.renene.2012.03.027 Sewsynker-Sukai, 2016, Artificial neural networks: an efficient tool for modelling and optimisation of biofuel production (a mini review), Biotechnol. Biotechnol. Equip., 31, 221, 10.1080/13102818.2016.1269616 Zhang, 2010, Artificial intelligence based optimisation of fermentation medium for β-glucosidase production from newly isolated strain Tolypocladium cylindrosporum, Lect. Notes Comput. Sci. (Incl. Subser. Lect. Notes Artif. Intell. Lect. Notes Bioinform.), 6330 LNBI, 325 Abu Qdais, 2010, Modeling and optimisation of biogas production from a waste digester using artificial neural network and genetic algorithm, Resour. Conserv. Recycl., 54, 359, 10.1016/j.resconrec.2009.08.012 Garlapati, 2010, Evolutionary and swarm intelligence-based approaches for optimisation of lipase extraction from fermented broth, Eng. Life Sci., 10, 265, 10.1002/elsc.200900086 Ahuja, 2020, Biological and pharmacological potential of xylitol: a molecular insight of unique metabolism, Foods, 9, 10.3390/foods9111592 Martínez, 2015, Strategies for xylitol purification and crystallization: a review, Sep. Sci. Technol., 50, 2087 Martínez, 2007, Downstream process for xylitol produced from fermented hydrolysate, Enzym. Microb. Technol., 40, 1193, 10.1016/j.enzmictec.2006.09.003 Yang, 2021, Evaluation of mannitol and xylitol on the quality of wheat flour and extruded flour products, Int. J. Food Sci. Technol., 56, 4119, 10.1111/ijfs.15040 Takai, 1997, Lipid structure of cytotoxic granules in living human killer T lymphocytes studied by Raman microspectroscopy, Biochim. Biophys. Acta Gen. Subj., 1335, 199, 10.1016/S0304-4165(96)00138-9 Matthäus, 2008, Chapter 10 infrared and Raman microscopy in cell biology, Methods Cell Biol., 89, 275, 10.1016/S0091-679X(08)00610-9 Schuster, 2000, Single-cell analysis of bacteria by Raman microscopy: spectral information on the chemical composition of cells and on the heterogeneity in a culture, J. Microbiol. Methods, 42, 29, 10.1016/S0167-7012(00)00169-X D. Lin-Vien, N.B. Colthup, W.G. Fateley, J.G. Grasselli, Compounds containing the carbonyl group, The Handbook of Infrared and Raman Characteristic Frequencies of Organic Molecules, 1991, pp. 117–54. Uzunbajakava, 2003, Nonresonant Raman imaging of protein distribution in single human cells, Biopolymers, 72, 1, 10.1002/bip.10246 Williams, 1994, Fourier transform Raman spectroscopy of bacterial cell walls, J. Raman Spectrosc., 25, 673, 10.1002/jrs.1250250730 Sasmal, 2012, Characterization of biomasses available in the region of North-East India for production of biofuels, Biomass Bioenergy, 45, 212, 10.1016/j.biombioe.2012.06.008 Stacey, 2021, J. Raman Spectrosc., 52, 1095, 10.1002/jrs.6110 Tong, 2007, Thermodynamic investigation of several natural polyols (I): Heat capacities and thermodynamic properties of xylitol, Thermochim. Acta, 457, 20, 10.1016/j.tca.2007.02.022 Salaün, 2009, Investigation of water absorption and diffusion in microparticles containing xylitol to provide a cooling effect by thermal analysis, Int. J. Thermophys., 30, 1242, 10.1007/s10765-009-0649-4 Robl, 2013, The capability of endophytic fungi for production of hemicellulases and related enzymes, BMC Biotechnol., 13, 1, 10.1186/1472-6750-13-94 Huang, 2018, Crystal nucleation rates in glass-forming molecular liquids: D-sorbitol, D-arabitol, D-xylitol, and glycerol, J. Chem. Phys., 149, 10.1063/1.5042112 Kinnari, 2011, Comparison of mesoporous silicon and non-ordered mesoporous silica materials as drug carriers for itraconazole, Int. J. Pharm., 414, 148, 10.1016/j.ijpharm.2011.05.021 Marques Júnior, 2021, Development of a purification process via crystallization of xylitol produced for bioprocess using a hemicellulosic hydrolysate from the cashew apple bagasse as feedstock, Bioprocess Biosyst. Eng., 44, 713, 10.1007/s00449-020-02480-9 Wei, 2010, Purification and crystallization of xylitol from fermentation broth of corncob hydrolysates, Front. Chem. Eng. China, 4, 57, 10.1007/s11705-009-0295-1 Kresnowati, 2019, Combined ultrafiltration and electrodeionization techniques for microbial xylitol purification, Food Bioprod. Process., 114, 245, 10.1016/j.fbp.2019.01.005 Zhao, 2012, Biomass recalcitrance. Part I: the chemical compositions and physical structures affecting the enzymatic hydrolysis of lignocellulose, Biofuels Bioprod. Biorefin., 6, 465, 10.1002/bbb.1331