Abstract
This study empirically examined the influences of electrospinning process factors (applied voltage, feed rate of the polymer solution and tip-to-collector distance) and the polymer solution concentration on the diameters of electrospun polyacrylonitrile (PAN) nanofibers. To examine this, the polymer solution concentration, applied voltage, feed rate of the polymer solution and tip-to-collector distance were specified as parameters with four levels. In order to optimize these parameters, Taguchi's L16 orthogonal design (4 parameters, 4 levels) was applied to the experiential design. In order to describe the optimum production conditions for electrospun PAN nanofibers, the signal-to-noise (S/N) ratio was used, which was calculated from the diameters of electrospun PAN nanofibers using the “smaller-the-better” approach. By using the S/N ratio response results, the most influential parameter determining the nanofiber diameter was identified as the polymer solution concentration. The nanofiber diameter at the optimum conditions was 163.6 nm. In addition, homogeneous nanofibers with no observed beads were obtained by means of the newly designed adjustable rotary plate collector. In conclusion, the Taguchi technique was seen to be an efficient technique to optimise the crucial electrospinning process factors used in nanofiber production.
References
Albetran, H., Dong, Y. and Low, I. M., “Characterization and Optimization of Electrospun TiO2/PVP Nanofibers Using Taguchi Design of Experiment Method”, J. Asian Ceram. Soc., 3, 292–300 (2015) 10.1016/j.jascer.2015.05.001Search in Google Scholar
Almuhamed, S., Bonne, M., Khenoussi, N., Brendle, J., Schacher, L., Lebeau, B. and Adolphe, D. C., “Electrospinning Composite Nanofibers of Polyacrylonitrile/Synthetic Na-Montmorillonite”, J. Indust. Engin. Chem., 35, 146–152 (2016) 10.1016/j.jiec.2015.12.024Search in Google Scholar
Barzegar, F., Bello, A., Fabiane, M., Khamlich, S., Momodu, D., Taghizadeh, F., Dangbegnon, J. and Manyala, N., “Preparation and Characterization of Poly(vinyl alcohol)/Graphene Nanofibers Synthesized by Electrospinning”, J. Phys. Chem. Solids, 77, 139–145 (2015) 10.1016/j.jpcs.2014.09.015Search in Google Scholar
Ding, W., Wei, S., Zhu, J., Chen, X., Rutman, D. and Guo, Z., “Manipulated Electrospun PVA Nanofibers with Inexpensive Salts”, Mater. Eng., 295, 958–965 (2010) 10.1002/mame.201000188Search in Google Scholar
Ebrahimiasl, S., Zin Wan Yunus, W., Kassim, A. and Zainal, Z., “Prediction of Grain Size, Thickness and Absorbance of Nanocrystalline Tin Oxide Thin Film by Taguchi Robust Design”, Solid State Sci., 12, 323–327 (2010) 10.1016/j.solidstatesciences.2010.04.033Search in Google Scholar
Ghafari, E., Feng, Y., Liu, Y., Ferguson, I. and Lu, N., “Investigating Process-Structure Relations of ZnO Nanofiber via Electrospinning Method”, Composites Part B, 116, 40–45 (2017) 10.1016/j.compositesb.2017.02.026Search in Google Scholar
Hota, G., Kumar, B. R., Ng, W. J. and Ramakrishna, S., “Fabrication and Characterization of a Boehmite Nanoparticle Impregnated Electrospun Fiber Membrane for Removal of Metal Ions”, J. Mater. Sci., 43, 212–217 (2008) 10.1007/s10853-007-2142-4Search in Google Scholar
Khan, Z., Kafiah, F., Shafi, H. Z., Nufaiei, F., Furquan, S. A., and Matin, A., “Morphology, Mechanical Properties and Surface Characteristics of Electrospun Polyacrylonitrile (PAN) Nanofiber Mats”, 11th Int. Conf. Membr. Sci. Technol., 3, 15–22 (2015), ISSN: 2347-638Search in Google Scholar
Khanlou, H. M., Sadollah, A., Ang, B. C., Kim, J. H., Talebian, S. and Ghadimi, A., “Prediction and Optimization of Electrospinning Parameters for Polymethyl Methacrylate Nanofiber Fabrication Using Response Surface Methodology and Artificial Neural Networks”, Neural Comput. Appl., 25, 1–11 (2014) 10.1007/s00521-014-1554-8Search in Google Scholar
Kim, S. M., Park, K. S., Kim, K. D., Park, S. D. and Kim, H. T., “Optimization of Parameters for the Synthesis of Bimodal Ag Nanoparticles by Taguchi Method”, J. Ind. Eng. Chem., 15, 894–897 (2009) 10.1016/j.jiec.2009.09.019Search in Google Scholar
Liu, J., Chang, M. J. and Du, H. L., “Facile Preparation of Cross-Linked Porous Poly(vinyl alcohol) Nanofibers by Electrospinning”, Mater. Lett., 183, 318–321 (2016) 10.1016/j.matlet.2016.07.130Search in Google Scholar
Mohammad Khanlou, H., Chin Ang, B., Talebian, S., Muhammad Afifi, A. and Andriyana, A., “Electrospinning of Polymethyl Methacrylate Nanofibers: Optimization of Processing Parameters Using the Taguchi Design of Experiments”, Text. Res. J., 85, 356–368 (2014) 10.1177/0040517514547208Search in Google Scholar
Oktay, B., Kayaman-Apohan, N. and Erdem-Kuruca, S., “Fabrication of Nanofiber Mats from Electrospinning of Functionalized Polymers”, IOP Conf. Ser. Mater. Sci. Eng., 64, 12011, (2014) 10.1088/1757-899x/64/1/012011Search in Google Scholar
Peresin, M. S., Habibi, Y., Zoppe, J. O., Pawlak, J. J. and Rojas, O. J., “Nanofiber Composites of Polyvinyl Alcohol and Cellulose Nanocrystals: Manufacture and Characterisation”, Biomacromol., 11, 674–681 (2010) PMid:20831279; 10.1021/bm1006689Search in Google Scholar PubMed
Sadollah, A., Ghadimi, A., Metselaar, I. H. and Bahreininejad, A., “Prediction and Optimization of Stability Parameters for Titanium Dioxide Nanofluid Using Response Surface Methodology and Artificial Neural Networks”, Sci. Engin. Comp. Mater., 20, 319–330 (2013) 10.1515/secm-2013-0017Search in Google Scholar
Sadrjahani, M., Hoseini, S. A., Mottaghitalab, V. and Haghi, A. K., “Development and Characterization of Highly Oriented PAN Nanofiber”, Brazilian J. Chem. Eng., 27, 583–589 (2010) 10.1590/S0104-66322010000400010Search in Google Scholar
Supaphol, P., Chuangchote, S., “On the Electrospinning of Poly(vinyl alcohol) Nanofiber Mats: A Revisit”, J. Appl. Polym. Sci., 108, 969–978 (2008) 10.1002/app.27664Search in Google Scholar
Uyar, T., Besenbacher, F., “Electrospinning of Uniform Polystyrene Fibers: The Effect of Solvent Conductivity”, Polymer, 49, 5336–5343 (2008) 10.1016/j.polymer.2008.09.025Search in Google Scholar
Yang, E., Qin, X. and Wang, S., “Electrospun Crosslinked Polyvinyl Alcohol Membrane”, Mater. Lett., 62, 3555–3557 (2008) 10.1016/j.matlet.2008.03.049Search in Google Scholar
Zamani, P., Higgins, D., Hassan, F., Jiang, G., Wu, J., Abureden, S. and Chen, Z., “Electrospun Iron-Polyaniline-Polyacrylonitrile Derived Nanofibers as Non-Precious Oxygen Reduction Reaction Catalysts for PEM Fuel Cells”, Electrochim. Acta, 139, 111–116 (2014) 10.1016/j.electacta.2014.07.007Search in Google Scholar
Zeytuncu, B., Akman, S., Yucel, O. and Kahraman, M., “Preparation and Characterization of UV-Cured Hybrid Polyvinyl Alcohol Nanofiber Membranes by Electrospinning”, Mater. Res. J. Mater., 17, 565–569 (2014) 10.1590/S1516-14392014005000055Search in Google Scholar
Zheng, J., He, A., Li, J., Xu, J. and Han, C. C., “Studies on the Controlled Morphology and Wettability of Polystyrene Surfaces by Electrospinning or Electrospraying”, Polymer, 47, 7095–7102 (2006) 10.1016/j.polymer.2006.08.019Search in Google Scholar
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