Modeling the calcium and magnesium removal from seawater by immobilized biomass of ureolytic bacteria Bacillus subtilis through response surface methodology and artificial neural networks

Desalination and Water Treatment - Tập 118 - Trang 294-303 - 2018
Dayana Arias1, Mariella Rivas2, Ricardo Guíñez3, Luís A. Cisternas2,1
1Departamento de Ingeniería Química y Procesos de Minerales, Universidad de Antofagasta, Av. Angamos 601, Antofagasta, Chile
2Centro de Investigación Científico Tecnológico para la Minería (CICITEM), Av. José Miguel Carrera 1701, Antofagasta, Chile,
3Instituto de Ciencias Naturales Alexander Von Humboldt, Facultad de Ciencias del Mar y Recursos Biológicos, Universidad de Antofagasta, Av. Angamos 601, Antofagasta, Chile,

Tóm tắt

Từ khóa


Tài liệu tham khảo

Association, I.D., Desalination by the Numbers | IDA, Available at: http://idadesal.org/desalination-101/desalinationby-the-numbers/ (accessed on Jan 1, 2017).

Yermiyahu, 2007, Rethinking desalinated water quality and agriculture, Science, 318, 920, 10.1126/science.1146339

Rahman, 2013, Calcium sulfate precipitation studies with scale inhibitors for reverse osmosis desalination, Desalination, 319, 79, 10.1016/j.desal.2013.03.027

Pérez-González, 2015, Recovery of desalination brines: separation of calcium, magnesium and sulfate as a pre-treatment step, Desal. Wat. Treat., 56, 3617, 10.1080/19443994.2014.973454

Mitrouli, 2016, Incipient crystallization of calcium carbonate on desalination membranes: dead-end filtration with agitation, Desal. Wat. Treat., 57, 2855, 10.1080/19443994.2014.990931

Khayet, 2016, Fouling and scaling in desalination, Desalination, 393, 1, 10.1016/j.desal.2016.05.005

Warsinger, 2015, Scaling and fouling in membrane distillation for desalination applications: a review, Desalination, 356, 294, 10.1016/j.desal.2014.06.031

Pugh, 2005, Fouling during the use of seawater as coolant – the development of a user guide, Heat Transfer Eng., 26, 35, 10.1080/01457630590890148

Bader, 2007, Sulfate removal technologies for oil fields seawater injection operations, J. Pet. Sci. Eng., 55, 93, 10.1016/j.petrol.2006.04.010

Cisternas, 2017, The use of seawater in mining, Miner. Process. Extr. Metall. Rev., 39, 18, 10.1080/08827508.2017.1389729

Jeldres, 2016, Effect of seawater on sulfide ore flotation: a review, Miner. Process. Extr. Metall. Rev., 37, 369, 10.1080/08827508.2016.1218871

Castro, 2016, Review of the flotation of molybdenite. Part I: Surface properties and floatability, Int. J. Miner. Process., 148, 48, 10.1016/j.minpro.2016.01.003

Castro, 2012, Depression of Molybdenite in Sea Water, XXVI Int. Miner. Process. Congr., 737

Jeldres, 2017, The impact of seawater with calcium and magnesium removal for the flotation of copper-molybdenum sulphide ores, Miner. Eng., 109, 10, 10.1016/j.mineng.2017.02.003

Dick, 2006, Bio-deposition of a calcium carbonate layer on degraded limestone by Bacillus species, Biodegradation, 17, 357, 10.1007/s10532-005-9006-x

Phillips, 2013, Engineered applications of ureolytic biomineralization: a review, Biofouling, 29, 715, 10.1080/08927014.2013.796550

Silva-Castro, 2013, Carbonate precipitation of bacterial strains isolated from sediments and seawater: formation mechanisms, Geomicrobiol. J., 30, 840, 10.1080/01490451.2013.777492

Al-Thawadi, 2011, Ureolytic bacteria and calcium carbonate formation as a mechanism of strength enhancement of sand, J. Adv. Sci. Eng. Res., 1, 98

Al-Thawadi, 2013, Consolidation of sand particles by aggregates of calcite nanoparticles synthesized by ureolytic bacteria under non-sterile conditions, J. Chem. Sci. Technol., 2, 141

Hammes, 2003, Calcium removal from industrial wastewater by bio-catalytic CaCO3 precipitation, J. Chem. Technol. Biotechnol., 78, 670, 10.1002/jctb.840

Carballa, 2006, Strategies to optimize phosphate removal from industrial anaerobic effluents by magnesium ammonium phosphate (MAP) production, J. Chem. Technol. Biotechnol., 84, 63, 10.1002/jctb.2006

Altaş, 2011, Adsorption of Cr(VI) on ureolytic mixed culture from biocatalytic calcification reactor, Colloids Surf., B, 86, 404, 10.1016/j.colsurfb.2011.04.031

Desmidt, 2012, Evaluation and thermodynamic calculation of ureolytic magnesium ammonium phosphate precipitation from UASB effluent at pilot scale, Water Sci. Technol., 65, 1954, 10.2166/wst.2012.092

Işık, 2012, Effect of urea concentration on microbial Ca precipitation, J. Ind. Eng. Chem., 18, 1908, 10.1016/j.jiec.2012.05.002

Arias, 2017, Biomineralization of calcium and magnesium crystals from seawater by halotolerant bacteria isolated from Atacama Salar (Chile), Desalination, 405, 1, 10.1016/j.desal.2016.11.027

Okwadha, 2010, Optimum conditions for microbial carbonate precipitation, Chemosphere, 81, 1143, 10.1016/j.chemosphere.2010.09.066

Wong, 2015, Microbial cementation of ureolytic bacteria from the genus Bacillus: a review of the bacterial application on cement-based materials for cleaner production, J. Cleaner Prod., 93, 5, 10.1016/j.jclepro.2015.01.019

Danmaliki, 2017, Response surface methodology optimization of adsorptive desulfurization on nickel/activated carbon, Chem. Eng. J., 313, 993, 10.1016/j.cej.2016.10.141

Kontogiannopoulos, 2016, Tartaric acid recovery from winery lees using cation exchange resin: optimization by response surface methodology, Sep. Purif. Technol., 165, 32, 10.1016/j.seppur.2016.03.040

Zuorro, 2015, Optimization of polyphenol recovery from espresso coffee residues using factorial design and response surface methodology, Sep. Purif. Technol., 152, 64, 10.1016/j.seppur.2015.08.016

F. Charte, I. Romero, M.D. Pérez-Godoy, A.J. Rivera, E. Castro, Comparative analysis of data mining and response surface methodology predictive models for enzymatic hydrolysis of pretreated olive tree biomass, Comput. Chem. Eng., 101 (20017) 23–30.

Simić, 2016, Optimization of microwave-assisted extraction of total polyphenolic compounds from chokeberries by response surface methodology and artificial neural network, Sep. Purif. Technol., 160, 89, 10.1016/j.seppur.2016.01.019

Genuino, 2017, Application of artificial neural network in the modeling and optimization of humic acid extraction from municipal solid waste biochar, J. Environ. Chem. Eng., 5, 4101, 10.1016/j.jece.2017.07.071

Aminian, 2010, Prediction of temperature elevation for seawater in multi-stage flash desalination plants using radial basis function neural network, Chem. Eng. J., 162, 552, 10.1016/j.cej.2010.05.060

Uchimurai, 1995, Effects of the Sample Size in Artificial Neural Network Classifier Design, 4, 2126

Idri, 2010, Design of radial basis function neural networks for software effort estimation, Int. J. Comput. Sci., 7, 11

Delgado, 2008, Precipitation of carbonates and phosphates by bacteria in extract solutions from a semi-arid saline soil. Influence of Ca2+ and Mg2+ concentrations and Mg2+/Ca2+ molar ratio in biomineralization, Geomicrobiol. J., 25, 1, 10.1080/01490450701828974

Le Corre, 2005, Impact of calcium on struvite crystal size, shape and purity, J. Cryst. Growth, 283, 514, 10.1016/j.jcrysgro.2005.06.012