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Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design Skip to content Yıl 2024, Cilt: 8 Sayı: 1, 182 – 193, 18.07.2024
Deniz Efendioğlu Şerife Akkoyun
https://doi.org/10.56554/jtom.1363324
Öz Kaynakça Acatay, K. (2004). Generation of superhydrophobic surfaces by electrospinning process (Doctoral dissertation) DOI: https://research.sabanciuniv.edu/id/eprint/8213 Ahmadipourroudposht, M., Fallahiarezoudar, E., Yusof, N. M., & Idris, A. (2015). Application of response surface methodology in optimization of electrospinning process to fabricate (ferrofluid/polyvinyl alcohol) magnetic nanofibers. Materials Science and Engineering: C, 50, 234-241. DOI: https://doi.org/10.1016/j.msec.2015.02.008 Akkoyun S., Öktem N., (2021), Effect of viscoelasticity in polymer nanofiber electrospinning: Simulation using FENE-CR model. Engineering Science and Technology, an International Journal, 24(3), 620-630 DOI: https://doi.org/10.1016/j.jestch.2020.12.017 Amariei, N., Manea, L. R., Bertea, A. P., Bertea, A., & Popa, A. (2017, June). The influence of polymer solution on the properties of electrospun 3D nanostructures. In IOP conference series: Materials science and engineering (Vol. 209, No. 1, p. 012092). IOP Publishing. DOI: https://doi.org/10.1088/1757-899X/209/1/012092 Amiri, N., Moradi, A., Tabasi, S. A. S., & Movaffagh, J. (2018). Modeling and process optimization of electrospinning of chitosan-collagen nanofiber by response surface methodology. Materials Research Express, 5(4), 045404. DOI: https://doi.org/10.1088/2053-1591/aaba1d Fatile, B. O., Pugh, M., & Medraj, M. (2021). Optimization of the Electrospun Niobium–Tungsten Oxide Nanofibers Diameter Using Response Surface Methodology. Nanomaterials, 11(7), 1644. DOI: https://doi.org/10.3390/nano11071644 Filip, P., & Peer, P. (2019). Characterization of poly (ethylene oxide) nanofibers—Mutual relations between mean diameter of electrospun nanofibers and solution characteristics. Processes, 7(12), 948. DOI: https://doi.org/10.3390/pr7120948 He, H., Wang, Y., Farkas, B., Nagy, Z. K., & Molnar, K. (2020). Analysis and prediction of the diameter and orientation of AC electrospun nanofibers by response surface methodology. Materials & Design, 194, 108902. DOI: https://doi.org/10.1016/j.matdes.2020.108902 Kalantary, S., Jahani, A., & Jahani, R. (2020). MLR and Ann approaches for prediction of synthetic/natural nanofibers diameter in the environmental and medical applications. Scientific Reports, 10(1), 1-10. DOI: https://doi.org/10.1038/s41598-020-65121-x Kalantary, S., Jahani, A., Pourbabaki, R., & Beigzadeh, Z. (2019). Application of ANN modeling techniques in the prediction of the diameter of PCL/gelatin nanofibers in environmental and medical studies. RSC advances, 9(43), 24858-24874. DOI: https://doi.org/10.1039/C9RA04927D Ketabchi, N., Naghibzadeh, M., Adabi, M., Esnaashari, S. S., & Faridi-Majidi, R. (2017). Preparation and optimization of chitosan/polyethylene oxide nanofiber diameter using artificial neural networks. Neural Computing and Applications, 28(11), 3131-3143. DOI: https://doi.org/10.1007/s00521-016-2212-0 Khalili, S., Khorasani, S. N., Saadatkish, N., & Khoshakhlagh, K. (2016). Characterization of gelatin/cellulose acetate nanofibrous scaffolds: Prediction and optimization by response surface methodology and artificial neural networks. Polymer Science Series A, 58(3), 399-408. DOI: https://doi.org/10.1134/S0965545X16030093 Naderi, N., Agend, F., Faridi-Majidi, R., Sharifi-Sanjani, N., & Madani, M. (2008). Prediction of nanofiber diameter and optimization of electrospinning process via response surface methodology. Journal of nanoscience and nanotechnology, 8(5), 2509-2515. DOI: https://doi.org/10.1166/jnn.2008.536 Nasouri, K., Bahrambeygi, H., Rabbi, A., Shoushtari, A. M., & Kaflou, A. (2012). Modeling and optimization of electrospun PAN nanofiber diameter using response surface methodology and artificial neural networks. Journal of Applied Polymer Science, 126(1), 127-135. DOI: https://doi.org/10.1002/app.36726 Sukigara, S., Gandhi, M., Ayutsede, J., Micklus, M., & Ko, F. (2004). Regeneration of Bombyx mori silk by electrospinning. Part 2. Process optimization and empirical modeling using response surface methodology. Polymer, 45(11), 3701-3708. DOI: https://doi.org/10.1016/j.polymer.2004.03.059 Thompson, C. J., Chase, G. G., Yarin, A. L., & Reneker, D. H. (2007). Effects of parameters on nanofiber diameter determined from electrospinning model. Polymer, 48(23), 6913-6922. DOI: https://doi.org/10.1016/j.polymer.2007.09.017 Zeraati, M., Pourmohamad, R., Baghchi, B., Chauhan, N. P. S., & Sargazi, G. (2021). Optimization and predictive modelling for the diameter of nylon-6, 6 nanofibers via electrospinning for coronavirus face masks. Journal of Saudi Chemical Society, 25(11), 101348. DOI: https://doi.org/10.1016/j.jscs.2021.101348
Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design Yıl 2024, Cilt: 8 Sayı: 1, 182 – 193, 18.07.2024
Deniz Efendioğlu Şerife Akkoyun
https://doi.org/10.56554/jtom.1363324
Öz The utilization of 2-level factorial design has been extensive in the literature to observe the relationship between parameters and responses. Among the subjects open for exploration, the process of nanofiber creation stands out as an intriguing avenue to explore the correlations that emerge between variables and outcomes. The primary objective of the study is to establish the relationships between the parameters of electrospinning of polyamide 6 (PA6) solutions to obtain desired nanofiber diameters by response surface method (RSM) and two level full factorial design. The investigation hones in on four critical parameters related to the electrospinning of PA6 solutions. These parameters encompass factors like solution concentration, applied voltage, distance between the spinneret and the collector, and the flow rate of the solution. Employing a two-level factorial design, these parameters are methodically manipulated at two distinct levels each to systematically unravel their individual and collective impacts on nanofiber diameter outcomes. To understand the relationship between electrospinning process and these factors, these kind of experimental studies gives us much accurate results.
Anahtar Kelimeler Factorial Design, Polyamide 6, Optimization, Nanofibers, Electrospinning
Etik Beyan Bu çalışmanın, özgün bir çalışma olduğunu; çalışmanın hazırlık, veri toplama, analiz ve bilgilerin sunumu olmak üzere tüm aşamalarından bilimsel etik ilke ve kurallarına uygun davrandığımı; bu çalışma kapsamında elde edilmeyen tüm veri ve bilgiler için kaynak gösterdiğimi ve bu kaynaklara kaynakçada yer verdiğimi; kullanılan verilerde herhangi bir değişiklik yapmadığımı, çalışmanın Committee on Publication Ethics (COPE)' in tüm şartlarını ve koşullarını kabul ederek etik görev ve sorumluluklara riayet ettiğimi beyan ederim. Herhangi bir zamanda, çalışmayla ilgili yaptığım bu beyana aykırı bir durumun saptanması durumunda, ortaya çıkacak tüm ahlaki ve hukuki sonuçlara razı olduğumu bildiririm
Kaynakça Acatay, K. (2004). Generation of superhydrophobic surfaces by electrospinning process (Doctoral dissertation) DOI: https://research.sabanciuniv.edu/id/eprint/8213 Ahmadipourroudposht, M., Fallahiarezoudar, E., Yusof, N. M., & Idris, A. (2015). Application of response surface methodology in optimization of electrospinning process to fabricate (ferrofluid/polyvinyl alcohol) magnetic nanofibers. Materials Science and Engineering: C, 50, 234-241. DOI: https://doi.org/10.1016/j.msec.2015.02.008 Akkoyun S., Öktem N., (2021), Effect of viscoelasticity in polymer nanofiber electrospinning: Simulation using FENE-CR model. Engineering Science and Technology, an International Journal, 24(3), 620-630 DOI: https://doi.org/10.1016/j.jestch.2020.12.017 Amariei, N., Manea, L. R., Bertea, A. P., Bertea, A., & Popa, A. (2017, June). The influence of polymer solution on the properties of electrospun 3D nanostructures. In IOP conference series: Materials science and engineering (Vol. 209, No. 1, p. 012092). IOP Publishing. DOI: https://doi.org/10.1088/1757-899X/209/1/012092 Amiri, N., Moradi, A., Tabasi, S. A. S., & Movaffagh, J. (2018). Modeling and process optimization of electrospinning of chitosan-collagen nanofiber by response surface methodology. Materials Research Express, 5(4), 045404. DOI: https://doi.org/10.1088/2053-1591/aaba1d Fatile, B. O., Pugh, M., & Medraj, M. (2021). Optimization of the Electrospun Niobium–Tungsten Oxide Nanofibers Diameter Using Response Surface Methodology. Nanomaterials, 11(7), 1644. DOI: https://doi.org/10.3390/nano11071644 Filip, P., & Peer, P. (2019). Characterization of poly (ethylene oxide) nanofibers—Mutual relations between mean diameter of electrospun nanofibers and solution characteristics. Processes, 7(12), 948. DOI: https://doi.org/10.3390/pr7120948 He, H., Wang, Y., Farkas, B., Nagy, Z. K., & Molnar, K. (2020). Analysis and prediction of the diameter and orientation of AC electrospun nanofibers by response surface methodology. Materials & Design, 194, 108902. DOI: https://doi.org/10.1016/j.matdes.2020.108902 Kalantary, S., Jahani, A., & Jahani, R. (2020). MLR and Ann approaches for prediction of synthetic/natural nanofibers diameter in the environmental and medical applications. Scientific Reports, 10(1), 1-10. DOI: https://doi.org/10.1038/s41598-020-65121-x Kalantary, S., Jahani, A., Pourbabaki, R., & Beigzadeh, Z. (2019). Application of ANN modeling techniques in the prediction of the diameter of PCL/gelatin nanofibers in environmental and medical studies. RSC advances, 9(43), 24858-24874. DOI: https://doi.org/10.1039/C9RA04927D Ketabchi, N., Naghibzadeh, M., Adabi, M., Esnaashari, S. S., & Faridi-Majidi, R. (2017). Preparation and optimization of chitosan/polyethylene oxide nanofiber diameter using artificial neural networks. Neural Computing and Applications, 28(11), 3131-3143. DOI: https://doi.org/10.1007/s00521-016-2212-0 Khalili, S., Khorasani, S. N., Saadatkish, N., & Khoshakhlagh, K. (2016). Characterization of gelatin/cellulose acetate nanofibrous scaffolds: Prediction and optimization by response surface methodology and artificial neural networks. Polymer Science Series A, 58(3), 399-408. DOI: https://doi.org/10.1134/S0965545X16030093 Naderi, N., Agend, F., Faridi-Majidi, R., Sharifi-Sanjani, N., & Madani, M. (2008). Prediction of nanofiber diameter and optimization of electrospinning process via response surface methodology. Journal of nanoscience and nanotechnology, 8(5), 2509-2515. DOI: https://doi.org/10.1166/jnn.2008.536 Nasouri, K., Bahrambeygi, H., Rabbi, A., Shoushtari, A. M., & Kaflou, A. (2012). Modeling and optimization of electrospun PAN nanofiber diameter using response surface methodology and artificial neural networks. Journal of Applied Polymer Science, 126(1), 127-135. DOI: https://doi.org/10.1002/app.36726 Sukigara, S., Gandhi, M., Ayutsede, J., Micklus, M., & Ko, F. (2004). Regeneration of Bombyx mori silk by electrospinning. Part 2. Process optimization and empirical modeling using response surface methodology. Polymer, 45(11), 3701-3708. DOI: https://doi.org/10.1016/j.polymer.2004.03.059 Thompson, C. J., Chase, G. G., Yarin, A. L., & Reneker, D. H. (2007). Effects of parameters on nanofiber diameter determined from electrospinning model. Polymer, 48(23), 6913-6922. DOI: https://doi.org/10.1016/j.polymer.2007.09.017 Zeraati, M., Pourmohamad, R., Baghchi, B., Chauhan, N. P. S., & Sargazi, G. (2021). Optimization and predictive modelling for the diameter of nylon-6, 6 nanofibers via electrospinning for coronavirus face masks. Journal of Saudi Chemical Society, 25(11), 101348. DOI: https://doi.org/10.1016/j.jscs.2021.101348 Toplam 17 adet kaynakça vardır.
Ayrıntılar Birincil Dil İngilizce Konular İstatistiksel Analiz, İstatistiksel Deney Tasarımı, Uygulamalı İstatistik Bölüm Araştırma Makalesi Yazarlar Deniz Efendioğlu ANKARA YILDIRIM BEYAZIT ÜNİVERSİTESİ 0000-0002-3710-9187 Türkiye
Şerife Akkoyun ANKARA YILDIRIM BEYAZIT UNIVERSITY 0000-0002-6676-6389 Türkiye
Erken Görünüm Tarihi 18 Temmuz 2024 Yayımlanma Tarihi 18 Temmuz 2024 Gönderilme Tarihi 19 Eylül 2023 Kabul Tarihi 29 Ocak 2024 Yayımlandığı Sayı Yıl 2024 Cilt: 8 Sayı: 1
Kaynak Göster APA Efendioğlu, D., & Akkoyun, Ş. (2024). Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design. Journal of Turkish Operations Management, 8(1), 182-193. https://doi.org/10.56554/jtom.1363324 AMA Efendioğlu D, Akkoyun Ş. Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design. JTOM. Temmuz 2024;8(1):182-193. doi:10.56554/jtom.1363324 Chicago Efendioğlu, Deniz, ve Şerife Akkoyun. “Optimization of Nanofiber Diameter in the Electrospinning of Polyamide 6 by Two-Level Factorial Design”. Journal of Turkish Operations Management 8, sy. 1 (Temmuz 2024): 182-93. https://doi.org/10.56554/jtom.1363324. EndNote Efendioğlu D, Akkoyun Ş (01 Temmuz 2024) Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design. Journal of Turkish Operations Management 8 1 182–193. IEEE D. Efendioğlu ve Ş. Akkoyun, “Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design”, JTOM , c. 8, sy. 1, ss. 182–193, 2024, doi: 10.56554/jtom.1363324. ISNAD Efendioğlu, Deniz – Akkoyun, Şerife. “Optimization of Nanofiber Diameter in the Electrospinning of Polyamide 6 by Two-Level Factorial Design”. Journal of Turkish Operations Management 8/1 (Temmuz 2024), 182-193. https://doi.org/10.56554/jtom.1363324. JAMA Efendioğlu D, Akkoyun Ş. Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design. JTOM . 2024;8:182–193. MLA Efendioğlu, Deniz ve Şerife Akkoyun. “Optimization of Nanofiber Diameter in the Electrospinning of Polyamide 6 by Two-Level Factorial Design”. Journal of Turkish Operations Management, c. 8, sy. 1, 2024, ss. 182-93, doi:10.56554/jtom.1363324. Vancouver Efendioğlu D, Akkoyun Ş. Optimization of nanofiber diameter in the electrospinning of polyamide 6 by two-level factorial design. JTOM. 2024;8(1):182-93.
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