Artificial Neural Networks Study on Prediction of Dielectric Permittivity of Basalt/PANI Composites
Öz
In the present study, the dielectric permittivity change of basalt (two type basalt; CM-1, KYZ-13) reinforced PANI composites were studied to determine the effects of PANI additivities (10.0, 25.0, 50.0 wt.%) at several frequencies from 100 Hz to 17.5 MHz by a dielectric spectroscopy method at the room temperature and artificial neural networks (ANNs) simulation. Also, the dielectric permittivity at 30.0 wt.% of PANI additivity was obtained by ANNs without experimental process. That process, a significant predictive instrument was produced which allows optimization of dielectric properties for numerous composites without substantial experimentation. It has been observed that PANI additivities decreased to dielectric constant of composites at low frequencies. Furthermore, the ANNs method have satisfactory accuracy for prediction of dielectric parameters.
Anahtar Kelimeler
Kaynakça
- Y. Karabul, L.A. Susam, O. İçelli and Ö. Eyecioğlu, “Computation of EABF and EBF for basalt rock samples”, Nucl. Instrum. Methods. Phys. Res. A, vol. 797, pp. 29–36, 2015.
- H.S. Nalwa, Handbook of Organic Conductive Molecules and Polymers, New York: Wiley, 1997.
- Z.A. Boeva and V.G. Sergeyev, “Polyaniline: Synthesis, Properties, and Application”, Polymer Science Series C vol. 56, pp. 144–153, 2014.
- H. Bidadi, A. Olad, M. Parhizkar, S.M. Aref and M. Ghafouri, “Nonlinear Properties of ZnO-Polymer Composites Prepared by Solution-casting Method”, Vacuum, vol. 87, pp. 50–54, 2013.
- H. Tang, Y. Ding, C. Zang, J. Gu, Q. Shen and J. Kan, “Effect of Temperature on Electrochemical Degradation of Polyaniline”, Int. J. Electrochem. Sci., vol. 9, pp. 7252–7239, 2014.
- Z. Wen-Zhi , K. Xian-Wen, J. Shou-Feng, S. Jin-Gao, Y. Dong-Sheng and F. Bin, “Electrochemical characteristics and catalytic activity of polyaniline doped with ferrocene perchlorate”, Journal of Applied Polymer Science, vol. 102, pp. 5633–5639, 2006.
- E. Akbarinezhad, M. Ebrahimia, F. Sharif, M.M. Attar and H. R. Faridi, “Synthesis and evaluating corrosion protection effects of emeraldine base Pani/clay nanocomposite as a barrier pigment in zinc-rich ethyl silicate primer”, Progress in Organic Coatings, vol. 70, pp. 39–44, 2011.
- A.B. Samui, A.S. Patankar, J. Rangarajan and P.C. Deb, “Study of polyaniline containing paint for corrosion prevention”, Progress in Organic Coatings, vol. 47, pp. 1–7, 2003.
Ayrıntılar
Birincil Dil
İngilizce
Konular
-
Bölüm
-
Yazarlar
Onder Eyecioglu
Bu kişi benim
Yasar Karabul
Bu kişi benim
Umit Alkan
Bu kişi benim
Mehmet Kilic
Bu kişi benim
Yayımlanma Tarihi
22 Haziran 2016
Gönderilme Tarihi
29 Mart 2016
Kabul Tarihi
-
Yayımlandığı Sayı
Yıl 2016 Cilt: 2 Sayı: 2
Cited By
Polipropilen/Polianilin Kompozit Filmlerin Dielektrik Özelliklerinin Yapay Sinir Ağları Modeli İle Tahmini
Gazi Üniversitesi Fen Bilimleri Dergisi Part C: Tasarım ve Teknoloji
https://doi.org/10.29109/gujsc.398275DYPE/PANI kompozit filmlerin sıcaklığa ve PANI katkı konsantrasyonuna bağlı olarak dielektrik parametrelerinin GRSA ile tahmini
Gazi Üniversitesi Mühendislik-Mimarlık Fakültesi Dergisi
https://doi.org/10.17341/gazimmfd.422448Bazalt/PANI Kompozitlerinin Dielektrik Özelliklerinin Tahmini için Makine Öğrenmesi Modellerinin Karşılaştırılması
European Journal of Science and Technology
https://doi.org/10.31590/ejosat.876423