Abstract
Due to energy expansion and sustainable development of resources and systems, there has been an increasing demand for environmentally friendly alternative energy systems. Microbial fuel cells (MFCs) are considered one of the most promising alternative energy generation systems. The microorganism is one of the key limiting factors to enhance the performance efficiency of MFC. Therefore, proper evaluation of screening protocol is imperative benchmarks for selection of biocatalyst in MFC. In the present study, an attempt was taken for rapid evaluation of iron-reduction capacity and growth of Shewanella algae through optimization of process parameters using Taguchi methodology. Here, five process parameters, including lactose, trace element, inoculum percentage, pH, and temperature, were taken into consideration as imperative factors and were optimized for evaluation of iron-reduction analysis along with growth of bacteria. The main effect of each parameter, along with their interaction influence and optimal value, was determined using a signal-to-noise (S/N) ratio. The evaluation of quality characteristics of each parameter was also determined in Taguchi robust methodology using S/N ratio. Analysis of variance was performed to assess statistically important process parameters. Predicted results exhibited that enhanced bacterial growth (120%) and iron-reduction capacity (114%) can be achieved with 8 g/L of lactose, 2 mL of trace element solution, 7 of initial pH, 30 °C of temperature, and 4% (v/v) of inoculum percentage. It is evident from the results that Shewanella algae can be used as a promising catalyst for MFC.
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Chu, S., Majumdar, A.: Opportunities and challenges for a sustainable energy future. Nature 488(7411), 294–303 (2012). https://doi.org/10.1038/nature11475
Choudhury, P., Uday, U.S.P., Mahata, N., Tiwari, O.N., Ray, R.N., Bandyopadhyay, T.K., Bhunia, B.: Performance improvement of microbial fuel cells for waste water treatment along with value addition: a review on past achievements and recent perspectives. Renew. Sustain. Energy Rev. 79, 372–389 (2017). https://doi.org/10.1016/j.rser.2017.05.098
Lund, H.: Renewable energy strategies for sustainable development. Energy 32(6), 912–919 (2007). https://doi.org/10.1016/j.energy.2006.10.017
Sharma, V., Kundu, P.: Biocatalysts in microbial fuel cells. Enzyme Microbial. Technol. 47(5), 179–188 (2010). https://doi.org/10.1016/j.enzmictec.2010.07.001
Logan, B.E.: Microbial fuel cells. Wiley, New York (2008). https://doi.org/10.1002/9780470258590
Rabaey, K., Verstraete, W.: Microbial fuel cells: novel biotechnology for energy generation. Trends Biotechnol. 23(6), 291–298 (2005). https://doi.org/10.1016/j.tibtech.2005.04.008
Lovley, D.R.: The microbe electric: conversion of organic matter to electricity. Curr. Opin. Biotechnol. 19(6), 564–571 (2008). https://doi.org/10.1016/j.copbio.2008.10.005
Beg, Q.K., Sahai, V., Gupta, R.: Statistical media optimization and alkaline protease production from Bacillus mojavensis in a bioreactor. Process Biochem. 39(2), 203–209 (2003). https://doi.org/10.1016/S0032-9592(03)00064-5
Prasad Uday, U.S., Bandyopadhyay, T.K., Bhunia, B.: Rapid development of xylanase assay conditions using Taguchi methodology. Bioengineered 7(6), 424–431 (2016). https://doi.org/10.1080/21655979.2016
Basak, B., Bhunia, B., Mukherjee, S., Dey, A.: Optimization of physicochemical parameters for phenol biodegradation by Candida tropicalis PHB5 using Taguchi methodology. Desalination Water Treat. 51(34–36), 6846–6862 (2013). https://doi.org/10.1080/19443994.2013.770638
Phadke, M.: Quality engineering using robust design PTR. Prentice Hall Inc., New Jersey (1989). https://doi.org/10.1080/0137451679.2013.770638
Szöllősi, A., Rezessy-Szabó, J.M., Hoschke, Á., Nguyen, Q.D.: Novel method for screening microbes for application in microbial fuel cell. Bioresour. Technol. 179, 123–127 (2015). https://doi.org/10.1016/j.biortech.2014.12.004
He, Z., Wagner, N., Minteer, S.D., Angenent, L.T.: An upflow microbial fuel cell with an interior cathode: assessment of the internal resistance by impedance spectroscopy. Environ. Sci. Technol. 40(17), 5212–5217 (2006). https://doi.org/10.1021/es060394f
Dehnad, K.: Quality Control, Robust Design, and the Taguchi Method. Wadsworth and Brooks, Pacific Grove, CA (1989). https://link.springer.com/content/pdf/bfm%3A978-1-4684-1472-1
Taguchi, G.: Introduction to Quality Engineering. Asian Productivity Organization. American supplier institute Inc., Dearborn, MI (1986).https://doi.org/10.1016/S0278-6125(05)00004-X
Ben-David, A., Davidson, C.E.: Estimation method for serial dilution experiments. J. Microbiol. Methods 107, 214–221 (2014). https://doi.org/10.1016/j.mimet.2014
Zhou, J., Wu, D., Guo, D.: Optimization of the production of thiocarbohydrazide using the Taguchi method. J Chem Technol Biotechnol 85, 1402–1406 (2010). https://doi.org/10.1002/jctb.2446
Mitra, A.: Fundamentals of Quality Control and Improvement. Pearson Educational Asia, Delhi (1998). https://doi.org/10.1180/0137451679.2013.770638
Tong, L., Wang, C., Chen, C., Chen, C.: Dynamic multiple responses by ideal solution analysis. Euro. J. Oper. Res. 156, 433–444 (2004). https://doi.org/10.1016/S0377-2217(03)00017-1
Bhunia, B., Basak, B., Mandal, T., Bhattacharya, P., Dey, A.: Effect of pH and temperature on stability and kinetics of novel extracellular serine alkaline protease (70 kDa). Int. J. Biol. Macromol. 54, 1–8 (2013). https://doi.org/10.1016/j.ijbiomac.2012.11.024
Bhunia, B., Basak, B., Bhattacharya, P., Dey, A.: Process engineering studies to investigate the effect of temperature and pH on kinetic parameters of alkaline protease production. J. Biosci. Bioeng. 115(1), 86–89 (2013). https://doi.org/10.1016/j.jbiosc.2012.08.003
Kooli, W.M., Comensoli, L., Maillard, J., Albini, M., Gelb, A., Junier, P., Joseph, E.: (2018) Bacterial iron reduction and biogenic mineral formation for the stabilisation of corroded iron objects. Sci. Rep. 8(1), 764 (2018). https://doi.org/10.1038/s41598-017-19020-3
Bhunia, B.; Dey, A.: Statistical approach for optimization of physiochemical requirements on alkaline protease production from Bacillus licheniformis NCIM 2042. Enzyme Res. 2012 (2012). https://doi.org/10.1155/2012/905804
Bhunia, B., Dutta, D., Chaudhuri, S.: (2010) Selection of suitable carbon, nitrogen and sulphate source for the production of alkaline protease by Bacillus licheniformis NCIM-2042. Notulae Scientia Biologicae 2(2), 56–59 (2010). https://doi.org/10.15835/nsb224630
Kumar, A., Bhunia, B., Dasgupta, D., Mandal, T., Dey, A., Datta, S., Bhattacharya, P.: Optimization of culture condition for growth and phenol degradation by Alcaligenes faecalis JF339228 using Taguchi Methodology. Desalination Water Treat 51(16–18), 3153–3163 (2013). https://doi.org/10.1080/19443994.2012.749021
He, Y., Chen, Z., Liu, X., Wang, C., Lu, W.: Influence of trace elements mixture on bacterial diversity and fermentation characteristics of liquid diet fermented with probiotics under air-tight condition. PloS ONE 9(12), e114218 (2014). https://doi.org/10.1371/journal.pone.0114218
Adnania, A., Basria, M., Maleka, E.A., Sallehb, A.B., Rahmana, M.B.A., Chaibakhsha, N., Rahmanb, R.N.R.A.: Optimization of lipase-catalyzed synthesis of xylitol ester by Taguchi robust design method. Ind. Crops Product. 31, 350–356 (2010). https://doi.org/10.1016/j.indcrop.2009.12.001
Bhunia, B., Dutta, D., Chaudhuri, S.: Extracellular alkaline protease from Bacillus licheniformis NCIM-2042: Improving enzyme activity assay and characterization. Eng. Life Sci. 11(2), 207–215 (2011). https://doi.org/10.1002/elsc.201000020
Bhunia, B., Basak, B., Bhattacharya, P., Dey, A.: Kinetic studies of alkaline protease from Bacillus licheniformis NCIM-2042. J. Microbiol. Biotechnol. 22(12), 1758–1766 (2012). https://doi.org/10.4014/jmb.1206.06015
Thauer, R.K., Jungermann, K., Decker, K.: Energy conservation in chemotrophic anaerobic bacteria. Bacteriol. Rev. 41(1), 100 (1977). https://doi.org/10.1002/PMC413997
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This material is based upon the work supported by the National Institute of Technology, Agartala, India. All authors express gratitude to Director, National Institute of Technology, Agartala, for encouragement and support.
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The authors would like to acknowledge the National Institute of Technology, Agartala, Ministry of Human Resource and Development, Government of India, for Fellowship (0000–0003-4637-991X).
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Choudhury, P., Ray, R.N., Bandyopadhyay, T.K. et al. Rapid Protocol for Screening of Biocatalyst for Application in Microbial Fuel Cell: A Study with Shewanella algae. Arab J Sci Eng 45, 4451–4461 (2020). https://doi.org/10.1007/s13369-020-04444-3
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DOI: https://doi.org/10.1007/s13369-020-04444-3